Millions of college seniors will walk across graduation stages this spring, facing one of the toughest entry-level job markets in years. Large corporations have been pulling back on junior hiring while leaning heavily on artificial intelligence to fill roles once held by newcomers.
Billionaire entrepreneur Mark Cuban has weighed in with a blunt and specific message for graduates navigating this difficult hiring landscape. Cuban laid out his case in a post on X and in an interview with CNBC about where new graduates should focus.
The data supporting his argument is stronger than the prevailing social media narrative about job scarcity would lead you to believe. Close to a million graduates between the ages of 20 and 24 are projected to land positions at small firms this hiring season.
If you are graduating into this uncertain market, the numbers tell a very different story than the one dominating your feeds every morning.
Small businesses are projected to hire nearly a million new graduates in 2026
Approximately 974,000 recent graduates are expected to join small businesses with one to 49 employees during the April-through-September hiring season, based on exclusive data compiled by the human resources and payroll platform Gusto.
That number marks a modest increase from the 962,000 early-career workers small firms brought on during the same stretch in 2025. Cuban, the Shark Tank investor and Cost Plus Drugs co-founder, made his argument in a post on X and in comments to CNBC.
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He told graduates to target small and midsize firms where their AI fluency can make an immediate and noticeable operational impact. Large corporations already have dedicated artificial intelligence infrastructure in place and do not need entry-level workers to lead those adoption efforts.
Starting salaries for graduates aged 20 to 24 at small businesses reached an average of $65,734 for the Class of 2026 this year. That figure marks a meaningful jump from the $62,801 average reported one year earlier, based on Gusto’s nationwide payroll and hiring analysis.
Graduate hiring at small firms has stabilized after a sharp post-pandemic decline
The broader picture reveals a labor market that has been slowly recovering after several turbulent years of pandemic-era volatility and hiring disruptions. Graduate hiring at small and midsize businesses peaked at over 1.3 million positions in 2021, during the extraordinary surge that followed nationwide lockdowns.
The figure then fell by 29%, reaching a trough of 941,000 in 2024, according to Gusto’s longitudinal analysis of employer payroll data nationwide. Since that trough, hiring has held just below one million for three consecutive years, suggesting the market has found a durable floor.
Overall hiring projections for the Class of 2026 rose 5.6% from the prior year, the Job Outlook 2026 Spring Update from NACE confirmed. Shawn VanDerziel, president and CEO of NACE, said the 5.6% gain follows two consecutive years of lackluster job markets for new graduates.
Net new graduate job creation has climbed from a low of 60,000 positions in 2023 to more than 100,000 this hiring cycle, according to Gusto data reported by Fortune.
Mark Cuban’s AI argument gives graduates a compelling new pitch
Cuban’s argument rests on a clear observation about the widening gap between large and small companies in their effective adoption of AI tools. Big corporations have built dedicated AI teams and invested in enterprise platforms, so they rarely rely on junior hires to implement technology.
“Some of the angst may be a little premature, and small businesses can pivot very quickly,” said Aaron Terrazas, an economist at Gusto.
Small businesses often lack the resources, technical staff, and internal expertise needed to adopt AI agents and automation on their own. Cuban urged graduates to position themselves as the bridge between emerging AI capabilities and the firms that need outside help with integration.
Sam Brownell, the owner of CU Collaborate, a data analytics and consulting firm in Washington, D.C., told CNBC that he initially skipped hiring for graduate roles. He changed course after recognizing that younger workers bring a deeper native comfort with AI tools than seasoned candidates typically show.
Drexel University research reveals a pullback in small-business graduate hiring
The Gusto numbers capture one important side of the hiring picture, but competing academic research offers a more cautious outlook for graduates. Researchers at Drexel University’s LeBow College of Business found that firms with fewer than 500 employees were approximately 30% more likely than large organizations (those with 4,000 or more employees) to skip graduate hiring.
About one in five small-business employers told the Drexel team they plan to hire fewer graduates or none at all this year. David Prisco, director of the Center for Career Readiness at Drexel, called the finding the sharpest pullback in small-business graduate hiring in more than a decade.
Beth Hendler-Grunt, founder of Next Great Step, told the Wall Street Journal that graduating students face intense competition for roles in this hiring cycle. She described highly qualified students who have been networking, demonstrating their value, and following up with employers, but still struggling to land offers.
Graduates who demonstrate practical AI fluency hold the strongest hiring advantage
The divide between the Gusto and Drexel findings reveals a labor market splitting along a clear and consequential line this hiring season. Small businesses that view AI-capable graduates as a competitive advantage are actively recruiting, while those viewing new hires as costly are retreating.
Joe Watson, founder of Hey Joe Media, a Tucson, Arizona communications firm for nonprofits specializing in criminal justice reform, told CNBC he hired three graduates. Watson noted that his work depends on intense human relationships that artificial intelligence cannot replicate in any meaningful or lasting capacity.
Cuban also highlighted entrepreneurship as a viable path for graduates who cannot find the right position at an existing company. He told the network he believes more members of this class will launch businesses because the cost of starting a company has dropped sharply.
The Class of 2026 faces a divided job market with real opportunities on both sides
The outlook for this year’s graduates is neither the disaster that viral social media posts describe nor the wide-open hiring market of 2021. The reality lies in between, shaped by the way artificial intelligence is simultaneously creating and eliminating jobs across nearly every economic sector.
AI engineer is now the fastest-growing job title for young professionals, according to LinkedIn’s Grad’s Guide to 2026. Field management and service technician roles are also expanding, reflecting strong demand for hands-on work that automation cannot perform on its own.
If you are graduating this spring, the combined message from Cuban and the Gusto data is practical, direct, and worth your full attention.
Related: Mark Cuban’s bombshell AI warning is a reality check for big tech
