🛝 The Career Playbook Is Breaking at Every Stage

Welcome to Playground Post, a bi-weekly newsletter that keeps education innovators ahead of what's next.

This week's reality check: Computer science enrollment just had its biggest single-year drop of any major, while entry-level dev jobs fell 20%. Two-thirds of high school graduates skipping college now cite cost-of-living, not tuition. And the federal government just classified education degrees as "not professional," capping loans at half the rate of law or medicine.

Data Gem

An EdWeek Research Center survey of 729 educators found that nearly 9 in 10 view weak fraction understanding as a foundational barrier to all later math success.

Hottest Major in America Just Had Its Biggest Drop

In 2021, 53% of U.S. high schools offered computer science. Code.org had persuaded 12 states to add it to their graduation requirements. 

Every president since 2013 has made CS a pillar of their education agenda.

Then AI arrived.

Undergraduate enrollment in computer science fell 8.1% last fall, the biggest single-year drop of any major discipline since at least 2020. CS fell from the nation's fourth-largest major to its sixth.

At the University of California, CS graduates are expected to number about 350 next year, a 59% drop from 2025. 

Across the entire UC system, enrollment declined for the first time since the early 2000s.

The job market tells the same story. Stanford's Digital Economy Lab found that by September 2025, employment for software developers aged 22-25 had declined nearly 20% compared to its late-2022 peak.

More experienced developers held steady or grew. 

The study's authors described entry-level engineers as "canaries in the coal mine," early casualties of AI tools that can replicate their work.

Code.org, the nonprofit that made "learn to code" a national rallying cry, has seen its own funding drop from $42.8 million in 2023 to $25.2 million in 2025.

New CEO Karim Meghji is reframing the mission. "Our foundational principle is not, 'More kids need to learn how to be software engineers,'" he said. "What we've been promoting is that a world that is very digital is a world where students deserve to understand how these things function."

The organization replaced its "Hour of Code" with an Hour of AI and is developing an "AI Foundations" course for high school this fall.

Jake Baskin, who helped write Code.org's first curricula and now leads the Computer Science Teachers Association, wishes the career link had been drawn more carefully from the start.

"If I could go back in time, I would try to keep the movement from explicitly linking computer science to short-term career outcomes, because that's a fool's errand in any field," Baskin said. "No one knows what the jobs of the future will be like."

For education innovators, the collapse of CS enrollment doesn't mean CS is dead. 

It means the product category is shifting. "Learn to code" curricula are being replaced by "AI Foundations" and computational thinking programs that teach students how technology works, not just how to write it. The K-12 market needs AI literacy courses, "vibe coding" platforms that let students build immediately and learn the fundamentals later, and career-readiness tools that don't promise specific job outcomes.

67% of Graduates Skipping College Cite Cost-of-Living

The conventional wisdom says students skip college because it costs too much. New data says the barrier is more basic than that.

Among 1,022 high school graduates surveyed by EAB who chose not to enroll, 67% cited cost-of-living expenses as their primary reason.

That's up from 51% last year.

A 16-point jump in a single year.

Not tuition, not financial aid - rent, food, transportation - the cost of being alive while attending school.

The share taking a gap year dropped from 39% to 26%, a decline EAB described as reflecting "a growing emphasis on immediate economic needs."

Among the 89% who did enroll, AI anxiety is reshaping decisions. 

42% said they expect AI to influence the career they pursue. About 10% have already changed their field of study because of AI.

One student captured the shift: "Initially I chose computer science. After seeing AI replacing entry-level jobs, I switched to electrical and computer engineering."

Only 13% of surveyed students reported feeling optimistic about their post-graduation prospects. 7% said they were excited.

Students from higher-income households, those above $120,000, are more likely to deposit at multiple colleges, keeping options open longer and making enrollment forecasting harder for institutions.

"AI is upending the value equation in higher education," said Pam Royall, head of research at EAB. "Colleges must prove they're preparing graduates by offering experiential learning and emphasizing in-demand, durable job skills that are less likely to become obsolete."

This data changes how we see the affordability market. The problem isn't sticker price, it's total cost of attendance plus cost of living. 

Products that address the living-cost barrier, employer-sponsored "earn and learn" platforms, housing support tools, transportation solutions for commuter students, and micro-scheduling systems that let students work and study simultaneously, target the actual reason students aren't enrolling.

The Federal Government Just Said Education Degrees Aren't "Professional."

The Education Department finalized a rule last week that excludes graduate education programs from the definition of "professional degrees."

The consequence: borrowing for master's in education, Ed.D., and related programs is now capped at $100,000.

Students pursuing law, medicine, dentistry, or nine other fields classified as "professional" can borrow up to $200,000.

The annual limits are even starker. 

Education graduate students can borrow $20,500 per year. Professional students can borrow $50,000.

The department's reasoning: because advanced education degrees aren't required for initial licensure, they don't meet the statutory definition of "professional."

But here's the reality. 

Many states ultimately require teachers to obtain a master's degree to maintain their license. 

School leadership, special education specialization, and counseling roles all require graduate credentials. Career changers entering teaching pursue master's programs for certification in high-need areas.

The American Association of Colleges for Teacher Education called the decision "strongly dismaying."

"The nation continues to face persistent educator shortages, and this decision is likely to reduce the pipeline of qualified teachers, school counselors, principals, and other education professionals," said AACTE President Cheryl Holcomb-McCoy. "When students cannot access financing, enrollment declines, and school systems across the country are affected."

The rule stems from the "One Big, Beautiful Bill" passed last year, which linked borrowing limits to a pre-existing regulatory definition of professional programs. Tens of thousands of comments protested the exclusion. 

The department acknowledged the concerns but finalized the rule unchanged.

For education innovators, the $100,000 cap creates a structural gap that new products must fill. 

Low-cost, high-efficiency online Ed.D. and M.Ed. programs that can operate under the cap. District-funded "grow your own" teacher pipelines that bypass graduate borrowing entirely. Alternative credentialing platforms that offer the same career advancement as a master's degree at a fraction of the cost.

⚡️More Quick Hits

This week in education:

• Science of reading adoption is fragmenting: F&P usage fell from 43% to 16%, but 44% of teachers now use four or more curricula — A Fordham/RAND survey of 1,200 K-3 teachers found 82% had completed SoR professional development, but the shift has created curriculum chaos rather than coherence

• Career pathways enroll 70% of Delaware high schoolers, but fewer than half stay in their pathway field after graduation — RTI International tracked 6,000+ graduates and found architecture/construction retention was below 20%, while internships and apprenticeships were the most valuable but hardest to arrange

• Dual enrollment is growing fast, but 10 states plus D.C. have no quality-related legislation at all — A Gates-funded NACEP report found only 18 states have holistic quality policies, with most focused on course eligibility while ignoring advising, supports, and outcomes

• 68% of students say calculating the real cost of college is confusing, and 76% mistrust colleges when aid information is unclear — A Strada Foundation survey of 5,501 people found that confusion directly erodes trust, with only 32% of students and parents finding financial aid offers straightforward

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