we identified and analyzed the undergraduate backgrounds of more than 70,000 entry-level engineering and information technology employees across 12 of the most reputable American tech companies, including Snap, AirBnB, Meta, DocuSign, Stripe, Google, HubSpot, LinkedIn, Microsoft, SalesForce, Twilio, and Twitter