Recommend jobs

[NathanMerrett]

I'm interesting in building a tool that can recommend specific jobs and job vacancies to people based on their current business titles, seniority levels and also skills.

If I have two datasets such as:
Dataset1:
ID, Person Name, Current Job Title, Current Seniority Level, Skills

Dataset2:
ID, Job Titles, Seniority, Skills

What would be the best approach to build this out, specifically the spaces defined and the Index;s.

Thanks so much for any of your help!

[morkapronczay]

Hi @NathanMerrett! Very interesting usecase! Sorry for taking this long to answer. Crazy busy times :)

So I suppose the details depend on your data, but I would create spaces where I group the corresponding schema_fields of the entities together: an example would be Text Similarity Space for skills: TextSimilaritySpace([job.skill, person.skill]). Also the space and parameter choices are highly dependant on your data. Hope I could help, let me know if I could assist more!