Gusto forecasts that small businesses will hire nearly 1 million recent graduates during the 2026 hiring season, totaling 974,000 hires at firms with 1–49 employees. The number is a modest rise from 2025 but remains above recent low levels, reflecting a labor market that has not fully returned to the pre-pandemic hiring intensity. The report highlights a shift in which types of roles are expanding. Declines in “junior” tracks such as financial analysts, software engineers, and research associates appear alongside growth in roles aligned with AI implementation and hands-on functions. Gusto economist Aaron Terrazas framed the dynamic as “large companies playing defense” while small businesses “play offense,” especially when big employers pull entry-level postings. The jobs and onboarding expectations for new graduates may therefore diverge further from what traditional campus recruiting pipelines have emphasized. For colleges and universities, the practical takeaway is that employer demand may increasingly cluster around relationship-building, tech fluency, and field-ready roles rather than standardized entry paths.