I wanted to make an app to make job searching easier. It's a pain in the ass on both side and imo current tools on the market suck.
Also god help you if your culture fit algorithm has correlations with race / gender / nationality. And there's pretty much a 100% chance it will.
1. hiring freezes from twitter/blind 2. specific insurance providers from corporate info/ glassdoor 3. salary ranges from levels.fyi/glassdoor 4. specific roles and tech stack from google jobs/glassdoor 5. finding refering relationships through linkdin/blind 6. general company reviews, work life balance, from glassdoor/blind 7. then the actual application through the company website
It's a huge pain in the ass to hand-populate and research. Every platform has a piece of the puzzle but it's not in once place.