From 570edc97e2dc52062804885d6caaa6cbad246091 Mon Sep 17 00:00:00 2001 From: Silas Santini <70163606+pancakereport@users.noreply.github.com> Date: Tue, 28 Apr 2026 17:28:11 -0700 Subject: [PATCH] remove 00-intro --- content/00-intro/avg_GPA.csv | 1015 ------------------------- content/00-intro/cal_income.csv | 50 -- content/00-intro/cal_vs_all.csv | 50 -- content/00-intro/cs_econ_by_age.csv | 41 - content/00-intro/fig0.html | 14 - content/00-intro/index.ipynb | 1080 --------------------------- content/00-intro/recent-grads.csv | 174 ----- 7 files changed, 2424 deletions(-) delete mode 100644 content/00-intro/avg_GPA.csv delete mode 100644 content/00-intro/cal_income.csv delete mode 100644 content/00-intro/cal_vs_all.csv delete mode 100644 content/00-intro/cs_econ_by_age.csv delete mode 100644 content/00-intro/fig0.html delete mode 100644 content/00-intro/index.ipynb delete mode 100644 content/00-intro/recent-grads.csv diff --git a/content/00-intro/avg_GPA.csv b/content/00-intro/avg_GPA.csv deleted file mode 100644 index d550ff5..0000000 --- a/content/00-intro/avg_GPA.csv +++ /dev/null @@ -1,1015 +0,0 @@ -Academic Year,College/School,Division,Department,Major,Degree,Average GPA,Headcount -2019-20,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.37,112 -2019-20,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.49,51 -2019-20,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.28,72 -2019-20,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.52,86 -2019-20,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.33,81 -2019-20,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.46,452 -2019-20,Clg of Engineering,Clg of Engineering,Engineering Science,Energy Engineering,Bachelor of Science,3.50,10 -2019-20,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.37,7 -2019-20,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.10,11 -2019-20,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.44,42 -2019-20,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.40,36 -2019-20,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.39,177 -2019-20,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.24,12 -2019-20,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.33,97 -2019-20,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.35,34 -2019-20,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.56,22 -2019-20,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Sustainable Environ Dsgn,Bachelor of Arts,3.58,23 -2019-20,Clg of Environmental Design,Clg of Environmental Design,Other Env Design Programs,CED Individual Major,Bachelor of Arts,3.66,10 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.13,6 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.53,851 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Data Science,L&S Data Science,Bachelor of Arts,3.24,407 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,2.96,5 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.28,185 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.69,16 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.56,228 -2019-20,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.43,90 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.73,62 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.47,10 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.64,31 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.31,5 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.49,15 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.55,236 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.39,83 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.54,24 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.55,16 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.60,45 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.61,34 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.70,10 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.45,98 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.46,61 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.58,7 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish and Portuguese,Bachelor of Arts,3.41,31 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.54,5 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.22,13 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.45,10 -2019-20,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.49,44 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.30,233 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.41,75 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.51,194 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.51,42 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.46,102 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.46,142 -2019-20,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,Molecular & Cell Biology,Bachelor of Arts,3.30,37 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.29,51 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,2.89,10 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.11,5 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.30,7 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.13,9 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.29,329 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.56,110 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.41,137 -2019-20,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.53,240 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.27,13 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.55,91 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.50,755 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.18,6 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.47,23 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.47,56 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.51,23 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.44,38 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.55,120 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.19,344 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.19,5 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Global Studies,Bachelor of Arts,3.47,64 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.32,8 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.59,14 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.28,234 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.48,50 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.45,482 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.49,275 -2019-20,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.31,310 -2019-20,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.12,79 -2019-20,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.28,106 -2019-20,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.45,282 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.33,217 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.47,83 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Eco Mgmt & For-Forestry,Bachelor of Science,3.73,6 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Eco Mgmt & For-Nat Res Mgmt,Bachelor of Science,3.51,11 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.46,53 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.47,133 -2019-20,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.51,89 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.43,62 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.40,15 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Toxicology,Bachelor of Science,3.48,20 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.51,16 -2019-20,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.40,39 -2019-20,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.59,385 -2018-19,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.36,126 -2018-19,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.51,67 -2018-19,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.35,76 -2018-19,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.48,79 -2018-19,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.33,91 -2018-19,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.43,441 -2018-19,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.60,7 -2018-19,Clg of Engineering,Clg of Engineering,Engineering Science,Energy Engineering,Bachelor of Science,3.14,10 -2018-19,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.40,8 -2018-19,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.27,19 -2018-19,Clg of Engineering,Clg of Engineering,Engineering Science,Environmental Eng Science,Bachelor of Science,3.50,7 -2018-19,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.42,40 -2018-19,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.21,40 -2018-19,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.36,164 -2018-19,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.34,21 -2018-19,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.25,137 -2018-19,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.23,52 -2018-19,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.59,22 -2018-19,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Sustainable Environ Dsgn,Bachelor of Arts,3.52,23 -2018-19,Clg of Environmental Design,Clg of Environmental Design,Other Env Design Programs,CED Individual Major,Bachelor of Arts,3.46,7 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.50,9 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.47,706 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Data Science,L&S Data Science,Bachelor of Arts,3.27,58 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,2.97,11 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.19,167 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.66,9 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.49,184 -2018-19,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.39,129 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.67,65 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.37,12 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.55,16 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.49,6 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.46,13 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.51,282 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.34,66 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.54,13 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.39,6 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.58,30 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.50,5 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.52,38 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.39,10 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.36,103 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.52,79 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.80,6 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish and Portuguese,Bachelor of Arts,3.46,5 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.23,8 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.20,5 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.41,22 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.72,5 -2018-19,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.48,40 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.30,255 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.42,87 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.42,190 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.51,67 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.43,119 -2018-19,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.40,115 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.35,36 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,3.14,12 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.39,11 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.36,8 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.19,314 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.37,88 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.37,131 -2018-19,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.49,227 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.18,17 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.46,103 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.50,717 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.56,7 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.53,9 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.42,44 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.55,27 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.40,40 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.49,135 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.12,10 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.17,343 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.34,39 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Global Studies,Bachelor of Arts,3.16,39 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,2.92,5 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.75,6 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.57,37 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.24,212 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.38,64 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.39,478 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.50,232 -2018-19,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.31,313 -2018-19,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.06,87 -2018-19,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.28,108 -2018-19,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.42,254 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.31,251 -2018-19,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.50,101 -2018-19,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.53,56 -2018-19,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.51,9 -2018-19,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.40,109 -2018-19,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.53,71 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.45,48 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.48,18 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Toxicology,Bachelor of Science,3.38,16 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.46,9 -2018-19,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.33,41 -2018-19,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.55,344 -2017-18,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.31,115 -2017-18,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.28,54 -2017-18,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.27,62 -2017-18,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.43,69 -2017-18,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.30,88 -2017-18,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.45,336 -2017-18,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.33,5 -2017-18,Clg of Engineering,Clg of Engineering,Engineering Science,Energy Engineering,Bachelor of Science,3.39,12 -2017-18,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.48,10 -2017-18,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.56,11 -2017-18,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.36,48 -2017-18,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.30,30 -2017-18,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.26,180 -2017-18,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.10,18 -2017-18,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.28,118 -2017-18,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.43,29 -2017-18,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.44,16 -2017-18,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Sustainable Environ Dsgn,Bachelor of Arts,3.45,30 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,2.99,12 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.42,609 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,3.09,10 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.21,170 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.83,8 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.53,200 -2017-18,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.31,132 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.70,56 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.45,12 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.48,6 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.61,15 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.51,11 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.39,11 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.52,291 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.50,61 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.40,26 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.34,10 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.66,39 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.55,35 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.21,5 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.37,7 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.35,105 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.45,56 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.34,15 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.36,17 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.27,6 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.35,21 -2017-18,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.47,28 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.31,253 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.44,64 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.46,172 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.44,67 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.40,106 -2017-18,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.38,93 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.24,29 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Atmospheric Science,Bachelor of Arts,3.61,5 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,2.92,17 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.16,10 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.35,16 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.20,11 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.20,251 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.41,105 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.36,104 -2017-18,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.47,236 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.28,7 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.47,117 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.48,656 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.53,7 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.22,16 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.48,38 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.53,28 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.28,64 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.46,168 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies,Bachelor of Arts,3.11,10 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.33,12 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.16,306 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.15,54 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Global Studies,Bachelor of Arts,3.17,7 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.06,7 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.58,7 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.48,62 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.21,238 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.41,67 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.40,412 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.39,267 -2017-18,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.31,284 -2017-18,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.15,87 -2017-18,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.27,105 -2017-18,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.42,290 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.27,205 -2017-18,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.40,79 -2017-18,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.44,60 -2017-18,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.43,16 -2017-18,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.30,77 -2017-18,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.47,93 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.37,46 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.47,24 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Toxicology,Bachelor of Science,3.42,24 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.19,15 -2017-18,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.39,44 -2017-18,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.56,344 -2016-17,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.27,95 -2016-17,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.30,50 -2016-17,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.37,51 -2016-17,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.48,69 -2016-17,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.31,91 -2016-17,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.42,393 -2016-17,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,EECS/MSE Joint Major,Bachelor of Science,3.18,6 -2016-17,Clg of Engineering,Clg of Engineering,Engineering Science,Energy Engineering,Bachelor of Science,3.37,13 -2016-17,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.33,14 -2016-17,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.40,37 -2016-17,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.18,30 -2016-17,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.31,161 -2016-17,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.28,9 -2016-17,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.22,106 -2016-17,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.28,34 -2016-17,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.26,17 -2016-17,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Sustainable Environ Dsgn,Bachelor of Arts,3.54,20 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.25,10 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.38,557 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,2.87,11 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.17,174 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.67,14 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.50,218 -2016-17,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.30,141 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.67,53 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.46,12 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.76,5 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.52,18 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.33,8 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.36,9 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.52,265 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.32,54 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.41,25 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.65,9 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.56,41 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.62,6 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.53,39 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.20,5 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.57,11 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.29,88 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.42,69 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.49,6 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.31,17 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.27,9 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Iberian Lang & Lit,Bachelor of Arts,3.64,5 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.51,11 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.35,15 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.51,8 -2016-17,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.56,44 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.31,300 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.51,63 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.43,140 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.37,44 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.44,105 -2016-17,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.41,127 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.26,33 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,2.94,9 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.43,10 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.29,10 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.18,10 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.20,232 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.40,103 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.39,112 -2016-17,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.47,225 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.22,8 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.47,94 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.48,615 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.29,8 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.27,6 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.25,31 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Native American Studies,Bachelor of Arts,3.09,6 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.36,18 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.42,40 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.52,145 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies,Bachelor of Arts,3.49,5 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.37,9 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.16,261 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.28,41 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.51,12 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.18,5 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.51,68 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.21,226 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.39,57 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.41,367 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.47,350 -2016-17,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.35,248 -2016-17,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.12,84 -2016-17,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.12,141 -2016-17,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.41,238 -2016-17,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.60,7 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.28,168 -2016-17,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.45,63 -2016-17,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.46,50 -2016-17,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.43,6 -2016-17,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.38,94 -2016-17,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.45,59 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.56,7 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.29,50 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.45,27 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Toxicology,Bachelor of Science,3.41,13 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.16,22 -2016-17,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.23,46 -2016-17,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.54,389 -2015-16,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chem Eng/MSE Joint Major,Bachelor of Science,3.33,15 -2015-16,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.25,103 -2015-16,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.23,54 -2015-16,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.40,47 -2015-16,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.45,72 -2015-16,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.30,52 -2015-16,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.34,365 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.75,5 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,EECS/MSE Joint Major,Bachelor of Science,3.05,6 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.60,5 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Science,Energy Engineering,Bachelor of Science,3.54,6 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.28,7 -2015-16,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.38,17 -2015-16,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.42,40 -2015-16,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.18,16 -2015-16,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.29,185 -2015-16,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.04,8 -2015-16,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.21,104 -2015-16,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.34,43 -2015-16,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.49,9 -2015-16,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Sustainable Environ Dsgn,Bachelor of Arts,3.41,17 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,2.80,11 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.27,422 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,2.85,7 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.24,145 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.62,10 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.49,253 -2015-16,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.26,131 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.67,63 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.53,13 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.51,18 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.42,7 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.34,15 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.46,275 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.41,58 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.46,30 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.45,13 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.50,38 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.43,8 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.50,36 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.55,5 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.73,8 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.40,79 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.46,85 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.17,13 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.55,8 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.42,12 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.25,15 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.57,5 -2015-16,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.47,37 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.24,342 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.44,56 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.45,103 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.34,45 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.47,96 -2015-16,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.42,111 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.13,34 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,2.98,15 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.25,17 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,2.98,12 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.26,176 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.49,89 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.36,115 -2015-16,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.37,189 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,2.92,11 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.45,111 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.47,540 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.18,10 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.33,16 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.42,30 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.55,30 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.39,52 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.50,142 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.16,7 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.10,173 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.19,41 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.48,13 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.43,7 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.43,51 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.26,254 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.42,67 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.34,364 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.48,340 -2015-16,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.28,238 -2015-16,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.07,83 -2015-16,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.17,171 -2015-16,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.38,190 -2015-16,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.36,9 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.28,137 -2015-16,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.47,60 -2015-16,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.48,47 -2015-16,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.36,16 -2015-16,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.28,75 -2015-16,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.44,67 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.43,25 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.26,53 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.46,23 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.34,14 -2015-16,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.27,43 -2015-16,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.54,338 -2014-15,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chem Eng/MSE Joint Major,Bachelor of Science,3.13,10 -2014-15,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.26,108 -2014-15,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.37,70 -2014-15,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.33,57 -2014-15,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.37,99 -2014-15,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.32,68 -2014-15,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.35,367 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.50,10 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,EECS/MSE Joint Major,Bachelor of Science,3.22,6 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,ME/NE Joint Major,Bachelor of Science,3.50,5 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.58,5 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.43,7 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.50,16 -2014-15,Clg of Engineering,Clg of Engineering,Engineering Science,Environmental Eng Science,Bachelor of Science,3.35,13 -2014-15,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.33,40 -2014-15,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.31,23 -2014-15,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.33,168 -2014-15,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.23,15 -2014-15,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.17,135 -2014-15,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.33,45 -2014-15,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.28,11 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.25,330 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,3.05,17 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.15,118 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.66,6 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.43,184 -2014-15,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.38,122 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.61,66 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.31,16 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.63,7 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.43,17 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.51,16 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.40,16 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.49,277 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.40,56 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.44,31 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.50,19 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.54,63 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.53,38 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.51,6 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.40,9 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.37,81 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.39,80 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.75,6 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.44,12 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.52,13 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.40,9 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.53,21 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.39,10 -2014-15,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.43,45 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.28,416 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.47,56 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.43,116 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.38,32 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.46,82 -2014-15,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.38,136 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.29,20 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Atmospheric Science,Bachelor of Arts,3.49,8 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,3.01,22 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.22,17 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.42,17 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.20,15 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.37,191 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.40,89 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.30,94 -2014-15,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.40,235 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.11,9 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.47,116 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.47,631 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.51,9 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.36,14 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.33,39 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.47,19 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.41,47 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.54,152 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies,Bachelor of Arts,3.41,6 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.36,8 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.20,149 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.21,28 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.53,9 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.61,10 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.47,47 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.18,296 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.40,71 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.41,370 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.53,389 -2014-15,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.27,247 -2014-15,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.08,89 -2014-15,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.17,154 -2014-15,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.40,189 -2014-15,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.49,13 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.27,110 -2014-15,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.48,55 -2014-15,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.42,47 -2014-15,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.33,9 -2014-15,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.35,85 -2014-15,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.55,59 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.36,41 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.34,54 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.35,16 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.49,7 -2014-15,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.28,42 -2014-15,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.54,356 -2013-14,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chem Eng/MSE Joint Major,Bachelor of Science,3.47,9 -2013-14,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.26,124 -2013-14,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.30,59 -2013-14,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.29,41 -2013-14,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.44,99 -2013-14,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.39,91 -2013-14,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.29,407 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.53,10 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,ME/NE Joint Major,Bachelor of Science,3.45,6 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.35,9 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.47,6 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.41,20 -2013-14,Clg of Engineering,Clg of Engineering,Engineering Science,Environmental Eng Science,Bachelor of Science,3.30,6 -2013-14,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.31,47 -2013-14,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.22,17 -2013-14,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.34,150 -2013-14,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.07,7 -2013-14,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.23,136 -2013-14,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.36,36 -2013-14,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.47,20 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.07,10 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.21,218 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,2.98,23 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.11,151 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.68,12 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.45,170 -2013-14,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.31,116 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.62,58 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.23,12 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.48,5 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.65,21 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.34,11 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.35,21 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.45,325 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.31,69 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.50,35 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.55,16 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.43,60 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.47,10 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.35,37 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.78,6 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.34,88 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.42,111 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.64,10 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.46,9 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.45,21 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.34,9 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.39,19 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.39,10 -2013-14,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.50,46 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.26,417 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.44,66 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.41,98 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.37,55 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.49,93 -2013-14,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.47,111 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.30,33 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,3.00,13 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.13,8 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.23,13 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.04,14 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Planetary Science,Bachelor of Arts,3.07,5 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.28,158 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.42,99 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.39,106 -2013-14,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.27,167 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.07,11 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.44,164 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.44,544 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.38,12 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.30,19 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.35,38 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.35,30 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.46,55 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.43,154 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.54,8 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.29,134 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.43,32 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.36,6 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.60,57 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.15,271 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.43,62 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.36,427 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.51,336 -2013-14,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.26,213 -2013-14,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.06,102 -2013-14,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.21,164 -2013-14,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.33,198 -2013-14,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.37,8 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.33,103 -2013-14,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.51,90 -2013-14,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.45,52 -2013-14,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.39,13 -2013-14,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.34,93 -2013-14,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.48,62 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.37,43 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.28,45 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.42,19 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.34,17 -2013-14,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.23,29 -2013-14,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.52,332 -2012-13,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chem Eng/MSE Joint Major,Bachelor of Science,3.46,9 -2012-13,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.20,80 -2012-13,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.18,63 -2012-13,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.34,47 -2012-13,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.37,110 -2012-13,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.27,102 -2012-13,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.27,330 -2012-13,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,BioE/MSE Joint Major,Bachelor of Science,3.38,9 -2012-13,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.30,10 -2012-13,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.60,6 -2012-13,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.33,27 -2012-13,Clg of Engineering,Clg of Engineering,Engineering Science,Environmental Eng Science,Bachelor of Science,3.17,7 -2012-13,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.51,38 -2012-13,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.11,18 -2012-13,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.25,164 -2012-13,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.34,13 -2012-13,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.24,148 -2012-13,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.34,27 -2012-13,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.54,10 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.33,6 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.21,165 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,3.04,44 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.21,150 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.67,15 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.45,125 -2012-13,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.31,136 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.61,68 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.50,16 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.84,6 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.59,31 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.31,12 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.51,28 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.49,403 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.36,73 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.54,26 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.62,25 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.46,54 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.52,8 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.50,44 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.52,13 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.65,8 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.30,118 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.46,103 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Scandinavian,Celtic Studies,Bachelor of Arts,3.57,5 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.46,5 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.37,18 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.42,11 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.50,11 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.37,32 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.41,14 -2012-13,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.54,34 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.27,448 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.37,44 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.35,132 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.38,45 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.42,101 -2012-13,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.45,97 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.47,23 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,3.07,14 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.24,9 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.10,9 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,2.88,7 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.29,150 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.36,91 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.38,98 -2012-13,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.26,151 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,2.97,9 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.44,163 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.46,490 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian Am & Asian Diasp St,Bachelor of Arts,3.34,10 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian American Studies,Bachelor of Arts,2.99,8 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.33,17 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.36,45 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Native American Studies,Bachelor of Arts,3.14,7 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.38,32 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.47,60 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.52,184 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.38,10 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.26,98 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.38,41 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.56,6 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.48,10 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.55,85 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Pol Econ of Indust Soc,Bachelor of Arts,3.39,7 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.14,267 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.46,69 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.35,467 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.54,386 -2012-13,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.32,274 -2012-13,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.16,118 -2012-13,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.17,140 -2012-13,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,L&S Environmental Sciences,Bachelor of Arts,3.29,5 -2012-13,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.38,243 -2012-13,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.56,17 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.39,104 -2012-13,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.35,89 -2012-13,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.51,60 -2012-13,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.23,15 -2012-13,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.34,76 -2012-13,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.45,69 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.30,38 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.34,41 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.41,22 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.31,11 -2012-13,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.29,38 -2012-13,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.51,340 -2011-12,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chem Eng/MSE Joint Major,Bachelor of Science,3.27,7 -2011-12,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.23,89 -2011-12,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.31,65 -2011-12,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.29,54 -2011-12,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.41,110 -2011-12,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.23,110 -2011-12,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.28,311 -2011-12,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.43,7 -2011-12,Clg of Engineering,Clg of Engineering,Engineering Science,Eng Math & Statistics,Bachelor of Science,3.07,9 -2011-12,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.52,14 -2011-12,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.41,52 -2011-12,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.33,21 -2011-12,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.25,185 -2011-12,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.11,9 -2011-12,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.22,165 -2011-12,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.45,27 -2011-12,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.45,7 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.09,6 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.14,115 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,3.03,105 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.19,136 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.62,9 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.41,153 -2011-12,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.37,123 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.51,81 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.51,21 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.77,6 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.50,27 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.43,28 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.29,37 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.47,321 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.39,65 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.54,25 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.80,11 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.49,71 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.61,9 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.38,49 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.40,13 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.48,6 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.30,79 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.46,113 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.56,17 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.43,18 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.38,9 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.30,8 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.32,28 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.44,6 -2011-12,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.47,43 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.27,413 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.48,66 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.40,146 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.35,32 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.40,88 -2011-12,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.51,94 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.19,24 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,2.89,10 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.35,11 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.44,8 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.24,11 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.29,133 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.36,92 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.45,79 -2011-12,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.26,100 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.01,15 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.43,159 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.46,463 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian American Studies,Bachelor of Arts,3.25,15 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.23,17 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.39,60 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Native American Studies,Bachelor of Arts,3.15,5 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.48,37 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.31,53 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.45,221 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.59,9 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - Japan,Bachelor of Arts,3.65,8 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.27,81 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.30,40 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.15,15 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.56,9 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.57,73 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Pol Econ of Indust Soc,Bachelor of Arts,3.13,27 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.24,229 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.37,39 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.34,418 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.51,354 -2011-12,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.28,276 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.11,124 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.21,152 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,L&S Environmental Sciences,Bachelor of Arts,3.02,7 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Mass Communications,Bachelor of Arts,3.27,5 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.37,194 -2011-12,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.53,18 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.34,92 -2011-12,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.47,84 -2011-12,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.42,45 -2011-12,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Forestry & Natural Resources,Bachelor of Science,3.50,11 -2011-12,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.41,81 -2011-12,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.39,59 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.28,34 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.33,59 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.47,16 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.05,15 -2011-12,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.16,45 -2011-12,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.52,356 -2010-11,Clg of Chemistry,Clg of Chemistry,Chem & Biomolecular Eng,Chemical Engineering,Bachelor of Science,3.16,86 -2010-11,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemical Biology,Bachelor of Science,3.21,51 -2010-11,Clg of Chemistry,Clg of Chemistry,Chemistry,Chemistry,Bachelor of Science,3.40,52 -2010-11,Clg of Engineering,Clg of Engineering,Bioengineering,Bioengineering,Bachelor of Science,3.42,109 -2010-11,Clg of Engineering,Clg of Engineering,Civil & Environmental Eng,Civil Engineering,Bachelor of Science,3.20,137 -2010-11,Clg of Engineering,Clg of Engineering,Electrical Eng & Computer Sci,Electrical Eng & Comp Sci,Bachelor of Science,3.31,260 -2010-11,Clg of Engineering,Clg of Engineering,Engineering Joint Programs,MSE/ME Joint Major,Bachelor of Science,3.09,9 -2010-11,Clg of Engineering,Clg of Engineering,Engineering Science,Engineering Physics,Bachelor of Science,3.52,15 -2010-11,Clg of Engineering,Clg of Engineering,Engineering Science,Environmental Eng Science,Bachelor of Science,3.27,6 -2010-11,Clg of Engineering,Clg of Engineering,Industrial Eng & Ops Research,Industrial Eng & Ops Rsch,Bachelor of Science,3.30,43 -2010-11,Clg of Engineering,Clg of Engineering,Materials Science & Eng,Materials Science & Eng,Bachelor of Science,3.18,16 -2010-11,Clg of Engineering,Clg of Engineering,Mechanical Engineering,Mechanical Engineering,Bachelor of Science,3.26,132 -2010-11,Clg of Engineering,Clg of Engineering,Nuclear Engineering,Nuclear Engineering,Bachelor of Science,3.25,10 -2010-11,Clg of Environmental Design,Clg of Environmental Design,Architecture,Architecture,Bachelor of Arts,3.28,174 -2010-11,Clg of Environmental Design,Clg of Environmental Design,City & Regional Planning,Urban Studies,Bachelor of Arts,3.45,22 -2010-11,Clg of Environmental Design,Clg of Environmental Design,Landscape Arch & Env Plan,Landscape Architecture,Bachelor of Arts,3.52,20 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Chemistry,L&S Chemistry,Bachelor of Arts,3.35,8 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Computer Science,L&S Computer Science,Bachelor of Arts,3.20,117 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Envir Econ & Policy,L&S Environ Econ & Policy,Bachelor of Arts,3.00,123 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Legal Studies,L&S Legal Studies,Bachelor of Arts,3.12,124 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Ops Rsch & Mgmt Sci,L&S Ops Research & Mgmt Sci,Bachelor of Arts,3.62,8 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Public Health,L&S Public Health,Bachelor of Arts,3.44,198 -2010-11,Clg of Letters & Science,L&S Administered Programs,L&S Social Welfare,L&S Social Welfare,Bachelor of Arts,3.31,127 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Art Practice,Art,Bachelor of Arts,3.49,91 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Civilizations,Bachelor of Arts,3.38,21 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Classics,Classical Languages,Bachelor of Arts,3.52,6 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Comparative Literature,Comparative Literature,Bachelor of Arts,3.55,28 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Chinese Language,Bachelor of Arts,3.35,20 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,East Asian Lang & Culture,Japanese Language,Bachelor of Arts,3.51,31 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,English,English,Bachelor of Arts,3.48,332 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Film and Media,Film,Bachelor of Arts,3.27,49 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,French,French,Bachelor of Arts,3.61,41 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,German,German,Bachelor of Arts,3.58,17 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,History of Art,History of Art,Bachelor of Arts,3.40,75 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Italian Studies,Italian Studies,Bachelor of Arts,3.69,14 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Music,Music,Bachelor of Arts,3.46,46 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Civilizations,Bachelor of Arts,3.47,8 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Near Eastern Studies,Near Eastern Lang & Lit,Bachelor of Arts,3.49,5 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Philosophy,Philosophy,Bachelor of Arts,3.37,113 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Rhetoric,Rhetoric,Bachelor of Arts,3.45,112 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Scandinavian,Celtic Studies,Bachelor of Arts,3.65,6 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Slavic Languages & Literatures,Slavic Lang & Lit,Bachelor of Arts,3.53,10 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,South & SE Asian Studies,South & SE Asian Studies,Bachelor of Arts,3.30,20 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Hisp Lang/Biling Iss,Bachelor of Arts,3.48,9 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Latin-Amer Lang & Lit,Bachelor of Arts,3.31,13 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Spanish & Portuguese,Spanish-Spanish Lang & Lit,Bachelor of Arts,3.38,21 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Dance & Perf Studies,Bachelor of Arts,3.43,9 -2010-11,Clg of Letters & Science,L&S Arts & Humanities Division,Theater Dance & Perf Stds,Theater & Perf Studies,Bachelor of Arts,3.39,35 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Integrative Biology,Integrative Biology,Bachelor of Arts,3.29,374 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Biochem & Mol Biol,Bachelor of Arts,3.50,57 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Cell & Dev Biology,Bachelor of Arts,3.40,190 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Genetics,Bachelor of Arts,3.42,50 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Immunology,Bachelor of Arts,3.49,122 -2010-11,Clg of Letters & Science,L&S Biological Sciences Div,Molecular & Cell Biology,MCB-Neurobiology,Bachelor of Arts,3.35,107 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Astronomy,Astrophysics,Bachelor of Arts,3.29,20 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Environmental Earth Science,Bachelor of Arts,3.09,11 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geology,Bachelor of Arts,3.40,6 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Geophysics,Bachelor of Arts,3.24,6 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Earth & Planetary Science,Marine Science,Bachelor of Arts,3.04,10 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Applied Mathematics,Bachelor of Arts,3.31,113 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Mathematics,Mathematics,Bachelor of Arts,3.33,86 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Physics,Physics,Bachelor of Arts,3.37,91 -2010-11,Clg of Letters & Science,L&S Math & Phys Sciences Div,Statistics,Statistics,Bachelor of Arts,3.31,93 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,African American Studies,African American Studies,Bachelor of Arts,3.21,17 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Anthropology,Anthropology,Bachelor of Arts,3.43,124 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Economics,Economics,Bachelor of Arts,3.43,509 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Asian American Studies,Bachelor of Arts,3.28,11 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Chicano Studies,Bachelor of Arts,3.30,17 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Ethnic Studies,Ethnic Studies,Bachelor of Arts,3.42,51 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Gender & Womens Studies,Gender & Womens Studies,Bachelor of Arts,3.39,28 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Geography,Geography,Bachelor of Arts,3.28,26 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,History,History,Bachelor of Arts,3.45,224 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Asian Studies - China,Bachelor of Arts,3.53,13 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Cognitive Science,Bachelor of Arts,3.22,79 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Development Studies,Bachelor of Arts,3.54,58 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Latin American Studies,Bachelor of Arts,3.21,15 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Middle Eastern Studies,Bachelor of Arts,3.63,14 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Peace & Conflict Studies,Bachelor of Arts,3.54,70 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Pol Econ of Indust Soc,Bachelor of Arts,3.31,129 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Interdisc Social Science Pgms,Political Economy,Bachelor of Arts,3.28,131 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Linguistics,Linguistics,Bachelor of Arts,3.49,59 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Political Science,Political Science,Bachelor of Arts,3.35,427 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Psychology,Psychology,Bachelor of Arts,3.51,346 -2010-11,Clg of Letters & Science,L&S Social Sciences Division,Sociology,Sociology,Bachelor of Arts,3.31,246 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,American Studies,Bachelor of Arts,3.15,108 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Interdisciplinary Studies,Bachelor of Arts,3.22,133 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,L&S Environmental Sciences,Bachelor of Arts,2.96,11 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Mass Communications,Bachelor of Arts,3.24,19 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Media Studies,Bachelor of Arts,3.37,211 -2010-11,Clg of Letters & Science,L&S Undergrad Studies Division,UG Interdisciplinary Studies,Religious Studies,Bachelor of Arts,3.41,22 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Ag & Resource Econ & Pol,Environ Econ & Policy,Bachelor of Science,3.34,67 -2010-11,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Conserv & Resource Stds,Bachelor of Science,3.36,114 -2010-11,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Environmental Sciences,Bachelor of Science,3.48,35 -2010-11,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Molecular Environ Biology,Bachelor of Science,3.25,71 -2010-11,Clg of Natural Resources,Clg of Natural Resources,"Env Sci, Policy, & Mgmt",Society and Environment,Bachelor of Science,3.42,52 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Molecular Toxicology,Bachelor of Science,3.29,34 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nut Sci-Physio & Metabol,Bachelor of Science,3.29,36 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Nutritional Sciences & Tox,Nutritional Sci-Dietetics,Bachelor of Science,3.46,26 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Genetics & Plant Biology,Bachelor of Science,3.12,19 -2010-11,Clg of Natural Resources,Clg of Natural Resources,Plant & Microbial Biology,Microbial Biology,Bachelor of Science,3.17,40 -2010-11,Haas School of Business,Haas School of Business,Business,Business Administration,Bachelor of Science,3.53,357 \ No newline at end of file diff --git a/content/00-intro/cal_income.csv b/content/00-intro/cal_income.csv deleted file mode 100644 index ad66e4a..0000000 --- a/content/00-intro/cal_income.csv +++ /dev/null @@ -1,50 +0,0 @@ -Major,Cal Median,Cal P25th,Cal P75th -American Studies,55000,41600,60000 -Anthropology,41600,36500,51000 -Applied Mathematics,80004,65000,108000 -Landscape Architecture,52000,45760,60000 -Art,48880,38640,56390 -Astrophysics,60000,50800,77182 -Bioengineering,71000,54997,86500 -Business Administration,75000,65000,85000 -Chemical Biology,49920,44000,68000 -Chemical Engineering,70000,65000,80000 -Chemistry,48000,37220,61000 -Civil Engineering,68820,63525,75000 -Cognitive Science,75000,53000,105000 -Linguistics and Comparative Literature,60500,47360,87875 -L&S Computer Science,110000,103000,120000 -Conserv & Resource Stds,41600,37580,57020 -L&S Data Science,111500,90000,120000 -Economics,70750,60000,85000 -Electrical Eng & Comp Sci,115000,105000,120000 -Engineering Physics,80000,65250,100000 -English,50000,41600,62400 -Environmental Sciences,50000,36400,61000 -Ethnic Studies,57598,53040,83650 -Film,52800,40560,60000 -Forestry and Natural Resources,45600,35360,51000 -Geography,48000,35000,60000 -History,50500,40400,65850 -Industrial Eng & Ops Rsch,80000,72250,87500 -Integrative Biology,43680,33280,56160 -Interdisciplinary Studies,60000,45000,72500 -L&S Legal Studies,50000,41600,60490 -Materials Science & Eng,80000,72700,84000 -Mathematics,62400,50400,106000 -Mechanical Engineering,75000,67000,87360 -Media Studies,52000,41600,65200 -Music,82000,51060,121250 -Nuclear Engineering,62850,57625,80675 -Nutritional Science,41200,36500,49980 -L&S Ops Research & Mgmt Sci,86250,75000,106500 -Philosophy,45750,35830,68250 -Physics,74364,54996,100000 -Political Science,51000,41650,61500 -Psychology,47840,39520,60000 -L&S Public Health,56208,45940,62800 -Rhetoric,50000,42000,58355 -L&S Social Welfare,40000,35520,50000 -Sociology,50000,40000,62000 -Statistics,80000,61000,107000 -Theater & Perf Studies,41840,33400,53670 diff --git a/content/00-intro/cal_vs_all.csv b/content/00-intro/cal_vs_all.csv deleted file mode 100644 index cd4133d..0000000 --- a/content/00-intro/cal_vs_all.csv +++ /dev/null @@ -1,50 +0,0 @@ -Index,Major,Major Category,Median Income Difference,Cal P25th,Cal Median,Cal P75th,Overall P25th,Overall Median,Overall P75th -1,American Studies,Humanities & Liberal Arts,15000,41600,55000,60000,30000,40000,42000 -2,Anthropology,Humanities & Liberal Arts,13600,36500,41600,51000,20000,28000,38000 -3,Applied Mathematics,Computers & Mathematics,35004,65000,80004,108000,34000,45000,63000 -4,Art,Arts,18380,38640,48880,56390,21000,30500,41000 -5,Astrophysics,Physical Sciences,-2000,50800,60000,77182,31500,62000,109000 -6,Bioengineering,Engineering,13900,54997,71000,86500,40000,57100,76000 -7,Business Administration,Business,37000,65000,75000,85000,29000,38000,50000 -8,Chemical Biology,Biology & Life Science,12520,44000,49920,68000,29000,37400,50000 -9,Chemical Engineering,Engineering,5000,65000,70000,80000,50000,65000,75000 -10,Chemistry,Physical Sciences,9000,37220,48000,61000,30000,39000,49900 -11,Civil Engineering,Engineering,18820,63525,68820,75000,40000,50000,60000 -12,Cognitive Science,Biology & Life Science,34000,53000,75000,105000,20000,41000,60000 -13,Conserv & Resource Stds,Agriculture & Natural Resources,6600,37580,41600,57020,25000,35000,42000 -14,Economics,Social Science,23750,60000,70750,85000,35000,47000,65000 -15,Electrical Eng & Comp Sci,Engineering,55000,105000,115000,120000,45000,60000,75000 -16,Engineering Physics,Engineering,22000,65250,80000,100000,25000,58000,74000 -17,English,Humanities & Liberal Arts,18000,41600,50000,62400,23000,32000,41000 -18,Environmental Sciences,Biology & Life Science,14400,36400,50000,61000,25000,35600,40200 -19,Ethnic Studies,Humanities & Liberal Arts,22598,53040,57598,83650,24500,35000,44000 -20,Film,Arts,20800,40560,52800,60000,22000,32000,42000 -21,Forestry and Natural Resources,Agriculture & Natural Resources,10600,35360,45600,51000,28600,35000,48000 -22,Geography,Social Science,10000,35000,48000,60000,30000,38000,50000 -23,History,Humanities & Liberal Arts,16500,40400,50500,65850,25000,34000,47000 -24,Industrial Eng & Ops Rsch,Engineering,23000,72250,80000,87500,37900,57000,67000 -25,Integrative Biology,Biology & Life Science,10280,33280,43680,56160,24000,33400,45000 -26,Interdisciplinary Studies,Interdisciplinary,25000,45000,60000,72500,25000,35000,44000 -27,L&S Computer Science,Computers & Mathematics,57000,103000,110000,120000,39000,53000,70000 -28,L&S Data Science,Computers & Mathematics,70200,90000,111500,120000,20000,41300,46000 -29,L&S Legal Studies,Law & Public Policy,14000,41600,50000,60490,29200,36000,46000 -30,L&S Ops Research & Mgmt Sci,Business,35250,75000,86250,106500,38000,51000,60000 -31,L&S Public Health,Health,22208,45940,56208,62800,21000,34000,45000 -32,L&S Social Welfare,Psychology & Social Work,10000,35520,40000,50000,25000,30000,35000 -33,Landscape Architecture,Engineering,12000,45760,52000,60000,31000,40000,50000 -34,Linguistics and Comparative Literature,Humanities & Liberal Arts,27500,47360,60500,87875,25000,33000,40000 -35,Materials Science & Eng,Engineering,28000,72700,80000,84000,35000,52000,62000 -36,Mathematics,Computers & Mathematics,17400,50400,62400,106000,33000,45000,60000 -37,Mechanical Engineering,Engineering,15000,67000,75000,87360,48000,60000,70000 -38,Media Studies,Communications & Journalism,19000,41600,52000,65200,25000,33000,45000 -39,Music,Arts,51000,51060,82000,121250,22300,31000,42000 -40,Nuclear Engineering,Engineering,-2150,57625,62850,80675,50000,65000,102000 -41,Nutritional Science,Health,6200,36500,41200,49980,26000,35000,45000 -42,Philosophy,Humanities & Liberal Arts,13550,35830,45750,68250,23000,32200,47100 -43,Physics,Physical Sciences,29364,54996,74364,100000,30000,45000,68000 -44,Political Science,Social Science,13000,41650,51000,61500,28000,38000,50000 -45,Psychology,Psychology & Social Work,16340,39520,47840,60000,24000,31500,41000 -46,Rhetoric,Humanities & Liberal Arts,23000,42000,50000,58355,20000,27000,35000 -47,Sociology,Social Science,17000,40000,50000,62000,25000,33000,44000 -48,Statistics,Computers & Mathematics,35000,61000,80000,107000,26700,45000,60000 -49,Theater & Perf Studies,Arts,14840,33400,41840,53670,19200,27000,35000 diff --git a/content/00-intro/cs_econ_by_age.csv b/content/00-intro/cs_econ_by_age.csv deleted file mode 100644 index 61fe338..0000000 --- a/content/00-intro/cs_econ_by_age.csv +++ /dev/null @@ -1,41 +0,0 @@ -Age,CS 90th Percentile,CS 75th Percentile,CS Median,CS 25th Percentile,Econ 90th Percentile,Econ 75th Percentile,Econ Median,Econ 25th Percentile -23,176659,137090,106548,79617,117187,90009,69737,52210 -24,222420,157764,118886,92054,127454,100859,81425,62719 -25,232527,165109,128178,103616,151641,114465,90069,69207 -26,261114,175940,132967,105601,166973,125092,97294,74010 -27,261653,172378,132357,104193,176418,131773,102361,75553 -28,252461,175559,135852,107205,192756,140982,107022,76929 -29,259180,180283,141214,111220,207451,153648,115540,82523 -30,276090,193007,148817,118115,235170,168052,123457,87689 -31,299140,203522,154232,121146,254526,177747,129407,90303 -32,314279,212274,160000,126626,279246,187899,135302,93089 -33,331690,223573,167183,130347,302303,200477,139691,94788 -34,347666,233415,172699,134082,312252,210066,146870,97990 -35,364438,241603,177035,135902,330175,225450,153030,102627 -36,387926,252440,184017,141007,359992,237408,154909,104593 -37,411370,264475,186359,145071,382186,244895,158063,104356 -38,409620,263679,190919,145809,395223,251278,160128,107855 -39,412694,268367,193413,147158,416801,252917,162671,110147 -40,422056,271770,196659,149203,433616,257008,162971,107498 -41,456225,279572,199564,149090,457240,263400,166095,106613 -42,456873,282851,201634,150111,481941,268044,167258,108212 -43,464444,284379,202391,150486,470175,275236,171062,109099 -44,475622,286678,197518,147929,498070,275556,172513,109140 -45,452070,280515,198957,147753,517361,283673,173601,111231 -46,434048,281780,197091,147459,518334,286720,172591,107560 -47,433532,273611,194127,144548,557571,298048,175455,107704 -48,429487,267906,192594,146112,581707,300922,172459,108485 -49,409445,270529,190337,143061,605329,305243,172563,108716 -50,386738,260798,186733,140129,587388,298714,170475,106417 -51,396024,262277,184300,137696,535591,296519,170879,104979 -52,407571,262146,184606,138520,552797,291336,168930,102418 -53,396478,259142,185735,134359,610330,298544,167364,103027 -54,384743,253172,181402,130539,614523,300038,168932,106514 -55,397113,250078,181356,133247,607453,307702,165982,103246 -56,384844,248267,177903,129241,614037,288066,163781,97079 -57,364828,243278,176709,124540,567633,289714,159607,94614 -58,351563,243461,174839,122692,555437,275197,155396,96773 -59,394774,239116,173482,121446,487313,263421,149494,92950 -60,382778,232802,169316,114811,457496,245395,150382,90877 -61,344113,233754,166239,111863,397550,232120,137982,82317 -62,323401,210138,160874,109751,390012,233244,123319,71862 diff --git a/content/00-intro/fig0.html b/content/00-intro/fig0.html deleted file mode 100644 index e7ca650..0000000 --- a/content/00-intro/fig0.html +++ /dev/null @@ -1,14 +0,0 @@ - - - -
-
- - \ No newline at end of file diff --git a/content/00-intro/index.ipynb b/content/00-intro/index.ipynb deleted file mode 100644 index 4a3d490..0000000 --- a/content/00-intro/index.ipynb +++ /dev/null @@ -1,1080 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00000-4822a538-6868-49d8-a2f8-8ce7a85658cd", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "# Introduction\n", - "\n", - "## The Financial Benefits of Your Major" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "cell_id": "00000-7163cd5e-cd91-4ace-b426-c74e864e71ea", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 22413, - "execution_start": 1609789726401, - "output_cleared": false, - "source_hash": "78af3cb5", - "tags": [ - "remove_cell" - ] - }, - "outputs": [], - "source": [ - "import ipywidgets as widgets\n", - "from datascience import *\n", - "import numpy as np\n", - "from ipywidgets import interact, interactive, fixed, interact_manual\n", - "import ipywidgets as widgets\n", - "from IPython.display import display\n", - "import pandas as pd\n", - "%matplotlib inline \n", - "import matplotlib.pyplot as plt\n", - "plt.style.use('fivethirtyeight') " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "tags": [ - "remove_cell" - ] - }, - "outputs": [], - "source": [ - "import plotly.graph_objects as go\n", - "from plotly.offline import plot\n", - "from IPython.display import display, HTML" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00003-3531a160-f88d-40ab-b7b7-39ebf1ba8789", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "Welcome to Data 88E: *Economics Models*! This class will explore the intersection of Data Science and Economics. \n", - "Specifically, we will utilize methods and techniques in data science to examine both basic and upper-division Economics concepts.\n", - "Throughout the course, we will consider a variety of economic problems both on the macro and micro level. \n", - "\n", - "In the first demo of the course, we hope to give you a sense of the types problems you can expect to explore this semester by considering a problem that may be of personal relevance to you: the post-graduate incomes of different majors at Cal.\n", - "\n", - "We will be using various visualization techniques to analyze the median incomes of different majors at UC Berkeley, in addition to the median incomes of those same majors at other colleges.\n", - "If you forgot, the median income is the \"middle\" value: if you sorted all the individual incomes of a major in ascending order, the median would be the value that's exactly in the middle. The median is also called the 50th percentile -- at the median, exactly 50% of the individuals have an income lower than the median.\n", - "\n", - "Do not be concerned if you don't understand the code below: this entire exercise is purely a demo to motivate many profound concepts in Economics. \n", - "If you're interested, you may choose to come back to this demo at the end of the course and consider all the different techniques utilized in it - it'd be a great way of reflecting upon how much you've learnt!\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00003-000f93a0-edab-45fe-abd8-ad5451fc241c", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "## Data Collection\n", - "\n", - "Before we can use data science to tackle any issue, we must–well–obtain data (kind of mind-boggling, I know).\n", - "Recall that we want to examine the median incomes of different majors at UC Berkeley as well as the median incomes of those same majors at other colleges.\n", - "The term 'other colleges' is a fairly general one, and in this case we shall consider the average median incomes of those majors at alll other colleges in the United States.\n", - "\n", - "In order to obtain a dataset, you can either collect it yourself (via surveys, questionnaires, etc.) or you can use datasets that others have gathered for you.\n", - "In this demo, we are combining 3 different datasets:\n", - "- The median income for each major at Cal was obtained from [Cal's 2024 First Destination survey](https://calviz.berkeley.edu/t/SAPublic/views/FirstDestinations2024-2/Employment).\n", - "- The median income for each major overall was obtained from surveys conducted by the American Community Survey (ACS) from 2010 to 2012, a very popular data source for Economics Research! In the survey, ACS essentially calls college graduates and asked them their income as well as what they majored in at college. (As a side note, FiveThirtyEight later published this article:[The Economic Guide to Picking a College Major](https://fivethirtyeight.com/features/the-economic-guide-to-picking-a-college-major/) using the results of the survey.) In this project, we will be using a modified version of the ACS survey - we will only be looking at the respondents who are 28 or younger. Can you think of why we would do this?\n", - "- The longitudinal data on long-run outcomes of UC Berkeley alumni was obtained from the [University of California webpage](https://www.universityofcalifornia.edu/infocenter/berkeley-outcomes). We will use this dataset later for a slightly different analysis.\n", - "\n", - "Take a moment to consider the ways in which the 3 different datasets were created. \n", - "Is it fair to draw direct comparisons between the datasets? What would be some potential issues and how could the differences in our datasets affect our analysis?\n", - "\n", - "\n", - "### Mean vs Median\n", - "Before proceeding further, it is important to consider why we are choosing to look at the median, and not the average, income.\n", - "In order to answer this question, let us think about what the *distribution* of incomes for a population would look like. \n", - "Most likely, you would see a high amount of incomes around or slightly below the mean, with a few massive outlier incomes above the mean.\n", - "For example, consider a theatre major who becomes a star on Broadway - while they'd be doing absolutely fantastic in their career, they are not representative of the average theatre graduate from Berkeley and would likely pull the average income way up.\n", - "For this reason, using the median is more *robust*: it gives us a better idea of what the typical graduate for any major can generally expect to earn.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00004-3a9d7442-c0a5-458a-8d2a-a7e9b4c26771", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "Now we'll load in all the data.\n", - "Take a look at the tables for each dataset.\n", - "Note that `P25th` referes to the 25th percentile of incomes (the income level at which exactly 25% of incomes are lower) and `P75th` refers to the 75th percentile of incomes (the income level at which exactly 75% of incomes are lower).\n", - "You may not know what all the different columns in the tables mean. That's okay! \n", - "As data scientists, we often encounter a lot of irrelevant data that we will discard later.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Major Cal Median Cal P25th Cal P75th
American Studies 55000 41600 60000
Anthropology 41600 36500 51000
Applied Mathematics 80004 65000 108000
Landscape Architecture 52000 45760 60000
Art 48880 38640 56390
Astrophysics 60000 50800 77182
Bioengineering 71000 54997 86500
Business Administration 75000 65000 85000
Chemical Biology 49920 44000 68000
Chemical Engineering 70000 65000 80000
\n", - "

... (39 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Load in table of all majors' median incomes at Cal\n", - "cal_income = Table.read_table(\"cal_income.csv\")\n", - "cal_income.show(10) " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "cell_id": "00004-7edf510d-e12b-45df-99b0-40e1a6183863", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 11, - "execution_start": 1609789748817, - "output_cleared": false, - "source_hash": "53643307", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Rank Major_code Major Total Men Women Major_category ShareWomen Sample_size Employed Full_time Part_time Full_time_year_round Unemployed Unemployment_rate Median P25th P75th College_jobs Non_college_jobs Low_wage_jobs
1 2419 PETROLEUM ENGINEERING 2339 2057 282 Engineering 0.120564 36 1976 1849 270 1207 37 0.0183805 110000 95000 125000 1534 364 193
2 2416 MINING AND MINERAL ENGINEERING 756 679 77 Engineering 0.101852 7 640 556 170 388 85 0.117241 75000 55000 90000 350 257 50
3 2415 METALLURGICAL ENGINEERING 856 725 131 Engineering 0.153037 3 648 558 133 340 16 0.0240964 73000 50000 105000 456 176 0
4 2417 NAVAL ARCHITECTURE AND MARINE ENGINEERING 1258 1123 135 Engineering 0.107313 16 758 1069 150 692 40 0.0501253 70000 43000 80000 529 102 0
5 2405 CHEMICAL ENGINEERING 32260 21239 11021 Engineering 0.341631 289 25694 23170 5180 16697 1672 0.0610977 65000 50000 75000 18314 4440 972
6 2418 NUCLEAR ENGINEERING 2573 2200 373 Engineering 0.144967 17 1857 2038 264 1449 400 0.177226 65000 50000 102000 1142 657 244
7 6202 ACTUARIAL SCIENCE 3777 2110 1667 Business 0.441356 51 2912 2924 296 2482 308 0.0956522 62000 53000 72000 1768 314 259
8 5001 ASTRONOMY AND ASTROPHYSICS 1792 832 960 Physical Sciences 0.535714 10 1526 1085 553 827 33 0.0211674 62000 31500 109000 972 500 220
9 2414 MECHANICAL ENGINEERING 91227 80320 10907 Engineering 0.119559 1029 76442 71298 13101 54639 4650 0.0573423 60000 48000 70000 52844 16384 3253
10 2408 ELECTRICAL ENGINEERING 81527 65511 16016 Engineering 0.19645 631 61928 55450 12695 41413 3895 0.0591738 60000 45000 72000 45829 10874 3170
\n", - "

... (163 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Load in table of all other universities' average major median incomes\n", - "other_income = Table.read_table(\"recent-grads.csv\") \n", - "other_income.show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To make direct comparisons across majors, we combined all the tables above into a single one for us to use below." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "cell_id": "00007-a8f267ed-bdd4-4ab7-b33b-83e505afab4b", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 8, - "execution_start": 1609789748841, - "output_cleared": false, - "source_hash": "cca5319c", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Index Major Major Category Median Income Difference Cal P25th Cal Median Cal P75th Overall P25th Overall Median Overall P75th
1 American Studies Humanities & Liberal Arts 15000 41600 55000 60000 30000 40000 42000
2 Anthropology Humanities & Liberal Arts 13600 36500 41600 51000 20000 28000 38000
3 Applied Mathematics Computers & Mathematics 35004 65000 80004 108000 34000 45000 63000
4 Art Arts 18380 38640 48880 56390 21000 30500 41000
5 Astrophysics Physical Sciences -2000 50800 60000 77182 31500 62000 109000
6 Bioengineering Engineering 13900 54997 71000 86500 40000 57100 76000
7 Business Administration Business 37000 65000 75000 85000 29000 38000 50000
8 Chemical Biology Biology & Life Science 12520 44000 49920 68000 29000 37400 50000
9 Chemical Engineering Engineering 5000 65000 70000 80000 50000 65000 75000
10 Chemistry Physical Sciences 9000 37220 48000 61000 30000 39000 49900
\n", - "

... (39 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "majors = Table.read_table(\"cal_vs_all.csv\")\n", - "majors.show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00008-bdf97614-4c1b-49c7-b995-86c75081d349", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "Our combined table above dropped the columns in above tables that we didn't need to conduct our exploration. \n", - "It has a column `Median Income Difference`: this column is the Berkeley median income minus the overall median income for each major. \n", - "It gives us a sense of the value of Cal over the average university: the difference is the additional income we recieve from obtaining a Cal degree.\n", - "\n", - "Before moving forward, take a second to consider how well the above tables would match with each other.\n", - "For example, Electrical Engineering and Computer Science (EECS) is a popular major at Berkeley. However, the `majors` dataset didn't have a direct equivalent for it.\n", - "Instead, the `majors` dataset had Electrical Engineering, Electrical Engineering Technologies and Computer Engineering as separate majors. \n", - "Since in theory students in EECS focus more on computer engineering, we chose to use the computer engineering data for drawing comparions in our final, combined table.\n", - "However, there's room for ambiguity here and that is another potential flaw in our exploration!\n", - "\n", - "The below graph displays all the median salaries for all the majors in our dataset side by side. Feel free to look at the values for a few seconds - do you find anything interesting?\n", - "[Following image is a bar chart of Median Incomes for Selected Majors]" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "tags": [ - "remove_cell" - ] - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4b5e3b131c5a494688442bb507f2413f", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "interactive(children=(SelectMultiple(description='Major', options=('American Studies', 'Anthropology', 'Applie…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def display_major_table(major):\n", - " selected = majors.where(\"Major\", are.contained_in(major))\n", - " selected.show()\n", - " \n", - " ind = np.arange(selected.num_rows) \n", - " width = 0.35\n", - "\n", - " fig, ax = plt.subplots()\n", - " rects1 = ax.bar(ind - width/2, selected.column(\"Cal Median\"), width,\n", - " label='Cal Median', color = \"navy\")\n", - " rects2 = ax.bar(ind + width/2, selected.column(\"Overall Median\"), width,\n", - " label='Overall Median', color = \"goldenrod\")\n", - " \n", - " ax.set_ylabel('Income')\n", - " ax.set_xticks(ind)\n", - " ax.set_xticklabels(selected.column(\"Major\"))\n", - " ax.set_title(\"Median Incomes for Selected Majors at Cal (Blue) and Other Universities (Gold)\", fontsize= 13)\n", - " plt.xticks(rotation=90)\n", - "\n", - "\n", - "dropdown_majors = widgets.SelectMultiple(\n", - " options=majors.column(\"Major\"),\n", - " description=\"Major\",\n", - " disabled=False\n", - ")\n", - "widgets.interact(display_major_table, major=dropdown_majors)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "tags": [ - "remove_input" - ] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - "\n", - "\n", - "
\n", - "
\n", - "\n", - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "mjs = majors.column(\"Major\")[::-1]\n", - "cal = majors.column(\"Cal Median\")[::-1]\n", - "ovr = majors.column(\"Overall Median\")[::-1]\n", - "\n", - "fig = go.Figure()\n", - "fig.add_trace(go.Bar(name=\"Cal Median\", y=mjs, x=cal, orientation=\"h\"))\n", - "fig.add_trace(go.Bar(name=\"Overall Median\", y=mjs, x=ovr, orientation=\"h\"))\n", - "fig.update_layout(\n", - " title=\"Median Incomes for Selected Majors at Cal (Blue) and Other Universities (Red)\",\n", - " yaxis=dict(title=dict(text=\"Major\")),\n", - " height=1200,\n", - ")\n", - "plot(fig, filename=\"fig0.html\", auto_open=False)\n", - "\n", - "display(HTML(\"fig0.html\"))" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00008-588e516c-5d17-435b-b656-12a24da58e35", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "## The most lucrative major\n", - "\n", - "Let's imagine that Belfort is a freshman at Berkeley. \n", - "Belfort is a very unique individual - he is someone who would be equally good at all majors and enjoys all majors equally.\n", - "He also believes that money is the most important thing in the world.\n", - "These assumptions are vastly oversimplifcations and not the case for anyone in real life; but in Economics you'll find that we end up making significant simplifications to abstract away all the potential complications!\n", - "\n", - "Since Belfort is equally good at and happy with all majors at Cal, the major he chooses is purely dependent on how much money he can earn after college with that major.\n", - "Therefore, he will choose the major with the highest median income.\n", - "\n", - "Let us sort our table by the `Cal Median` column in descending order to see which major that would be. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "cell_id": "00009-7b723716-aa30-47dd-a131-a5d9daa5d399", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 14, - "execution_start": 1609789748851, - "output_cleared": false, - "source_hash": "764f2154", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Index Major Major Category Median Income Difference Cal P25th Cal Median Cal P75th Overall P25th Overall Median Overall P75th
15 Electrical Eng & Comp Sci Engineering 55000 105000 115000 120000 45000 60000 75000
28 L&S Data Science Computers & Mathematics 70200 90000 111500 120000 20000 41300 46000
27 L&S Computer Science Computers & Mathematics 57000 103000 110000 120000 39000 53000 70000
30 L&S Ops Research & Mgmt Sci Business 35250 75000 86250 106500 38000 51000 60000
39 Music Arts 51000 51060 82000 121250 22300 31000 42000
3 Applied Mathematics Computers & Mathematics 35004 65000 80004 108000 34000 45000 63000
16 Engineering Physics Engineering 22000 65250 80000 100000 25000 58000 74000
24 Industrial Eng & Ops Rsch Engineering 23000 72250 80000 87500 37900 57000 67000
35 Materials Science & Eng Engineering 28000 72700 80000 84000 35000 52000 62000
48 Statistics Computers & Mathematics 35000 61000 80000 107000 26700 45000 60000
\n", - "

... (39 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "majors.sort('Cal Median',descending=True).show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00010-6d6cb98c-b88f-4e1d-8acf-734f7cfbdd68", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "However, what if instead of just wanting the maximum amount of cash after college, Belfort was super proud of getting into Berkeley and instead wanted to maximise the amount of additional benefit he recieves from attending Berkeley over other universities?\n", - "Let's sort our table by the `Median Income Difference` column in descending order to see which major would give Belfort the highest additional income from going to Berkeley. \n", - "\n", - "Do any values in either of our sorted table surprise you? Why might that be?\n" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "cell_id": "00011-165f6ba2-be42-46fb-af11-884f85633a47", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 0, - "execution_start": 1609789748865, - "output_cleared": false, - "source_hash": "bef44fba", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Index Major Major Category Median Income Difference Cal P25th Cal Median Cal P75th Overall P25th Overall Median Overall P75th
28 L&S Data Science Computers & Mathematics 70200 90000 111500 120000 20000 41300 46000
27 L&S Computer Science Computers & Mathematics 57000 103000 110000 120000 39000 53000 70000
15 Electrical Eng & Comp Sci Engineering 55000 105000 115000 120000 45000 60000 75000
39 Music Arts 51000 51060 82000 121250 22300 31000 42000
7 Business Administration Business 37000 65000 75000 85000 29000 38000 50000
30 L&S Ops Research & Mgmt Sci Business 35250 75000 86250 106500 38000 51000 60000
3 Applied Mathematics Computers & Mathematics 35004 65000 80004 108000 34000 45000 63000
48 Statistics Computers & Mathematics 35000 61000 80000 107000 26700 45000 60000
12 Cognitive Science Biology & Life Science 34000 53000 75000 105000 20000 41000 60000
43 Physics Physical Sciences 29364 54996 74364 100000 30000 45000 68000
\n", - "

... (39 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "majors.sort(\"Median Income Difference\",descending=True).show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00014-5ba44964-64f8-4e20-b03d-6ce988e3fa34", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "Let's now do the opposite and sort our table by the `Median Income Difference` column in ascending order.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "cell_id": "00015-17e6211c-572c-4e27-8cf5-c9ffbb467016", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 2, - "execution_start": 1609789748866, - "output_cleared": false, - "source_hash": "cc8da183", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Index Major Major Category Median Income Difference Cal P25th Cal Median Cal P75th Overall P25th Overall Median Overall P75th
40 Nuclear Engineering Engineering -2150 57625 62850 80675 50000 65000 102000
5 Astrophysics Physical Sciences -2000 50800 60000 77182 31500 62000 109000
9 Chemical Engineering Engineering 5000 65000 70000 80000 50000 65000 75000
41 Nutritional Science Health 6200 36500 41200 49980 26000 35000 45000
13 Conserv & Resource Stds Agriculture & Natural Resources 6600 37580 41600 57020 25000 35000 42000
10 Chemistry Physical Sciences 9000 37220 48000 61000 30000 39000 49900
22 Geography Social Science 10000 35000 48000 60000 30000 38000 50000
32 L&S Social Welfare Psychology & Social Work 10000 35520 40000 50000 25000 30000 35000
25 Integrative Biology Biology & Life Science 10280 33280 43680 56160 24000 33400 45000
21 Forestry and Natural Resources Agriculture & Natural Resources 10600 35360 45600 51000 28600 35000 48000
\n", - "

... (39 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "majors.sort(\"Median Income Difference\").show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00016-7b115091-fcb4-4a92-83e6-4b3e23e3085d", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "As you can see in the table, the median income difference for both nuclear engineering and astrophysics is negative. \n", - "This is rather peculiar, especially since Cal has great programs for both those majors.\n", - "Why would Cal graduates earn less income than the graduates of the average college for those 2 majors? \n", - "\n", - "*Hint*: consider what each of our datasets describes. Is it an apples-to-apples comparison?\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00017-e44978d3-40a5-4f69-9f23-924108662706", - "deepnote_cell_type": "markdown", - "output_cleared": false, - "tags": [] - }, - "source": [ - "The answer is because the dataset with the median incomes for all colleges actually described recent graduates (people who are 28 and younger, rather than just fresh college graduates.\n", - "It is likely that most people who graduate with Nuclear Engineering and Astrophysics degrees in other colleges tend to stay in the industry for their fields and keep accumulating experience. This would explain why a dataset that includes data from 28 year olds would have a higher median income than fresh Cal graduates in the same field." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Generalization and Causal Inference\n", - "\n", - "While Belfort would be equally good at and enjoy all majors equally, the implications for him may not generalize for anyone else. \n", - "\n", - "If you decide to major in EECS, it does not mean that you will have more income post-grad than that from majoring in anything else. For example, someone who is a fantastic artist but not very good at computer science would probably make far more money majoring in art than in EECS. In addition, just because EECS has the highest median income overall doesn't mean that any individual is guaranteed a high median income if they decide to major in EECS. Overall, our results are not completely *generalizable* to others.\n", - "\n", - "The causal effect of majoring in EECS on incomes may also be overstated. Consider the fact that those who major in EECS tend to come from families whose parents are already in working in tech. As a result, these students will likely also find better jobs post-grad. This is what we call a confounding variable -- it is positively correlated with our treatment variable of majoring in EECS. If we do not observe this confounding factor, our analysis would likely overstate the effect of an EECS degree on post-grad incomes." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A brief discourse on utility \n", - "\n", - "From seeing our results, you may be wondering: *why doesn't everyone just major in EECS then*? \n", - "\n", - "For Belfort, money is the only thing in the world that derives happiness. \n", - "However, this is once again an oversimplication for the vast majority of people in the real world.\n", - "People derive utility from sources other than just their bank account; often, we choose relatively lower-paying jobs in order to derive more happiness in our lives.\n", - "\n", - "**Utility** is a measure of 'satisfaction' or 'happiness' when we consume a good, while **disutility** is a measure of 'unsatisfaction' or 'harm' when we consume a *bad*. In economics, one assumption we will always make is that people will always seek to maximize their utility and minimize their disutility. \n", - "\n", - "However, we encounter *diminishing marginal utility* as we consume more and more of a good. For example, the utility of the first cookie you eat is likely much higher than the 20th cookie you eat. Similarly, we may encounter *increasing marginal disutility* as we consume more and more of a bad. For example, the disutility of the first hour doing something you dread is probably not as bad as the 10th hour of doing something you dread.\n", - "\n", - "For many of us, money provides a source of utility, while working or the studying required to get there may provide a source of disutility. This presents a tradeoff: for some, the disutility from studying EECS or working as a programmer greatly outweights the utility from the money. Perhaps another job in a different field requires significantly lower disutility to achieve, without much impact on the utility of the income associated with it. This phenomenon would explain why not everyone decides to major in EECS!\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00033-75464a69-7a91-4be8-b25a-e8b13c341cd6", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "## Incomes Over Time: Computer Science vs Economics \n", - "\n", - "So far our exploration of the data has considered a rather general timeframe of \"post graduation\", but perhaps it would be more insightful if we dove in and took a look at how incomes differed across various ages. We can do so using the table below that consists of data collected by the [UC ClioMetric History Project](http://uccliometric.org/). \n", - "By compiling a database of digital student transcripts of all UC undergraduates and then linking California wages to individuals in the transcript database, \n", - "they were able to produce comprehensive dashboards that visualize demographics, major choices, and long-run incomes of each UC campus’s alumni over the past 70 years. \n", - "\n", - "\n", - "You can learn more about how they collected the data in [Incomes Over Time ](https://www.universityofcalifornia.edu/infocenter/long-run-methodology), but for now we will just focus on a snapshot of the data. \n", - "In particular, we are interested in exploring how percentile incomes compare between Cal alumni who majored in computer science versus those who majored in economics. Run the following cell to check it out. \n" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "cell_id": "00037-bcfed8e5-b101-4183-b13e-1f67187862db", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 8, - "execution_start": 1609789748871, - "source_hash": "1a059ace", - "tags": [] - }, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Age CS 90th Percentile CS 75th Percentile CS Median CS 25th Percentile Econ 90th Percentile Econ 75th Percentile Econ Median Econ 25th Percentile
23 176659 137090 106548 79617 117187 90009 69737 52210
24 222420 157764 118886 92054 127454 100859 81425 62719
25 232527 165109 128178 103616 151641 114465 90069 69207
26 261114 175940 132967 105601 166973 125092 97294 74010
27 261653 172378 132357 104193 176418 131773 102361 75553
28 252461 175559 135852 107205 192756 140982 107022 76929
29 259180 180283 141214 111220 207451 153648 115540 82523
30 276090 193007 148817 118115 235170 168052 123457 87689
31 299140 203522 154232 121146 254526 177747 129407 90303
32 314279 212274 160000 126626 279246 187899 135302 93089
\n", - "

... (30 rows omitted)

" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cs_vs_econ=Table.read_table(\"cs_econ_by_age.csv\")\n", - "cs_vs_econ.show(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00035-8fec8492-10b1-4b6e-a854-987256fa75ad", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "Here we have a table where each row corresponds to a certain age. \n", - "It begins with age 23 (typically how old people are when getting their first job out of college), and goes up until age 62 (when people retire from the workforce). \n", - "\n", - "Let's graph our data using some line plots: line plots are especially useful when trying to visualize trends that change over time. \n", - "\n", - "Run the following cell to visualize the data. The yellow lines correspond to CS incomes, while the blue lines correspond to Econ incomes. \n", - "\n", - "[Following image is a graph of \"Comparing Incomes of Computer Science Majors vs Economics Majors\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "cell_id": "00034-ae6846fc-89cf-43ce-a098-2bb5b640efa6", - "deepnote_cell_type": "code", - "deepnote_to_be_reexecuted": false, - "execution_millis": 274, - "execution_start": 1609794461394, - "output_cleared": false, - "source_hash": "cb7a099d", - "tags": [ - "remove_input" - ] - }, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from labellines import labelLines\n", - "df = cs_vs_econ.to_df()\n", - "df.plot(\"Age\",color=[\"#8A3B00\",\"#E03B00\",\"#DD31E6\",\"#BB689C\",\"navy\",\"mediumblue\",\"royalblue\",\"#5A83A4\"])\n", - "plt.ylabel(\"Annual Income in Dollars\")\n", - "plt.title(\"Comparing Incomes of Computer Science Majors vs Economics Majors\");\n", - "\n", - "#add labels\n", - "# plt.text(62.5, 65000, 'Econ 25th Percentile')\n", - "# plt.text(62.5, 100000, 'CS 25th Percentile')\n", - "# plt.text(62.5, 120000, 'Econ Median')\n", - "\n", - "xvals = [55, 55, 55, 55, 55, 55, 55, 55]\n", - "lines = plt.gca().get_lines()\n", - "labelLines(lines, align=True, xvals=xvals)\n", - "\n", - "fig = plt.gcf()\n", - "fig.set_size_inches(15, 11)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00041-d31a49eb-ac8d-4de5-99a3-6ee7303ae2a5", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "Let's take a look at how the incomes compare at each percentile. The most notable trend is probably the fact that for the most the part, CS majors typically make more money than Econ majors.\n", - "We especially observe this trend in the 25th and 50th percentiles, and this follows accordingly with our exploration earlier in the notebook that students who majored in L&S Computer Science on average had a higher median income than pretty much every other major. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00028-e556523d-9165-4ecb-acfd-da693c4987f6", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "The graph above helps explain why CS is one of the most popular majors here at Berkeley. \n", - "Software engineering and related disciplines have a huge demand for fresh talent, so that individuals entering these fields are duly compensated. This in and of itself is a big appeal of students wanting to major in computer science. \n", - "\n", - "Right off the bat out of college, fresh CS graduates are looking at a six figure income: even the 25th percentile of CS majors are making over $103,000 by the time they are 25. At any given percentile level, CS graduates outearn their Economics counterparts immediately post-graduation.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Intertemporal Effects\n", - "\n", - "However, we don't just choose our majors based off of the immediate post-graduation income. Intuitively, we would want to maximize our total lifetime income we make. This idea is called *intertermporal utility maximization*: Economists often take into account one's utility across all possible time periods.\n", - "\n", - "Considering lifetime income, which major would be better? Well, it depends: if you are at the bottom 25th or 50th percentile, CS is better. This suggests that the typical Economics major will likely never outearn the the typical CS major.\n", - "\n", - "However, we observe that Economics majors at higher percentiles ultimately overtake CS majors in earnings. Intuitively, this should make sense. Perhaps top Economics majors are more likely to become successful executives later on in their careers while make more money than top CS majors, who continue to stay as software engineers or become engineering managers. " - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00029-ae2d6717-0d36-4ffe-a3bc-c854df0f76d3", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "### Risk\n", - "We observe that Economics majors have a much larger spread in their lifetime earnings than CS majors: top Economics graduates make significantly more than bottom Economics graduates, compared to top CS and bottom CS graduates.\n", - "\n", - "This brings to the light the notion of risk. Majoring in CS carries relatively lower variance: whether you are \n", - "a top notch developer in the 75th percentile or a subpar developer in the 25th percentile, you will probably make a solid living. Since most CS majors typically end up pursuing similar careers in the realms of software development, there is less **variance** in the occupations. There is also less **risk**: most CS majors can expect to land a software engineering job and continue working as one twenty years into their career.\n", - "\n", - "The same story is less true for Economics majors: a top-notch Economics major will significantly out-earn a subpar Economics major. This is partly due to the vastly differing occupation types Economics majors become: analysts, bankers, consultants, just to name a few (Economics is a very versatile degree, afterall). Twenty years down the line, the top Economics majors will have higher ceilings perhaps with a lot of opportunity for leadership or executive positions. There is a lot more **variance** in the types of jobs and thus salaries that Economics majors will attain. In addition, there is a lot more **risk**: not every Economics major will become a top executive, and most end up with more 'average' jobs that earn less than that of similar percentile CS majors.\n", - "\n", - "This means that if you know you are at the top regardless of your major, you will tend to ultimately earn more income as an Economics major than a CS major. But a caveat: it's impossible to guarantee that you will be in the top, no matter how hard you work. Often, life has uncertainties and involves a great deal of luck to become successful." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "cell_id": "00043-d8d497e2-32ab-4ca3-a9ac-28ba3ad57ecb", - "deepnote_cell_type": "markdown", - "tags": [] - }, - "source": [ - "The table and graph above only considered the percentile incomes of CS and Economics majors, but if you're interested in drawing more comparisons, check out [Long Run outcomes for UC Berkeley Alumni](https://www.universityofcalifornia.edu/infocenter/berkeley-outcomes). You can compare between all types of popular majors at UC Berkeley, and even toggle around with more features like gender, ethnicity, or even specific courses." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## An Afterword\n", - "\n", - "In this demo, we've covered a series of fundamental Economics ideas such as income, utility, and risk. We've also gone over a series of more statistical concepts that are also at the heart of empirical Economics such as causal inference, generalization, and unobserved variables. We did this all using data science techniques and visualizations, while being cognizant of potential sources of error. We will be revisiting a lot of these themes in later parts of the course.\n", - "\n", - "From this exercise you may have noticed that pursuing either Economics, Data Science, or both are great options in terms of post-graduation incomes. This means you've probably chosen wisely to have ended up in this class. \n", - "\n", - "Welcome to Data 88E! " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - " " - ] - } - ], - "metadata": { - "deepnote_execution_queue": [], - "deepnote_notebook_id": "3493a562-55cc-46a4-9f93-2b9063266d21", - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/content/00-intro/recent-grads.csv b/content/00-intro/recent-grads.csv deleted file mode 100644 index dd927bb..0000000 --- a/content/00-intro/recent-grads.csv +++ /dev/null @@ -1,174 +0,0 @@ -Rank,Major_code,Major,Total,Men,Women,Major_category,ShareWomen,Sample_size,Employed,Full_time,Part_time,Full_time_year_round,Unemployed,Unemployment_rate,Median,P25th,P75th,College_jobs,Non_college_jobs,Low_wage_jobs -1,2419,PETROLEUM ENGINEERING,2339,2057,282,Engineering,0.120564344,36,1976,1849,270,1207,37,0.018380527,110000,95000,125000,1534,364,193 -2,2416,MINING AND MINERAL ENGINEERING,756,679,77,Engineering,0.101851852,7,640,556,170,388,85,0.117241379,75000,55000,90000,350,257,50 -3,2415,METALLURGICAL ENGINEERING,856,725,131,Engineering,0.153037383,3,648,558,133,340,16,0.024096386,73000,50000,105000,456,176,0 -4,2417,NAVAL ARCHITECTURE AND MARINE ENGINEERING,1258,1123,135,Engineering,0.107313196,16,758,1069,150,692,40,0.050125313,70000,43000,80000,529,102,0 -5,2405,CHEMICAL ENGINEERING,32260,21239,11021,Engineering,0.341630502,289,25694,23170,5180,16697,1672,0.061097712,65000,50000,75000,18314,4440,972 -6,2418,NUCLEAR ENGINEERING,2573,2200,373,Engineering,0.144966965,17,1857,2038,264,1449,400,0.177226407,65000,50000,102000,1142,657,244 -7,6202,ACTUARIAL SCIENCE,3777,2110,1667,Business,0.441355573,51,2912,2924,296,2482,308,0.095652174,62000,53000,72000,1768,314,259 -8,5001,ASTRONOMY AND ASTROPHYSICS,1792,832,960,Physical Sciences,0.535714286,10,1526,1085,553,827,33,0.021167415,62000,31500,109000,972,500,220 -9,2414,MECHANICAL ENGINEERING,91227,80320,10907,Engineering,0.119558903,1029,76442,71298,13101,54639,4650,0.057342278,60000,48000,70000,52844,16384,3253 -10,2408,ELECTRICAL ENGINEERING,81527,65511,16016,Engineering,0.196450256,631,61928,55450,12695,41413,3895,0.059173845,60000,45000,72000,45829,10874,3170 -11,2407,COMPUTER ENGINEERING,41542,33258,8284,Engineering,0.199412643,399,32506,30315,5146,23621,2275,0.065409275,60000,45000,75000,23694,5721,980 -12,2401,AEROSPACE ENGINEERING,15058,12953,2105,Engineering,0.139792801,147,11391,11106,2724,8790,794,0.065162085,60000,42000,70000,8184,2425,372 -13,2404,BIOMEDICAL ENGINEERING,14955,8407,6548,Engineering,0.437846874,79,10047,9017,2694,5986,1019,0.09208386,60000,36000,70000,6439,2471,789 -14,5008,MATERIALS SCIENCE,4279,2949,1330,Engineering,0.310820285,22,3307,2751,878,1967,78,0.023042836,60000,39000,65000,2626,391,81 -15,2409,ENGINEERING MECHANICS PHYSICS AND SCIENCE,4321,3526,795,Engineering,0.183985189,30,3608,2999,811,2004,23,0.006334343,58000,25000,74000,2439,947,263 -16,2402,BIOLOGICAL ENGINEERING,8925,6062,2863,Engineering,0.320784314,55,6170,5455,1983,3413,589,0.087143069,57100,40000,76000,3603,1595,524 -17,2412,INDUSTRIAL AND MANUFACTURING ENGINEERING,18968,12453,6515,Engineering,0.343473218,183,15604,14879,2243,11326,699,0.042875544,57000,37900,67000,8306,3235,640 -18,2400,GENERAL ENGINEERING,61152,45683,15469,Engineering,0.252959838,425,44931,41235,7199,33540,2859,0.059824231,56000,36000,69000,26898,11734,3192 -19,2403,ARCHITECTURAL ENGINEERING,2825,1835,990,Engineering,0.350442478,26,2575,2277,343,1848,170,0.061930783,54000,38000,65000,1665,649,137 -20,3201,COURT REPORTING,1148,877,271,Law & Public Policy,0.236062718,14,930,808,223,808,11,0.011689692,54000,50000,54000,402,528,144 -21,2102,COMPUTER SCIENCE,128319,99743,28576,Computers & Mathematics,0.222695002,1196,102087,91485,18726,70932,6884,0.063172771,53000,39000,70000,68622,25667,5144 -22,1104,FOOD SCIENCE,,,,Agriculture & Natural Resources,,36,3149,2558,1121,1735,338,0.09693146,53000,32000,70000,1183,1274,485 -23,2502,ELECTRICAL ENGINEERING TECHNOLOGY,11565,8181,3384,Engineering,0.292607004,97,8587,7530,1873,5681,824,0.087557114,52000,35000,60000,5126,2686,696 -24,2413,MATERIALS ENGINEERING AND MATERIALS SCIENCE,2993,2020,973,Engineering,0.325091881,22,2449,1658,1040,1151,70,0.027788805,52000,35000,62000,1911,305,70 -25,6212,MANAGEMENT INFORMATION SYSTEMS AND STATISTICS,18713,13496,5217,Business,0.278790146,278,16413,15141,2420,13017,1015,0.058239614,51000,38000,60000,6342,5741,708 -26,2406,CIVIL ENGINEERING,53153,41081,12072,Engineering,0.227117943,565,43041,38302,10080,29196,3270,0.070609574,50000,40000,60000,28526,9356,2899 -27,5601,CONSTRUCTION SERVICES,18498,16820,1678,Industrial Arts & Consumer Services,0.090712509,295,16318,15690,1751,12313,1042,0.060023041,50000,36000,60000,3275,5351,703 -28,6204,OPERATIONS LOGISTICS AND E-COMMERCE,11732,7921,3811,Business,0.32483805,156,10027,9639,1183,7724,504,0.047858703,50000,40000,60000,1466,3629,285 -29,2499,MISCELLANEOUS ENGINEERING,9133,7398,1735,Engineering,0.189970437,118,7428,6811,1662,5476,597,0.074392523,50000,39000,65000,3445,2426,365 -30,5402,PUBLIC POLICY,5978,2639,3339,Law & Public Policy,0.558548009,55,4547,4163,1306,2776,670,0.128426299,50000,35000,70000,1550,1871,340 -31,2410,ENVIRONMENTAL ENGINEERING,4047,2662,1385,Engineering,0.342228811,26,2983,2384,930,1951,308,0.093588575,50000,42000,56000,2028,830,260 -32,2500,ENGINEERING TECHNOLOGIES,3600,2695,905,Engineering,0.251388889,39,2799,2257,689,1723,163,0.055030385,50000,43000,60000,1017,1269,142 -33,6099,MISCELLANEOUS FINE ARTS,3340,1970,1370,Arts,0.410179641,30,2914,2049,1067,1200,286,0.089375,50000,25000,66000,693,1714,755 -34,2411,GEOLOGICAL AND GEOPHYSICAL ENGINEERING,720,488,232,Engineering,0.322222222,5,604,524,126,396,49,0.075038285,50000,42800,57000,501,50,49 -35,6107,NURSING,209394,21773,187621,Health,0.896018988,2554,180903,151191,40818,122817,8497,0.044862724,48000,39000,58000,151643,26146,6193 -36,6207,FINANCE,174506,115030,59476,Business,0.340824957,2189,145696,137921,21463,108595,9413,0.060686356,47000,35000,64000,24243,48447,9910 -37,5501,ECONOMICS,139247,89749,49498,Social Science,0.355469059,1322,104117,96567,25325,70740,11452,0.099092317,47000,35000,65000,25582,37057,10653 -38,6205,BUSINESS ECONOMICS,13302,7575,5727,Business,0.430536761,199,10914,10048,1937,8000,1165,0.096448381,46000,33000,58000,1578,4612,1284 -39,2503,INDUSTRIAL PRODUCTION TECHNOLOGIES,4631,3477,1154,Engineering,0.24919024,73,4428,3988,597,3242,129,0.028308097,46000,35000,65000,1394,2454,480 -40,5102,"NUCLEAR, INDUSTRIAL RADIOLOGY, AND BIOLOGICAL TECHNOLOGIES",2116,528,1588,Physical Sciences,0.75047259,31,1778,1392,579,1115,137,0.07154047,46000,38000,53000,162,1475,124 -41,6201,ACCOUNTING,198633,94519,104114,Business,0.524152583,2042,165527,151967,27693,123169,12411,0.069749014,45000,34000,56000,11417,39323,10886 -42,3700,MATHEMATICS,72397,39956,32441,Computers & Mathematics,0.448098678,541,58118,46399,18079,33738,2884,0.047277138,45000,33000,60000,34800,14829,4569 -43,2100,COMPUTER AND INFORMATION SYSTEMS,36698,27392,9306,Computers & Mathematics,0.253583302,425,28459,26348,4332,21130,2934,0.093460326,45000,30000,60000,13344,11783,1672 -44,5007,PHYSICS,32142,23080,9062,Physical Sciences,0.281936407,142,25302,19428,8721,14389,1282,0.048224496,45000,30000,68000,18674,4576,1823 -45,6105,MEDICAL TECHNOLOGIES TECHNICIANS,15914,3916,11998,Health,0.75392736,190,13150,11510,2665,9005,505,0.03698279,45000,36000,50000,5546,7176,1002 -46,2105,INFORMATION SCIENCES,11913,9005,2908,Computers & Mathematics,0.244103081,158,9881,9105,1468,7378,639,0.060741445,45000,32500,58000,4390,4102,608 -47,3702,STATISTICS AND DECISION SCIENCE,6251,2960,3291,Computers & Mathematics,0.526475764,37,4247,3190,1840,2151,401,0.086273666,45000,26700,60000,2298,1200,343 -48,3701,APPLIED MATHEMATICS,4939,2794,2145,Computers & Mathematics,0.434298441,45,3854,3465,1176,2593,385,0.090823307,45000,34000,63000,2437,803,357 -49,3607,PHARMACOLOGY,1762,515,1247,Biology & Life Science,0.707718502,3,1144,657,532,565,107,0.085531575,45000,40000,45000,603,478,93 -50,5006,OCEANOGRAPHY,2418,752,1666,Physical Sciences,0.688999173,36,1638,1931,379,1595,99,0.056994819,44700,23000,50000,459,996,186 -51,2501,ENGINEERING AND INDUSTRIAL MANAGEMENT,2906,2400,506,Engineering,0.174122505,29,2125,1992,462,1358,74,0.03365166,44000,30000,50000,482,844,245 -52,6104,MEDICAL ASSISTING SERVICES,11123,803,10320,Health,0.927807246,67,9168,5643,4107,4290,407,0.042506527,42000,30000,65000,2091,6948,1270 -53,4005,MATHEMATICS AND COMPUTER SCIENCE,609,500,109,Computers & Mathematics,0.178981938,7,559,584,0,391,0,0,42000,30000,78000,452,67,25 -54,2101,COMPUTER PROGRAMMING AND DATA PROCESSING,4168,3046,1122,Computers & Mathematics,0.269193858,43,3257,3204,482,2453,419,0.11398259,41300,20000,46000,2024,1033,263 -55,4006,COGNITIVE SCIENCE AND BIOPSYCHOLOGY,3831,1667,2164,Biology & Life Science,0.56486557,25,2741,2470,711,1584,223,0.075236167,41000,20000,60000,1369,921,135 -56,2303,SCHOOL STUDENT COUNSELING,818,119,699,Education,0.854523227,4,730,595,135,545,88,0.107579462,41000,41000,43000,509,221,0 -57,5505,INTERNATIONAL RELATIONS,28187,10345,17842,Social Science,0.632986838,219,21190,18681,5563,13583,2271,0.096798943,40100,31200,53000,6774,9570,2499 -58,6200,GENERAL BUSINESS,234590,132238,102352,Business,0.436301633,2380,190183,171385,36241,138299,14946,0.072861468,40000,30000,55000,29334,100831,27320 -59,1401,ARCHITECTURE,46420,25463,20957,Engineering,0.451464886,362,34158,29223,10206,20026,4366,0.113331949,40000,31000,50000,16178,13724,4221 -60,6210,INTERNATIONAL BUSINESS,25894,10624,15270,Business,0.589711902,260,19660,17563,4890,12823,2092,0.096175064,40000,30000,50000,3383,9482,3046 -61,6108,PHARMACY PHARMACEUTICAL SCIENCES AND ADMINISTRATION,23551,8697,14854,Health,0.630716318,38,16620,12537,5346,9131,977,0.055520827,40000,20000,90000,11573,4493,1121 -62,3603,MOLECULAR BIOLOGY,18300,7426,10874,Biology & Life Science,0.59420765,90,11581,9441,4590,6183,1067,0.084361164,40000,29000,47000,7225,3145,1168 -63,6299,MISCELLANEOUS BUSINESS & MEDICAL ADMINISTRATION,17947,10285,7662,Business,0.42692372,244,14826,13364,3366,10637,1150,0.071982974,40000,30000,51000,2236,8937,1758 -64,1101,AGRICULTURE PRODUCTION AND MANAGEMENT,14240,9658,4582,Agriculture & Natural Resources,0.321769663,273,12323,11119,2196,9093,649,0.050030836,40000,25000,50000,1925,6221,1362 -65,1100,GENERAL AGRICULTURE,10399,6053,4346,Agriculture & Natural Resources,0.4179248,158,8884,7589,2031,5888,178,0.019642463,40000,30000,50000,2418,4717,839 -66,2599,MISCELLANEOUS ENGINEERING TECHNOLOGIES,8804,7043,1761,Engineering,0.200022717,125,7502,7001,1240,5825,416,0.05253852,40000,30400,56000,2446,3896,386 -67,2504,MECHANICAL ENGINEERING RELATED TECHNOLOGIES,4790,4419,371,Engineering,0.077453027,71,4186,4175,247,3607,250,0.056357078,40000,27000,52000,1861,2121,406 -68,3605,GENETICS,3635,1761,1874,Biology & Life Science,0.515543329,11,2463,1787,847,1487,87,0.034117647,40000,34000,45000,1675,678,201 -69,5599,MISCELLANEOUS SOCIAL SCIENCES,3283,1499,1784,Social Science,0.543405422,28,2727,2183,907,1530,215,0.073079538,40000,30000,54000,744,1654,573 -70,6403,UNITED STATES HISTORY,3079,1756,1323,Humanities & Liberal Arts,0.429684963,22,2787,2103,839,1274,138,0.047179487,40000,30000,42000,801,1591,302 -71,5205,INDUSTRIAL AND ORGANIZATIONAL PSYCHOLOGY,3014,1075,1939,Psychology & Social Work,0.643331121,24,2343,1644,1095,1409,286,0.108786611,40000,32000,53000,559,1224,272 -72,1102,AGRICULTURAL ECONOMICS,2439,1749,690,Agriculture & Natural Resources,0.282902829,44,2174,1819,620,1528,182,0.077249576,40000,27000,54000,535,893,94 -73,5000,PHYSICAL SCIENCES,1436,894,542,Physical Sciences,0.377437326,10,1146,768,437,653,42,0.035353535,40000,30000,55000,530,465,269 -74,3801,MILITARY TECHNOLOGIES,124,124,0,Industrial Arts & Consumer Services,0,4,0,111,0,111,0,0,40000,40000,40000,0,0,0 -75,5003,CHEMISTRY,66530,32923,33607,Physical Sciences,0.505140538,353,48535,39509,15066,29910,2769,0.0539724,39000,30000,49900,30382,14718,4288 -76,5701,"ELECTRICAL, MECHANICAL, AND PRECISION TECHNOLOGIES AND PRODUCTION",2435,1869,566,Industrial Arts & Consumer Services,0.232443532,37,2107,2057,287,1752,64,0.029479503,38400,22500,45000,221,1659,81 -77,6203,BUSINESS MANAGEMENT AND ADMINISTRATION,329927,173809,156118,Business,0.473189524,4212,276234,251540,50357,199897,21502,0.072218341,38000,29000,50000,36720,148395,32395 -78,6206,MARKETING AND MARKETING RESEARCH,205211,78857,126354,Business,0.615727227,2684,178862,156668,35829,127230,11663,0.061215064,38000,30000,50000,25320,93889,27968 -79,5506,POLITICAL SCIENCE AND GOVERNMENT,182621,93880,88741,Social Science,0.485929877,1387,133454,117709,43711,83236,15022,0.101174601,38000,28000,50000,36854,66947,19803 -80,5504,GEOGRAPHY,18480,11404,7076,Social Science,0.382900433,179,14057,11367,5651,8628,1799,0.113458628,38000,30000,50000,5350,6830,1905 -81,3606,MICROBIOLOGY,15232,6383,8849,Biology & Life Science,0.580948004,62,9685,7453,3379,5080,693,0.066775872,38000,29600,50000,5577,3174,1246 -82,2106,COMPUTER ADMINISTRATION MANAGEMENT AND SECURITY,8066,6607,1459,Computers & Mathematics,0.180882718,103,6509,6289,1030,4936,721,0.099723375,37500,25000,50000,2354,3244,308 -83,3601,BIOCHEMICAL SCIENCES,39107,18951,20156,Biology & Life Science,0.515406449,174,25678,20643,9948,13785,2249,0.080531385,37400,29000,50000,15654,8394,3012 -84,3602,BOTANY,1329,626,703,Biology & Life Science,0.52896915,9,1010,946,169,740,0,0,37000,26000,40000,677,184,56 -85,2107,COMPUTER NETWORKING AND TELECOMMUNICATIONS,7613,5291,2322,Computers & Mathematics,0.305004597,97,6144,5495,1447,4369,1100,0.151849807,36400,27000,49000,2593,2941,352 -86,5004,GEOLOGY AND EARTH SCIENCE,10972,5813,5159,Physical Sciences,0.470196865,78,8296,6966,2913,5008,677,0.075448568,36200,28000,47000,4858,2792,959 -87,6209,HUMAN RESOURCES AND PERSONNEL MANAGEMENT,24497,6184,18313,Business,0.747560926,264,20760,18550,3767,15446,1315,0.059569649,36000,28000,45000,2406,9629,1906 -88,3202,PRE-LAW AND LEGAL STUDIES,13528,4435,9093,Law & Public Policy,0.672161443,92,9762,7851,3595,5370,757,0.071965016,36000,29200,46000,2002,6454,1336 -89,6199,MISCELLANEOUS HEALTH MEDICAL PROFESSIONS,13386,1589,11797,Health,0.881293889,81,10076,7514,4145,5868,893,0.08141125,36000,23000,42000,5652,3835,1422 -90,5401,PUBLIC ADMINISTRATION,5629,2947,2682,Law & Public Policy,0.476461183,46,4158,4148,847,2952,789,0.1594906,36000,23000,60000,919,2313,496 -91,5005,GEOSCIENCES,1978,809,1169,Physical Sciences,0.591001011,18,1441,1264,354,1011,36,0.024373731,36000,21000,41000,784,591,221 -92,5206,SOCIAL PSYCHOLOGY,1386,413,973,Psychology & Social Work,0.702020202,8,1080,828,433,529,33,0.029649596,36000,34000,45000,434,593,37 -93,1301,ENVIRONMENTAL SCIENCE,25965,10787,15178,Biology & Life Science,0.584556133,225,20859,16987,7071,10916,1779,0.078584681,35600,25000,40200,8149,10076,3175 -94,1901,COMMUNICATIONS,213996,70619,143377,Communications & Journalism,0.669998505,2394,179633,147335,49889,116251,14602,0.075176976,35000,27000,45000,40763,97964,27440 -95,5301,CRIMINAL JUSTICE AND FIRE PROTECTION,152824,80231,72593,Law & Public Policy,0.47501047,1728,125393,109970,32242,88548,11268,0.082452199,35000,26000,45000,24348,88858,18404 -96,6004,COMMERCIAL ART AND GRAPHIC DESIGN,103480,32041,71439,Arts,0.690365288,1186,83483,67448,24387,52243,8947,0.096797577,35000,25000,45000,37389,38119,14839 -97,1902,JOURNALISM,72619,23736,48883,Communications & Journalism,0.673143392,843,61022,51411,15902,39524,4535,0.069176442,35000,26000,42900,23279,26672,8512 -98,5098,MULTI-DISCIPLINARY OR GENERAL SCIENCE,62052,27015,35037,Physical Sciences,0.564639335,427,46138,37850,13133,28966,2727,0.055806815,35000,24000,50000,17923,22039,5751 -99,1904,ADVERTISING AND PUBLIC RELATIONS,53162,12862,40300,Communications & Journalism,0.758060269,681,45326,38815,10948,30932,3305,0.067960766,35000,27000,47000,9659,23059,7214 -100,1501,AREA ETHNIC AND CIVILIZATION STUDIES,31195,8739,22456,Humanities & Liberal Arts,0.719858952,249,24629,18755,9541,13109,1668,0.063429289,35000,24500,44000,8465,11818,3677 -101,2310,SPECIAL NEEDS EDUCATION,28739,2682,26057,Education,0.906677337,246,24639,21584,5153,16642,1067,0.041507819,35000,32000,42000,20185,3797,1179 -102,3608,PHYSIOLOGY,22060,8422,13638,Biology & Life Science,0.618223028,99,14643,10732,6541,7588,1088,0.0691628,35000,20000,50000,6587,6894,2237 -103,5503,CRIMINOLOGY,19879,10031,9848,Social Science,0.495397153,214,16181,13616,4543,10548,1743,0.097243919,35000,25000,45000,3373,10605,1895 -104,4002,NUTRITION SCIENCES,18909,2563,16346,Health,0.864456079,118,13217,9601,6648,6625,975,0.068700676,35000,26000,45000,6535,5473,2449 -105,6103,HEALTH AND MEDICAL ADMINISTRATIVE SERVICES,18109,4266,13843,Health,0.764426528,184,15419,13534,3299,10982,1518,0.089626262,35000,27000,42000,2589,8592,1391 -106,2001,COMMUNICATION TECHNOLOGIES,18035,11431,6604,Computers & Mathematics,0.366176878,208,14779,11981,4690,9085,2006,0.119511469,35000,25000,45000,4545,8794,2495 -107,5901,TRANSPORTATION SCIENCES AND TECHNOLOGIES,15150,13257,1893,Industrial Arts & Consumer Services,0.124950495,180,12266,11688,2633,9170,962,0.072724524,35000,22000,52000,4575,6147,557 -108,1303,NATURAL RESOURCES MANAGEMENT,13773,8617,5156,Agriculture & Natural Resources,0.374355623,152,11797,10722,2613,6954,842,0.066619195,35000,25000,42000,4333,5808,1405 -109,3611,NEUROSCIENCE,13663,4944,8719,Biology & Life Science,0.63814682,53,9087,8027,3078,5482,463,0.048481675,35000,30000,44000,5605,2301,902 -110,4000,MULTI/INTERDISCIPLINARY STUDIES,12296,2817,9479,Interdisciplinary,0.770901106,128,9821,8032,3173,6234,749,0.070860927,35000,25000,44000,5176,3903,1061 -111,5002,ATMOSPHERIC SCIENCES AND METEOROLOGY,4043,2744,1299,Physical Sciences,0.321296067,32,3431,2659,1309,2161,78,0.022228555,35000,28000,50000,1808,1317,237 -112,1302,FORESTRY,3607,3156,451,Agriculture & Natural Resources,0.125034655,48,3007,2473,891,1763,322,0.096725743,35000,28600,48000,1096,1692,327 -113,1106,SOIL SCIENCE,685,476,209,Agriculture & Natural Resources,0.305109489,4,613,488,185,383,0,0,35000,18500,44000,355,144,0 -114,2300,GENERAL EDUCATION,143718,26893,116825,Education,0.812876606,919,118241,98408,29558,73531,7195,0.057359929,34000,26000,41000,82007,31112,11443 -115,6402,HISTORY,141951,78253,63698,Humanities & Liberal Arts,0.448732309,1058,105646,84681,40657,59218,11176,0.095666912,34000,25000,47000,35336,54569,16839 -116,2602,FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES,48246,12835,35411,Humanities & Liberal Arts,0.733967583,342,38315,29340,14569,20056,3132,0.075566386,34000,25000,45000,15051,18193,5267 -117,4001,INTERCULTURAL AND INTERNATIONAL STUDIES,24650,8575,16075,Humanities & Liberal Arts,0.652129817,184,18824,14354,7978,8801,1718,0.083633531,34000,24000,45000,4956,10343,3168 -118,2311,SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION,20198,9950,10248,Education,0.507376968,157,17700,14002,5168,8871,1012,0.054082941,34000,23050,42000,10928,5561,1806 -119,6110,COMMUNITY AND PUBLIC HEALTH,19735,4103,15632,Health,0.792095262,130,14512,10099,6377,7460,1833,0.112144387,34000,21000,45000,5225,7385,1854 -120,2305,MATHEMATICS TEACHER EDUCATION,14237,3872,10365,Education,0.728032591,123,13115,11259,2273,8073,216,0.016202835,34000,30000,40000,10699,1977,786 -121,2301,EDUCATIONAL ADMINISTRATION AND SUPERVISION,804,280,524,Education,0.651741294,5,703,733,0,504,0,0,34000,29000,35000,346,206,111 -122,6106,HEALTH AND MEDICAL PREPARATORY PROGRAMS,12740,5521,7219,Health,0.566640502,31,7052,5029,3891,3236,529,0.069779712,33500,23000,40000,3051,3539,1159 -123,3699,MISCELLANEOUS BIOLOGY,10706,4747,5959,Biology & Life Science,0.556603774,63,7767,6076,2568,4542,483,0.058545455,33500,23000,48000,4253,2722,459 -124,3600,BIOLOGY,280709,111762,168947,Biology & Life Science,0.601858152,1370,182295,144512,72371,100336,13874,0.070724732,33400,24000,45000,88232,81109,28339 -125,5507,SOCIOLOGY,115433,32510,82923,Social Science,0.718364766,1024,92721,73475,29639,56561,8608,0.084951001,33000,25000,44000,29051,48899,13748 -126,1903,MASS MEDIA,52824,24704,28120,Communications & Journalism,0.532333788,590,44679,35769,13078,27521,4410,0.089836827,33000,25000,45000,12855,25297,6429 -127,6109,TREATMENT THERAPY PROFESSIONS,48491,13487,35004,Health,0.721865913,224,37861,30020,12346,21735,2409,0.059821207,33000,24000,41000,22215,14616,4468 -128,6211,HOSPITALITY MANAGEMENT,43647,15204,28443,Business,0.651659908,546,36728,32160,7494,23106,2393,0.061169193,33000,25000,42000,2325,23341,9063 -129,2313,LANGUAGE AND DRAMA EDUCATION,30471,3741,26730,Education,0.877227528,235,26033,21419,7239,15266,1379,0.050306435,33000,24000,40000,17985,6824,2819 -130,2601,LINGUISTICS AND COMPARATIVE LANGUAGE AND LITERATURE,16601,4416,12185,Humanities & Liberal Arts,0.733991928,88,11165,8462,4831,5821,1302,0.10443571,33000,25000,40000,4122,5695,2085 -131,2399,MISCELLANEOUS EDUCATION,10150,3654,6496,Education,0.64,126,8691,7264,2202,5816,547,0.059211951,33000,30000,45000,5284,2438,657 -132,4007,INTERDISCIPLINARY SOCIAL SCIENCES,9916,2337,7579,Social Science,0.76432029,95,7444,5843,2834,4714,757,0.092305816,33000,24000,40000,2630,3906,1470 -133,3604,ECOLOGY,9154,3878,5276,Biology & Life Science,0.576360061,86,7585,5603,2741,3912,437,0.054475193,33000,23000,42000,2856,4159,976 -134,2309,SECONDARY TEACHER EDUCATION,17125,6820,10305,Education,0.601751825,156,15116,12520,3782,9193,833,0.05222898,32500,25000,38000,10304,3967,1385 -135,6100,GENERAL MEDICAL AND HEALTH SERVICES,33599,7574,26025,Health,0.774576624,202,24406,18166,11088,12809,2183,0.082101621,32400,25000,45000,9364,12889,3816 -136,4801,PHILOSOPHY AND RELIGIOUS STUDIES,54814,31967,22847,Humanities & Liberal Arts,0.416809574,375,40157,31086,16659,21816,4267,0.096051684,32200,23000,47100,14444,20313,8051 -137,2314,ART AND MUSIC EDUCATION,34181,10732,23449,Education,0.6860244,338,30007,23018,9209,16537,1206,0.038637747,32100,25000,40000,20821,8260,2767 -138,3301,ENGLISH LANGUAGE AND LITERATURE,194673,58227,136446,Humanities & Liberal Arts,0.70089843,1436,149180,114386,57825,81180,14345,0.08772359,32000,23000,41000,57690,71827,26503 -139,2304,ELEMENTARY EDUCATION,170862,13029,157833,Education,0.923745479,1629,149339,123177,37965,86540,7297,0.046585715,32000,23400,38000,108085,36972,11502 -140,4101,PHYSICAL FITNESS PARKS RECREATION AND LEISURE,125074,62181,62893,Industrial Arts & Consumer Services,0.502846315,1014,103078,77428,38515,57978,5593,0.051467273,32000,24000,43000,27581,63946,16838 -141,3401,LIBERAL ARTS,71369,22339,49030,Humanities & Liberal Arts,0.686992952,569,54844,43401,19187,33438,4657,0.078267592,32000,25000,42000,18565,28558,9030 -142,6005,FILM VIDEO AND PHOTOGRAPHIC ARTS,38761,22357,16404,Arts,0.423208896,331,31433,22457,12818,15740,3718,0.10577224,32000,22000,42000,7368,20721,5862 -143,5500,GENERAL SOCIAL SCIENCES,12920,5079,7841,Social Science,0.606888545,113,9602,7700,3396,5679,1108,0.103454715,32000,27000,50000,3602,4778,1634 -144,1105,PLANT SCIENCE AND AGRONOMY,7416,4897,2519,Agriculture & Natural Resources,0.339670982,110,6594,5798,1246,4522,314,0.045454545,32000,22900,40000,2089,3545,1231 -145,2308,SCIENCE AND COMPUTER TEACHER EDUCATION,6483,2049,4434,Education,0.683942619,59,5362,4764,1227,3247,266,0.047263682,32000,28000,39000,4214,1106,591 -146,5200,PSYCHOLOGY,393735,86648,307087,Psychology & Social Work,0.779933204,2584,307933,233205,115172,174438,28169,0.083810867,31500,24000,41000,125148,141860,48207 -147,6002,MUSIC,60633,29909,30724,Arts,0.506720763,419,47662,29010,24943,21425,3918,0.075959674,31000,22300,42000,13752,28786,9286 -148,2306,PHYSICAL AND HEALTH EDUCATION TEACHING,28213,15670,12543,Education,0.444582285,259,23794,19420,7230,13651,1920,0.074667496,31000,24000,40000,12777,9328,2042 -149,6006,ART HISTORY AND CRITICISM,21030,3240,17790,Humanities & Liberal Arts,0.845934379,204,17579,13262,6140,9965,1128,0.060298284,31000,23000,40000,5139,9738,3426 -150,6000,FINE ARTS,74440,24786,49654,Arts,0.667033853,623,59679,42764,23656,31877,5486,0.084186296,30500,21000,41000,20792,32725,11880 -151,2901,FAMILY AND CONSUMER SCIENCES,58001,5166,52835,Industrial Arts & Consumer Services,0.91093257,518,46624,36747,15872,26906,3355,0.067128194,30000,22900,40000,20985,20133,5248 -152,5404,SOCIAL WORK,53552,5137,48415,Psychology & Social Work,0.904074544,374,45038,34941,13481,27588,3329,0.06882792,30000,25000,35000,27449,14416,4344 -153,1103,ANIMAL SCIENCES,21573,5347,16226,Agriculture & Natural Resources,0.752143884,255,17112,14479,5353,10824,917,0.050862499,30000,22000,40000,5443,9571,2125 -154,6003,VISUAL AND PERFORMING ARTS,16250,4133,12117,Arts,0.745661538,132,12870,8447,6253,6322,1465,0.102197419,30000,22000,40000,3849,7635,2840 -155,2312,TEACHER EDUCATION: MULTIPLE LEVELS,14443,2734,11709,Education,0.810704147,142,13076,11734,2214,8457,496,0.03654583,30000,24000,37000,10766,1949,722 -156,5299,MISCELLANEOUS PSYCHOLOGY,9628,1936,7692,Psychology & Social Work,0.798919817,60,7653,5201,3221,3838,419,0.05190783,30000,20800,40000,2960,3948,1650 -157,5403,HUMAN SERVICES AND COMMUNITY ORGANIZATION,9374,885,8489,Psychology & Social Work,0.90558993,89,8294,6455,2405,5061,326,0.037819026,30000,24000,35000,2878,4595,724 -158,3402,HUMANITIES,6652,2013,4639,Humanities & Liberal Arts,0.697384245,49,5052,3565,2225,2661,372,0.068584071,30000,20000,49000,1168,3354,1141 -159,4901,THEOLOGY AND RELIGIOUS VOCATIONS,30207,18616,11591,Humanities & Liberal Arts,0.383719006,310,24202,18079,8767,13944,1617,0.062628297,29000,22000,38000,9927,12037,3304 -160,6007,STUDIO ARTS,16977,4754,12223,Arts,0.719974083,182,13908,10451,5673,7413,1368,0.089552239,29000,19200,38300,3948,8707,3586 -161,2201,COSMETOLOGY SERVICES AND CULINARY ARTS,10510,4364,6146,Industrial Arts & Consumer Services,0.584776403,117,8650,7662,2064,5949,510,0.055676856,29000,20000,36000,563,7384,3163 -162,1199,MISCELLANEOUS AGRICULTURE,1488,404,1084,Agriculture & Natural Resources,0.728494624,24,1290,1098,335,936,82,0.059766764,29000,23000,42100,483,626,31 -163,5502,ANTHROPOLOGY AND ARCHEOLOGY,38844,11376,27468,Humanities & Liberal Arts,0.707136237,247,29633,20147,14515,13232,3395,0.102791571,28000,20000,38000,9805,16693,6866 -164,6102,COMMUNICATION DISORDERS SCIENCES AND SERVICES,38279,1225,37054,Health,0.967998119,95,29763,19975,13862,14460,1487,0.047584,28000,20000,40000,19957,9404,5125 -165,2307,EARLY CHILDHOOD EDUCATION,37589,1167,36422,Education,0.968953683,342,32551,27569,7001,20748,1360,0.040104981,28000,21000,35000,23515,7705,2868 -166,2603,OTHER FOREIGN LANGUAGES,11204,3472,7732,Humanities & Liberal Arts,0.690110675,56,7052,5197,3685,3214,846,0.107115726,27500,22900,38000,2326,3703,1115 -167,6001,DRAMA AND THEATER ARTS,43249,14440,28809,Arts,0.666119448,357,36165,25147,15994,16891,3040,0.07754113,27000,19200,35000,6994,25313,11068 -168,3302,COMPOSITION AND RHETORIC,18953,7022,11931,Humanities & Liberal Arts,0.629504564,151,15053,10121,6612,7832,1340,0.081742207,27000,20000,35000,4855,8100,3466 -169,3609,ZOOLOGY,8409,3050,5359,Biology & Life Science,0.637293376,47,6259,5043,2190,3602,304,0.04632028,26000,20000,39000,2771,2947,743 -170,5201,EDUCATIONAL PSYCHOLOGY,2854,522,2332,Psychology & Social Work,0.817098809,7,2125,1848,572,1211,148,0.065112187,25000,24000,34000,1488,615,82 -171,5202,CLINICAL PSYCHOLOGY,2838,568,2270,Psychology & Social Work,0.799859056,13,2101,1724,648,1293,368,0.149048198,25000,25000,40000,986,870,622 -172,5203,COUNSELING PSYCHOLOGY,4626,931,3695,Psychology & Social Work,0.798746217,21,3777,3154,965,2738,214,0.053620646,23400,19200,26000,2403,1245,308 -173,3501,LIBRARY SCIENCE,1098,134,964,Education,0.877959927,2,742,593,237,410,87,0.104945718,22000,20000,22000,288,338,192