MOST EdTech keeps people busy more than it builds real skill
Key Takeaways
- •This article succinctly uncovers a pervasive incentive problem in edtech, where business models prioritizing engagement often inadvertently undermine deep learning by substituting 'busy work' for genuine skill development.
- •This matters profoundly for educators and students, highlighting the critical need to scrutinize tools not just for activity, but for their pedagogical design in fostering productive struggle, robust feedback, and ultimately, learner autonomy.
- •Moving forward, the sector must re-evaluate success metrics to align with mastery and independent application, rather than mere user retention or "stickiness.
Platforms are full of videos, streaks, badges, and clean dashboards. People show up every day and feel productive. Lessons get completed, progress bars move, and numbers go up. Still, many learners freeze when they face a real task. Deep learning needs effort, feedback, mistakes, and time. Many tools smooth that out because friction hurts engagement, so the experience stays comfortable while understanding stays shallow. There’s also an incentive problem. Fast mastery means shorter user lifetimes. Shorter lifetimes mean lower revenue. So products grow around engagement loops and daily usage. The metric that should matter is how quickly someone can leave because they no longer need the tool. Very few teams build around that idea.
Our Take
This article succinctly uncovers a pervasive incentive problem in edtech, where business models prioritizing engagement often inadvertently undermine deep learning by substituting 'busy work' for genuine skill development. This matters profoundly for educators and students, highlighting the critical need to scrutinize tools not just for activity, but for their pedagogical design in fostering productive struggle, robust feedback, and ultimately, learner autonomy. Moving forward, the sector must re-evaluate success metrics to align with mastery and independent application, rather than mere user retention or "stickiness.
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Skip to main content You have permission to edit this article. Edit Close Close Josephine Timperman, a student at Miami University, poses for a portrait Friday in Oxford, Ohio. Timperman declared a major in business analytics, but AI made her switch her major. (AP Photo/Jeff Dean) Jeff Dean Facebook Twitter WhatsApp SMS Email Print Copy article link Save Facebook Twitter WhatsApp SMS Email Josephine Timperman, a student at Miami University, poses for a portrait Friday in Oxford, Ohio.