Most early-career hiring is guesswork with a travel budget.
The traditional playbook asks a lot: campus visits, booths, sponsorships, and stacks of resumes that all look the same. It's expensive and slow, and at the end you're still choosing candidates on proxies instead of proof. Some teams have no dedicated early-career function at all, so hiring happens ad hoc, role by role, with no strategy underneath it. Others have a program already running and are feeling pressure to justify the budget, or trying to figure out what AI means for how they hire early-career talent, without a clear way to get real answers.
Happy students outside on campus on a sunny day


