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22 min read
Sep 2026

Education

A system under stress in nearly every developed country. Test scores falling since before the pandemic, the cost of college, the future-of-work mismatch, AI in the classroom, and what specific things help.

~$1.7T
Federal student loans outstanding, June 2026
(42 million borrowers; 10.6% of all US student debt was 90+ days delinquent in mid-2026)
~5 months
Math learning the average US student lost to the pandemic by 2022
(more than twice as much in the poorest districts as in the richest; still not made up in 2025)
~80%
Real (inflation-adjusted) rise in published in-state tuition at US public four-year colleges, 2000-01 to 2025-26
(College Board; real median pay rose about 12%)

A note on framing. The page below tries to walk through what the picture actually looks like - what is working, what is not, what the post-pandemic period exposed, and what the AI era is starting to change - in a way that respects readers across the political spectrum. There is no clean ideological answer to most education questions, and the data on what specifically works is more useful than the slogans suggest.


The post-pandemic learning loss

The COVID-19 pandemic interrupted in-person schooling worldwide for periods ranging from a few months to over a year, depending on country and grade level. By 2022 the average US student had lost about half a year of math learning and a quarter of a year in reading, compared with a normal period. Similar patterns appear in British, Australian, Brazilian, and other data, varying with how long schools were closed and what took their place.

What worsened the picture: the loss was sharply unequal. Students from lower-income families, in lower-income school districts, and in countries with longer school closures lost more than their peers. Students whose parents could supplement schooling at home with paid tutors, technology access, or one parent staying home with the children fared substantially better. The pandemic widened the achievement gap that already existed, in some cases reversing decades of slow progress on closing it.

The recovery has been slower than expected. Governments spent heavily on catch-up programs - tutoring, summer school, technology, additional teachers. Some specific programs (high-dosage tutoring is the strongest candidate) have shown measurable effects, and the Education Scorecard, a Harvard and Stanford research project, credits federal relief money for most of the gains in the poorest districts since 2022. Even so, on the 2024 National Assessment of Educational Progress (NAEP), US fourth- and eighth-graders read 5 points worse than in 2019, and eighth-graders scored 8 points lower in math. By 2025, 9-year-olds' reading was back at its 2020 level; 13-year-olds' scores were not. Estimates of the lifetime economic effect on the most disrupted cohorts run into the trillions of dollars across affected countries, though they rest on assuming the shortfall is permanent.

What this exposes about the system. The pandemic showed both that in-person schooling is essential and that the system was less resilient than expected: the catch-up has been slower and harder than the recovery spending would predict. The system depends on assumptions - children show up, teachers teach, parents do not have to substitute for schools - that turn out to be more fragile than the pre-pandemic education conversation acknowledged. The first is still shaky: about 23% of US students were chronically absent in 2024-25, missing 10% or more of the school year, against about 15% before the pandemic.


The cost of college

US college tuition rose about 80% in real terms between 2000-01 and 2025-26 at public four-year universities and about 50% at private nonprofit ones (published "sticker" prices, College Board). Real median weekly earnings rose about 12% over the same period. College has become much more expensive relative to family income, and student debt has grown with it. The last decade looks different: published public four-year tuition has fallen 9% in real terms since 2020-21, and the average net price for first-year in-state students at public four-year colleges, after grants, fell from $4,450 in 2012-13 to about $2,300.

World tertiary enrollment ratio
42.0%
+4.5 pts over 5 years · was 37.5% in 2017
World public spending on education
4.2%
+0.0 pts over 5 years · was 4.2% in 2016

Several factors drive it, none of which alone explains the picture. State funding for public universities has fallen as a share of those universities' budgets, with tuition rising to fill the gap. Administrative spending has grown faster than instructional spending. The amenities arms race (better dorms, recreation centers, athletic facilities) has consumed significant capital spending. Federal student-loan availability has expanded faster than wages, which critics argue lets universities charge more without price discipline from buyers. Each of these is a partial cause; how much each contributes is disputed.

What this has produced. The federal government holds about $1.7 trillion of student loans, owed by 42 million people (June 2026). New York Fed credit-bureau data, which count differently, put all student debt at $1.65 trillion, up from about $240 billion in 2003. The median federal balance is around $20,000, but the long tail is severe: the 3.8 million borrowers who owe over $100,000 each, often law and medical school graduates, hold about 40% of the federal total. The debt has measurable effects on home ownership (a Federal Reserve study found that 10% more debt cuts home ownership by 1-2 percentage points in borrowers' first five years out of school), family formation, retirement saving, and career choice. Borrowers who do not finish have the worst outcomes - debt without the credential that justifies it - and nearly four in ten students who start college have no degree or certificate six years later.

The political response has swung. The Supreme Court struck down the Biden administration's broad loan forgiveness in 2023, and in 2025 a federal appeals court ruled its most generous repayment plan unlawful. A 2025 budget law then tightened federal lending. From July 2026 it ends uncapped federal loans for new graduate students (Grad PLUS), caps parent borrowing at $65,000 per student, and offers new borrowers only a standard plan or a single income-driven plan, with most older plans closing in 2028. The Congressional Budget Office expects its higher-education changes to save about $284 billion over ten years. Some states (Tennessee, New York, others) have made community college free or reduced cost.


K-12 stagnation and decline

Beyond the pandemic effects, K-12 outcomes in most rich countries were roughly flat for years and are now falling. The OECD's PISA tests measure 15-year-olds' ability in math, reading, and science; the 2025 round covered 91 countries and economies. It recorded the lowest OECD averages in PISA's history in math and reading: since 2015 reading has fallen 28 points and math 22, the equivalent of about a year and a half and a year of learning. The US was at the OECD average in math and above it in reading and science, though its sample missed some of PISA's standards, and it had the widest gap between strong and weak readers of any participating system. The East Asian systems (Singapore, Japan, Korea, Taiwan, Macao, parts of mainland China) kept their lead.

World primary school completion rate
88.0%
+0.1 pts over 5 years · was 87.9% in 2019

Why the stagnation. Education researchers have a reasonably consistent answer: the things that matter most for student outcomes are the quality of teaching, the support and structure children have at home, the peer environment in school, and the cumulative effect of many years of incremental learning. Most reforms either change the easy-to-measure surface (testing, accountability, curriculum standards) without improving teaching, or try to improve teaching without the political and cultural support to do it. The reforms that have produced measurable gains (high-dosage tutoring, sustained early-childhood programs like Perry Preschool, specific phonics-based reading instruction in some districts) have been hard to scale beyond their original settings. For the US decline since about 2013, the Education Scorecard's authors name two likely causes, looser test-based accountability and the rise of social media, but say it is unclear how much each contributed.

What is changing now. Phonics-based reading instruction (the "science of reading" movement) has spread across US states after decades of debate. Every state that improved in reading between 2022 and 2025 was implementing it, though many that adopted it have yet to improve. Phones are leaving classrooms: 36 US states ban or limit them. A Florida study found test scores rising in a ban's second year, after a first-year jump in suspensions; an English study found no link between school phone rules and students' well-being. The federal role is shrinking. The Education Department has cut its staff by nearly half since January 2025 and handed the management of programs, including aid for poor districts and special education, to other agencies. It says this gives "parents, students, and teachers more control over education"; states, districts and unions are suing, and in July 2025 the Supreme Court let the layoffs proceed while the case continues.


The future-of-work mismatch

The system that produces educated adults was largely designed in the late 19th and early 20th centuries to prepare workers for an industrial economy. Most of its structure has changed less than the economy it was meant to feed. That structure is 12 years of K-12 schooling, four years of college as the standard credential, and an academic curriculum that emphasizes abstract reasoning and writing.

Most jobs that pay well and do not require advanced degrees now require some form of post-secondary credential or specific technical skill. The traditional vocational pathways (apprenticeships, community college technical programs, employer-trained skill development) are weaker in the US than in most peer countries. The four-year degree that became the default route to the middle class after World War II still pays. In 2025 the median full-time worker aged 22 to 27 with a bachelor's degree earned $60,000, against $40,000 with only a high school diploma (New York Fed). But the degree costs far more than it did, and recent graduates' unemployment rate, 5.7% in mid-2026, has risen above the 4.1% for all workers.

Germany and Switzerland are the usual counterexamples. Their dual-track education systems (academic for some students, structured technical apprenticeships for others) are associated with lower youth unemployment, higher earnings for non-college-educated workers, and a stronger industrial base than US-style college-or-nothing systems. There is a catch: Eric Hanushek and colleagues found that the early job advantage of vocational training shrinks with age, most of all in apprenticeship countries. The political conditions that built and sustain those systems - employer involvement in education, cultural respect for technical work, cooperative labor-management traditions - are not easy to replicate in countries that lack them.

Now consider AI. Many of the traditional knowledge-work jobs that justified the four-year college credential are now exposed to AI substitution (covered on the AI and the Concentration of Power page). The professional skills that AI is least likely to substitute for - judgment under uncertainty, learning from limited data, physical and social skill, creative synthesis, and ethical reasoning - are not skills the typical college curriculum is currently designed to develop. Education systems that adapt to this may give their graduates better economic prospects than those that do not. Most systems are adapting slowly.


AI and what is changing in classrooms

AI has reached classrooms faster than the school system has adapted to it. In a Pew survey in late 2025, 54% of US teens said they had used AI chatbots for help with schoolwork, and 59% thought AI cheating happened at least somewhat often at their school. The first wave (2023-2024) was characterized by alarm about cheating; the second (2025 on) is starting to be about what AI changes in teaching and learning.

What AI does well in education. Producing first drafts and outlines that students can react to. Explaining concepts in multiple ways and at different levels of detail. Personalizing practice problems for individual students at their actual level. Acting as a patient one-on-one tutor for students whose schools cannot provide that. In a randomized trial in a Harvard physics course, students using a purpose-built AI tutor learned more, in less time, than in active-learning classes. The promise is real.

What AI does not do well in education. Building the foundational skills that come from struggle and persistence (writing one's own first draft, working through a math problem on paper, memorizing vocabulary). Replacing the social-emotional learning that happens in classrooms with peers. Substituting for the relationship between a teacher who knows a student well and that student. Identifying when a student is struggling for non-academic reasons. These are the things that good schools have always done and that no AI can fully replace. The risk is measurable: in a Turkish high-school trial, unrestricted GPT-4 access raised scores on practice problems but left students 17% worse on later exams without it; a tutor version with guardrails avoided the harm.

The integration question is not whether AI will be in classrooms - it already is - but how to integrate it without losing what schools do well. The most promising experiments combine AI as a tutor and practice tool with strong in-person teaching that focuses on the dimensions AI cannot substitute for. PISA 2025 points the same way: students who used AI to draft their writing scored lower, but frequent users who had been taught to judge AI output did better than those who had not. Most school systems are still figuring this out.


How country systems compare

Different countries' education systems perform very differently and reflect different political and cultural choices. The numbers below are rough.

Singapore
PISA top 3
Consistently among the world's top performers across all PISA subjects. Highly tracked system, intense academic culture, strong teacher selection and training. Critics note the cost in student stress and the narrowing of post-school paths.
Estonia / Finland
Estonia top 10
Two much-studied European systems with very different approaches. Estonia is data-driven, technology-integrated, and tightly aligned to specific outcomes; it was in the top ten in all three PISA subjects in 2025, on moderate spending. Finland is teacher-trust-based, low-stakes-testing, and emphasizes early-childhood development. Long a model, it is now near the OECD average in math (469 against 463 in 2025), though above it in reading and science.
Korea / Japan
PISA top 10
Strong academic cultures, high-stakes testing, intense after-school tutoring (especially in Korea). Critics note severe student-mental-health and social costs of the systems. Both countries are trying to reduce the most extreme pressures while keeping the academic results.
Germany / Switzerland
Strong dual-track
Both have well-developed technical and vocational education alongside academic university paths. Apprenticeships are taken seriously, employer-funded, and culturally respected. Youth unemployment is low; non-college earnings are higher than in most peer countries.
United States
PISA above average
Above the OECD average in reading and science in PISA 2025, at it in math. Wide variation across states and districts, often larger than variation between countries. World-class research universities at the top; in 2025 the administration froze about $6 billion of research funding at nine of them, citing antisemitism and other concerns, and several settled while Harvard won in court (the government has appealed). Severe affordability and equity issues at the K-12 and post-secondary levels. Spends about a third more per student, from primary school through university, than the OECD average (2022), without correspondingly better outcomes.
United Kingdom
PISA top 10
Held steady in PISA 2025 while most of Europe fell, ranking in the top ten in all three subjects. Strong tradition of secondary education and excellent universities. England's tuition cap (£9,790 a year from 2026-27) is far below US private-university prices but rising. Regional variation in K-12 outcomes is substantial.
France
PISA average
Strong academic tradition; public universities charge EU students €178 a year for a bachelor's degree. Achievement gaps between students from different family backgrounds are among the largest in the OECD. The "grandes écoles" system at the top is internationally elite while many ordinary schools struggle.
India
Highly mixed
A few elite institutions (the Indian Institutes of Technology and of Management, the Indian Institute of Science) of world standard, with most schools and colleges far below international standards. Right to Education has expanded primary access dramatically since 2010. Quality varies enormously.
China
Top in some regions
In PISA 2025, four wealthy provinces and cities (Beijing, Shanghai, Jiangsu, Zhejiang) posted the world's highest scores in math and science, though the sampling is contested. The broader Chinese education system varies by province; rural areas remain far behind urban ones.
Sub-Saharan Africa
Severely under-resourced
Primary enrollment has expanded dramatically but learning outcomes remain low in many countries. Teacher absenteeism, weak materials, and limited public funding combine. The "global learning crisis" - that hundreds of millions of children are in school but not learning - is concentrated in this region and parts of South Asia.

The takeaway: different systems work for different reasons, and the relationship between spending and outcomes is loose. The countries long cited for improvement (Estonia, Poland, Portugal, parts of the UK) got there through specific focused reforms over many years rather than any single dramatic policy change, and gains can fade. The US case - high spending, average-to-good scores, severe equity gaps, world-class top tier - is one of the most distinctive in international comparison.


The paths from here

Dated September 2026, weeks after PISA 2025 recorded the lowest OECD averages in its history in math and reading. Education is one of those topics where policy moves slowly and consequences accumulate over decades. Each path below is one realistic shape the next 10-20 years could take.

1

Continued slow drift in K-12

Average outcomes stay roughly flat. Equity gaps remain wide. Reform energy is concentrated on the most visible recent priorities (literacy instruction, post-pandemic recovery, AI integration) without producing transformational change. The system continues to produce graduates with roughly the current distribution of preparation, and the labor market continues to reward those at the top while struggling to absorb those at the bottom.

Will it happen? This is the base case absent meaningful reform. In the US, younger students' math has partly rebounded since 2022, while reading began to turn only in 2025, and only in some states. Most education-policy efforts produce incremental change.

2

College costs reform meaningfully

Some combination of state-level free-college expansions, federal student-loan structural reform, employer-funded education credentials, and university cost discipline brings the cost-versus-wage ratio back toward something more sustainable. Total student debt grows more slowly. The political consensus that college is necessary for middle-class life is partly broken.

Will it happen? Partly, though not by the expected route. Published tuition at public four-year colleges has fallen in real terms since 2020-21, and net prices for a decade. Instead of forgiving debt, the 2025 budget law tightened federal lending, capping graduate and parent borrowing from July 2026. The other drivers (administrative growth, the amenity arms race) have not been fundamentally addressed.

3

Vocational and apprenticeship pathways expand

Renewed political and economic interest in non-college pathways produces a meaningful expansion of US apprenticeships, technical credentials, and employer-funded training programs. The system moves modestly toward the German-Swiss model, with corresponding improvements in non-college earnings and youth-employment outcomes. The cultural respect for technical work that has been weak in the US for decades partly recovers.

Will it happen? Some movement is happening. Enrollment at trade-focused community colleges rose almost 20% between spring 2020 and spring 2025, and since July 2026 federal Pell grants can pay for job-training programs as short as eight weeks. Cultural attitudes toward non-college work are slowly shifting. Whether this adds up to lasting change depends on sustained political support.

4

AI tutors transform individual learning

AI-aided personalized tutoring becomes standard across schools and homes. Children get one-on-one tutoring at the level that previously required wealthy families paying private tutors. The achievement gap that has been driven partly by tutoring availability narrows. Average learning gains accelerate as the tutoring effect (which has one of the strongest evidence bases in education research) becomes universally accessible.

Will it happen? Some version is plausible by the early 2030s. The implementation challenge is real - integrating AI tools without undermining what good teachers do, and ensuring access for students who lack home technology. Early trials are mixed: purpose-built tutors have produced gains, while unrestricted chatbots have hurt exam results. The political and funding support to scale this is uneven across countries.

5

A widening gap between students whose families can supplement and those who cannot

The class effect on educational outcomes - which has been substantial for decades and worsened during the pandemic - continues to grow. Wealthy families afford private schools, supplement with tutors, choose neighborhoods for schools, and pay for college without debt. Less wealthy families cannot. The educational system becomes increasingly stratified along class lines, with the public schools serving a different population than they did 30 years ago.

Will it happen? Partly happening. Since 2019 the lowest US performers have fallen furthest. The long-run trend is disputed (see the Wealth and Inequality page): Sean Reardon found the income gap in test scores 30-40% larger for children born in 2001 than for those born 25 years earlier, while Eric Hanushek and colleagues find the gap by family background slowly narrowing. School choice is the main new policy: 18 states fund private schooling for almost any child, and a federal scholarship tax credit starts in 30 states in 2027. Supporters cite Florida and Ohio studies showing higher college-going among users; critics note that about 70% of new Arizona users were already in private school, and that Louisiana's voucher students scored sharply lower in math.

The base case is slow drift in average outcomes, with localized improvements in specific places that have invested in serious reform. AI-aided learning is the most likely transformational variable. Vocational and apprenticeship pathways may expand modestly. College costs will keep producing political pressure; the 2025 loan caps are the first large test of tighter federal lending. The class gap may widen further before any countervailing force becomes politically possible.


Where serious analysts disagree

Expert disagreement

Education research is unusually robust in some areas (the effect of high-dosage tutoring, the importance of early-childhood development, the lower returns on specific kinds of school-spending increases) and unusually contested in others. Each reading below is held by named scholars worth engaging directly.

1

The system is structurally broken and reform is needed

The K-12 and higher education systems in the US specifically (and in many other rich countries) suffer from deep structural problems. They include misaligned incentives between schools and students, weak accountability, slow adoption of evidence-based practices, regulatory and political capture by educator interests rather than student outcomes, and a college-financing structure that rewards higher prices and longer enrollment regardless of value delivered. Marginal reform is insufficient; structural change is needed.

Held by: Caroline Hoxby (Stanford), Roland Fryer (Harvard), and a body of education-economics work focused on accountability and incentive design. Their case has been controversial in education-policy circles but has produced specific reform agendas with measurable results in some implementations.

2

The early-childhood foundation is the highest-leverage intervention

The improvements that produce sustained gains start before kindergarten. High-quality early-childhood programs (the kind documented in the Perry Preschool, Abecedarian, and similar long-running studies) have produced measurable gains in long-term outcomes - educational attainment, earnings, health, lower criminal-justice involvement - that no later intervention has matched. The economic return is among the highest of any public investment ever measured. The political coalition for serious early-childhood expansion has been weak relative to the evidence.

Held by: James Heckman (Chicago, Nobel Prize in economics), and a substantial body of human-capital research. The evidence from small, intensive programs is strong; large public programs have a weaker record - in a randomized study of Tennessee's statewide pre-K, participants scored lower than non-participants by sixth grade. The political case has been harder to build because the benefits accumulate over decades while the costs are immediate.

3

Vocational and technical paths need expansion

The over-emphasis on four-year college as the standard middle-class credential has produced a generation of people who took on debt for credentials they did not need for the work they ended up doing, while leaving non-college-bound students without the structured technical pathways that could have produced good careers. The German-Swiss model demonstrates what is possible. The US specifically has been slow to take this seriously despite repeated rounds of awareness.

Held by: David Autor (MIT), and a body of labor-economics work on the future of employment. The case is strong in the data. The political coalition for non-college pathways has been hampered by the cultural assumption that not-college means failure, which does not match the data on actual life outcomes for people in skilled trades and technical fields.

4

AI will transform education within a decade

The combination of AI tutors that can deliver personalized one-on-one teaching, AI tools that can identify student difficulties early, and AI-aided assessment that can adapt to individual progress will produce gains in educational outcomes larger than any policy reform of the last 50 years. Schools that integrate these tools well will produce visibly better outcomes. The technology is improving fast enough that the effect should be measurable by the late 2020s.

Held by: Sal Khan (Khan Academy), Eric Schmidt, and a tradition of education-technology optimism. The case has both substantive merit (the data on tutoring effects is strong, and AI can scale tutoring access) and limits (educational outcomes have proven resistant to technology-driven transformation in past waves). Whether AI actually delivers what previous technologies have not is uncertain.

5

The credentialing system is the underlying issue

Most of what college teaches has weak measurable economic return. What it actually does is sort students by ability and conscientiousness through the credentialing process. The four-year credential signals to employers something about the holder - mostly that they were able to complete a multi-year structured commitment - rather than transferring specific skills. This is an expensive and inefficient sorting mechanism. The reform that would help most is breaking the credentialing monopoly and allowing employers to assess candidates on what they can actually do.

Held by: Bryan Caplan (George Mason, "The Case Against Education"), and a tradition of skeptical labor-economics work. The case is uncomfortable in education circles but has substantive support. The implication is that policy aimed at expanding college access without addressing the underlying credentialing problem may produce more borrowing without proportional improvement in outcomes.

What the available evidence supports: the US system has problems that have produced flat or falling outcomes despite high spending, though researchers disagree about the causes. Small, intensive early-childhood programs show large long-run gains, while large public programs have a mixed record. Vocational and apprenticeship pathways ease young people into work, though the advantage may fade with age. AI may transform individual learning if integrated well, and unguided use can set it back. The credentialing question is real and is starting to be addressed by some employers.


What this means for you

Education touches every reader's life directly through their own schooling, their children's, and the workforce around them. A few practical observations:

1

If you have young children

The early years (zero to five) matter enormously. The home environment - reading aloud, talking to children at length, exposure to broad experiences, stable routines, low chronic stress - matters more than almost any specific educational program. Quality childcare and pre-K can make measurable differences a decade later, though results vary widely by program. None of this requires unusual wealth; it requires unusual attention.

2

If you have school-age children

Average school quality matters; the specific school matters more than the district average; and the home environment matters more than either. Reading at home, demonstrating that learning is valuable, talking through difficult academic material, providing structure, and being involved enough to know when something is going wrong are all things parents can do without unusual resources. Much of the class gap in outcomes is linked to things that happen at home. That is uncomfortable to acknowledge, but it means parents who care have real room to make a difference.

3

If you are choosing college

The economic return on a four-year degree varies enormously by major, school, and individual. STEM, business, healthcare, and economics degrees from solid schools have the highest returns. Humanities degrees from less selective schools have the lowest. Going to a big-name school is less important than completing a degree at all - the gap between dropouts and graduates is far larger than the gap between graduates of more and less selective schools. Borrowing aggressively for a degree of uncertain value is a worse decision than the political conversation typically acknowledges; community college followed by a transfer is often a better financial path.

4

If you are not college-bound or post-college

Vocational and technical paths can produce excellent careers with low debt and strong employment prospects. Prospects are strongest in skilled trades (electrical, plumbing, heating and cooling, welding, construction management), healthcare-adjacent roles (nursing, technicians, therapists), and emerging technical roles (cybersecurity, network administration, specific software development paths). Apprenticeships, community college technical programs, and employer-funded training are all worth taking seriously.

5

If you are thinking about your own learning

The skills AI is least likely to replace - judgment under uncertainty, creative synthesis, ethical reasoning, the ability to navigate ambiguity - are also the most valuable in most professional environments. Continued learning across a lifetime, adapting as the economy changes, becoming the kind of person who can think about hard questions without being paralyzed - all of these matter more than any specific credential. The half-life of specific skills is short; the underlying ability to keep learning is durable. This is the real return on education.

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