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Christopher Kosman's avatar

This analysis perfectly captures a fundamental tension I've been thinking about: the gap between EdTech promise and measurable learning impact. While the PDK Poll data showing declining AI support is concerning, it mirrors a broader pattern where educational technology adoption often outpaces evidence of effectiveness.

Your point about AI tools making "implicit pedagogical decisions" resonates deeply with this piece I read recently (https://1000software.substack.com/p/technology-wont-save-schools) which argues that we consistently overestimate technology's transformative power in education. The author notes how we keep expecting different outcomes from similar patterns of tech adoption without fundamentally changing how we measure learning.

What strikes me about your developmental AI literacy framework is that it addresses the "intentionality" issue you mention. But here's my challenge: How do we move beyond adoption metrics ("X schools use AI tools") to actually evidencing learning improvement? Not just engagement or time-on-task, but genuine cognitive gains?

I'd love to see more discussion about designing AI interventions with built-in learning outcome measurement from day one. Too often we implement first, then scramble to prove impact later. What would it look like to start with the learning science and work backward to the AI application?

Real debate needed: Are we repeating the same mistakes of previous EdTech waves, just with more sophisticated tools?

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Chris @ RootedSparks's avatar

"The declining support isn't a rejection of technology—it's a call for intentionality."

This line got me thinking about the recent MIT study showing 95% of enterprise AI pilots are failing. Both education and business are discovering the same hard truth: jumping into AI adoption without strategic clarity, defined success metrics, or proper stakeholder education is a recipe for failure. Just as enterprises are learning that throwing AI at problems without understanding capabilities and implementation requirements leads to zero ROI, schools are facing declining public support because they're deploying tools without clear pedagogical objectives or training for educators, parents, and students. The 5% of successful implementations-whether in boardrooms or classrooms aren't the ones with the fanciest technology; they're the ones that started with intentional strategy, comprehensive education, and clear metrics for meaningful impact. When you skip that foundational work, you're essentially asking for the restrictive, fearful response we're seeing across sectors.

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