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Chronicles

The story behind the story

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Why adaptive learning software is seeing increased adoption in US schools and colleges and may completely replace textbooks

Adaptive learning software is replacing textbooks and upending American education.  Should we welcome it?  —  Eighteen students file into a brightly lit classroom.

Slate Will Oremus

Context & Ripple Effects

When Slate posed the textbook-replacement question in 2015, adaptive learning was still a classroom experiment. The decade since has run both ways at once: AI moved into real teaching work like taking over grading and coursework optimization, while higher ed began testing subscription models and AI tutors outright.

But the same corpus shows the counter-current hardening. Schools that spent billions on laptops are confronting worsening social skills and test scores, and districts in North Carolina, Virginia, Maryland, and Michigan are now reevaluating Chromebooks over screen time — even as tech companies court teachers' unions to push the next wave of AI adoption.

First-order effects

  • Students and teachers in adopting schools get software-driven coursework in place of static texts, shifting the teacher's role toward supervision and intervention rather than content delivery.
  • Computer makers and ed-tech vendors capture the spending that used to go to textbook publishers, since every replaced book is also a device-and-license sale.

Second-order effects

  • The documented laptop backlash gives school boards a ready-made argument against the next procurement cycle, forcing vendors to sell outcome evidence rather than novelty.
  • Teachers' unions become gatekeepers: tech companies' union partnerships determine whether adaptive tools enter classrooms with labor's endorsement or against its resistance.

Third-order effects

  • If the pattern holds, US education settles into an adoption-correction cycle where each wave of classroom tech is partially rolled back before the next, and curriculum authority drifts from publishers to whoever owns the adaptive platform and its student data.

The trend: American classrooms are being rebuilt around adaptive software platforms, with each adoption wave increasingly contested by evidence of what screens do to learning.