Dear friends,
Welcome to the first issue of The Educated Guess. The premise is the same one on our front door: your biggest decisions shouldn't be guesses. Education is a sector where decade-long bets get made against political weather, demographic curves, and enrollment math that changes faster than the strategic plan describing it — and where the gap between a good decision and an expensive one is usually just information, arriving on time, with the hype removed. So on the 15th of every month, we'll read everything so you don't have to: the policy fights, the deals, the AI experiments, and the numbers underneath all of it. Each item tells you three things — what happened, why it matters, and, because someone should, what not to do about it.
And this was a good month to start keeping score. In the past thirty days alone: Washington's visa policy put a projected $3.4 billion hole in the economics of American higher education, the Education Department let appropriated grant money race its own expiration date, New York City moved to pause purchases of the same classroom AI that analysts project as an $18.5 billion market, and the education deal market posted its strongest first half since 2022 — up 77% — while venture funding for the sector fell 26%. The industry likes to call this "disruption." We'd call it what it looks like: a sector running all of its experiments at once, on itself, without a control group. Our job is to hand you the lab notes.
As Oscar Wilde wrote in The Decay of Lying:
"Everybody who is incapable of learning has taken to teaching."
With that, let's get to it…
Policy, Politics, and the Business of Education
The biggest number of the month is a subtraction: NAFSA and JB International project up to 111,000 fewer international students at U.S. colleges this fall — a 9.5% drop, from roughly 1.17 million to about 1.06 million — costing the economy up to $3.4 billion and nearly 40,000 jobs. The leading indicators agree: 63% of institutions expect declines, international doctoral applications fell 21%, and Common App international submissions are down 9%, including 14% from India. America spent seventy years building the world's most successful education export, then started treating it like a suspicious package.
What not to do: build a ten-year enrollment strategy on a revenue line Washington can reprice in a single news cycle — and if you already did, don't call the fix "diversification" in the same board deck that shows most of it coming from one country.
The damage is already itemizing itself: UT-Arlington's draft budget attributes a projected $13 million to $15.6 million tuition loss substantially to a 40% decline in international graduate students, per Higher Ed Dive, and Clearinghouse data shows international graduate enrollment fell 4.3% in spring 2026 — 9.2% at public four-years. Graduate programs spent a decade treating international tuition as the quiet subsidy for everything else; the subsidy has noticed.
Meanwhile, the money Washington does control is expiring on the shelf: Education Week's analysis found the Education Department left more than $75 million unobligated across eight accounts when fiscal 2025 closed, and roughly $206 million for more than 20 competitive grant programs could expire September 30 if the White House budget office doesn't release it — with another $795 million across 11 programs unlocked four months later than in previous years. Nothing builds long-term national capacity quite like financing research the way one finances a mattress-store promotion: act now, before it all disappears at midnight.
What not to do: assume appropriated means available. If your growth plan touches a federal grant program, your real counterparty is a calendar.
A federal judge dismissed the Justice Department's antisemitism lawsuit against Harvard on August 13, ruling the cited incidents "too isolated and episodic" to show a civil rights violation — a suit that had sought to cut off future funding and claw back nearly $1 billion in grants, per The Washington Post and Higher Ed Dive. In modern higher education, the legal department is no longer support infrastructure; it's a co-curricular activity, and this semester it made the dean's list.
The Justice Department, undeterred, sued New York days earlier to block in-state tuition for undocumented students, per The Hill. Federal education policy is increasingly conducted through litigation rather than legislation — faster to file, harder to plan around, and nobody has to whip votes for a complaint.
Most four-year graduates end up working in the same state as their alma mater, per Higher Ed Dive. Colleges market themselves as global launchpads, but much of the value proposition remains a regional labor-market partnership wearing a gothic building.
One genuinely calm data point, so this section isn't all sirens: fewer student loan borrowers are falling behind on payments, per New York Fed data. In higher education finance, "less bad than before" remains the sector's most reliable growth category — and honestly, one of its better performers.
EdTech, AI, and the Knowledge Economy
The Digital Education Council's AI in Higher Education Global Survey 2026, published in early July, is the largest look yet at what's actually happening: 45,398 responses across 35 countries found 88% of students now use AI in their learning and 77% of faculty in their teaching — up 16 points from 2025 — while 57% of students say their assessments come with inadequate AI guidance, only 29% believe their instructors are equipped to guide them, and just 31% of faculty feel meaningfully involved in shaping AI policy. Translation: adoption is finished and governance hasn't started. AI on campus stopped being a technology decision some time ago; it's a management competence test, and the survey is the proctor.
What not to do: publish an AI policy your faculty first learn about from the press release. They are the 77% — they will simply grade it.
A tale of two verdicts on the same technology: in New York City, parents and teachers rallied on July 29 for a two-year moratorium on AI in public schools, and the chancellor has asked principals to pause AI software purchases, per the Christian Science Monitor — while the same report pegs the AI-in-K-12 market at $730 million this year, projected to grow 40% annually to $18.5 billion by 2036. The Center for Democracy and Technology estimates 85% of teachers and 86% of students already use generative AI. So the plan is to pause the procurement while the usage compounds — abstinence-only education, now for software.
What not to do: mistake a purchasing freeze for a strategy. The tools are already in the building; they came in through the students' pockets.
As of August 2, the European Union's transparency rules require AI systems to identify themselves to the humans they interact with — a modest requirement with large implications for every tutoring bot, advising agent, and admissions chatbot in Europe, and a preview of disclosure norms arriving everywhere else on the usual regulatory schedule of "later, suddenly."
And stateside, New Mexico's legislative analysts recommended a formal AI oversight body for its public schools, noting the state's only current guidance is a non-binding 2025 document — citing a January Brookings study finding classroom AI's risks currently outweigh its benefits. Fifty states are about to write fifty rulebooks; vendors who wait for the final versions will be selling into districts that already picked their tools.
Deals and Dealmakers
The headline from the bankers is that the wait is over: Tyton Partners' H1 2026 recap counts 514 global education transactions in the first half — up 77% from 291 a year ago and the strongest first half since the sector's 2022 peak — with U.S. volume up 41% to 172 deals. Tyton themselves called 2025 "a year of reset"; the reset, apparently, reset.
What not to do: read "77% more deals" as "77% better prices." Volume came back; the multiple discipline came with it.
An ironic pairing on where the venture money went: HolonIQ's H1 review shows edtech venture funding fell 26% year over year, to roughly $1 billion — and in the same window, imagi closed an oversubscribed $4.5 million seed led by Brighteye Ventures and Day One Capital, with a platform reaching more than 700,000 students across 140 countries and 100-plus U.S. districts, built as a supervised classroom layer over OpenAI and Lovable, with backers including Will.i.am. Capital is still available; it has merely developed the inconvenient habit of asking whether anyone uses the product.
What not to do: pitch a market-size slide to investors who are underwriting adoption. "Education is huge" stopped clearing the bar; "here are our districts" is the new deck.
The biggest education check of the half went abroad: KKR's announced $1.3 billion acquisition of XCL Education, a Southeast Asian network of 19 K-12 schools and 45 preschools across four countries, per Berkery Noyes. While U.S. institutions litigate and legislate, private equity's largest education bet of 2026 is on Asian families paying tuition in cash — a data point worth sitting with.
The past month's tape was smaller and smarter: Sanoma acquired Fluentbe, a Polish AI-powered language-tutoring platform (July 22), and CyberNut bought digital-citizenship platform Neptune Navigate to bolt onto its K-12 student-safety suite (July 9), per EdTech Chronicle — following Colibri Group's June pickup of Audirie for AI-enabled professional learning. The pattern is product-completion: a content company buys data, a safety company buys curriculum. Nobody is buying growth stories; everybody is buying missing features — because districts want fewer vendors, and vendors are responding by becoming more things.
What not to do: hold out for a platform valuation when the buyers are shopping for a feature. In this market, being the missing piece is the exit.
The advised-deal flow tells the same story from the sell side: Tyton ran Educational Vistas' sale to serial software acquirer Banyan (June 8), the EL Education–Cognia merger (May 29), and Five Arrows' strategic investment in student-housing platform StarRez (May 29). Bankers' tombstone pages are the sector's most honest market research — they show what actually cleared, not what was pitched.
For scale, the year's marquee prints remain the consolidation trio: the $2.5 billion Coursera–Udemy combination that closed in May, KKR's $4.8 billion take-private of Instructure, and Bain Capital's $5.6 billion PowerSchool deal, per FE International. The learning-platform land grab is over; the winners are now buying the plumbing.
Campus and Classroom
Florida's Marion County schools are adding AI as the 36th track in their career-and-technical-education program, backed by a $260,000 state workforce grant, launching this month at a brand-new high school. While the coasts debate moratoriums, a Florida district just filed AI under "trades, like welding" — which, as a mental model, is doing more honest work than most white papers on the subject.
Microsoft's new AI in Education report, released at ISTE in late June, finds widespread adoption paired with rising demand for training and support. The company selling the tools has concluded that schools need more help using the tools; we award full marks for accuracy and note the invoice is in the mail.
Higher-income families are significantly more likely to enroll their kids in organized sports, per an AP-reported poll. Youth sports has quietly become a tuition-adjacent industry — pay-to-play was supposed to describe the fees, not the entire model of American opportunity.
And the international story is also a domestic one: when international graduate enrollment drops 9.2% at public universities, the tuition gap lands on state legislatures and domestic sticker prices, neither of which is famous for absorbing surprises gracefully. The students are global; the shortfall, as always, is local.
One Final Thing
Since this is Issue No. 1, you get the honor of the first-ever Educated Guess poll. Which development will matter most over the next 12 months?
A. The international enrollment slide — the $3.4 billion experiment nobody ordered
B. AI governance becoming a core institutional function — procurement eats philosophy
C. The deal rebound — 77% more transactions, and every one of them pickier