Speed is a buyer's metric, not a learning outcome

Any ed-tech pitch gets to speed eventually. Faster to mastery. Two hours a day. Ten times the pace.

That claim tells you who the product is for, and it isn't the learner. Speed isn't a learning outcome. It's a buyer's outcome: a number that fits on a slide at the moment someone has to sign.

Learn what?

Your Kids Can Learn 10x Less in 10x Less Time! is Dan Meyer's answer to the "school is too slow for my kid" crowd. He builds curriculum and technology for schools, and this year he's also working weekly in a public fifth-grade math classroom. His follow-up question to any 2x, 5x or 10x claim is two words: learn what?

His evidence is one class period. Twenty minutes on two multiplication problems a calculator would finish instantly. In those twenty minutes the kids solved the same problems three ways and connected them. They estimated first, as a check. They worked out why a 4 in one place was worth two hundred times a 2 in another, not twice as much. And they argued it out together.

None of that is slow. It's the part that takes time because time is what it's made of.

Meyer's line for the alternative is the best one I read this week: doing "less with less." You can always go faster by committing to fewer goals. The pitch just doesn't mention which goals it dropped.

I've written this position down before: a framework for amplification that stops short of the generative side of thinking collapses into productivity. A speed claim is a productivity claim. It measures the output and skips the question that matters: what is being amplified, in whom, and toward what end?

This week's reads

Click Here to Comply The live case. Audrey Watters on AlphaSchool, a private school selling "two hour learning": two hours a day clicking through AI-mediated lessons, at tuition she puts at $10,000 to $75,000 a year. She builds on Ben Riley's reporting on the school's eight-week boot camp and names what personalized-learning software runs on underneath, whatever the label: behavioral engineering. This is what speed-first looks like from inside. It's sold as acceleration and it runs on compliance.

The Algorithmic Order Why speed keeps winning. Her opening sentence carries the whole argument: "The history of education technology is inseparable from the history of standardized testing." She traces it through the federal push for computer-based testing in the early 2010s, which moved many more districts to one-to-one computing. I've treated the categories a tool produces as a procurement risk to manage. Watters treats measurement as the purpose. If she's right, the speed claim isn't a marketing accident. It's the product.

Move Slow, Remake Things The history of the hurry. Watters opens on Tyack and Cuban's Tinkering Toward Utopia, and one line from it: change "is not synonymous with progress." Reformers have always been impatient with schools, and the tinkering they dismiss is how schools keep what works. I've argued education runs the same fifteen-year engagement with each new technology. This is that cycle's temperament. The impatience isn't new to this wave. It's the pattern.

Two that argue back

Who Is Ed-Tech For? Watters again, and this one is aimed at people like me. The marketing always says ed-tech is for "the students." Her answer is that it isn't designed for students or teachers, and it isn't bought by them either. It works for the company, and for the storyteller selling it.

My fix for this is the procurement table: give the people signing a vocabulary built around effect, not access. She'd call that a category error, because better words don't change who a product is built for. I don't think she's wrong. I've said I expect the fix won't happen. I still think the table is the right place to try.

Everyone in Edtech Should Show Their Cards Meyer's fix is evidence: one stationary video of a full class session from every company making claims, instead of funded studies and testimonials. He shows his own company's lesson, with no device stretch longer than eight minutes.

I agree more than I expected. A video isn't a score. It's a record a room of professionals can argue over, which is closer to what I want than any dashboard. But one session can't show the thing I'd look for. That thing is the fade: support that shrinks as the student gets stronger. A tool that helps just as much in May as it did in September isn't responding to growth, and you only see that across a year. And Watters' question still applies to the video, because the company picks which one to show.

Quick mentions

How to Inoculate Yourself Against Edtech Psychosis — Meyer's case for spending time in actual classrooms before believing a pitch. One hour a week, he says, changes your outlook.

Next time someone tells you a product makes kids learn faster, ask "learn what?" Then ask what it does in May.

One ask: if you sit on the buying side of a school or district, what question do you put to a vendor that the pitch deck never answers? Reply. I read everything.

And if this was useful, forward it to someone who'd argue with it.

— Wayne

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FREE BEER STUDIO · FREE BEER FRIDAY · ISSUE 3 · 2026-09-25