NEPC Review: Productive Struggle: How Artificial Intelligence is Changing Learning, Effort, and Youth Development in Education

Oct 15, 2026

NEPC review evaluates Bellwether’s report, “Productive Struggle: How Artificial Intelligence is Changing Learning, Effort, and Youth Development in Education,” focusing on generative AI’s effects on student learning. The review proposes a criterion for distinguishing genuine learning from “ease” that becomes a shortcut with hidden costs. It analyzes AI interactions with memory, attention, motivation, metacognition, and self-regulation, while criticizing the original report for conceptual conflation, overly individualistic assumptions about classrooms, and limited harm-mitigation guidance for youth.

LanguageEnglish

CategoryResearch & Report

FormatPDF

Pages11

Reading Time28 min

AccessFree to download

Summary

Key evaluation criterion

I. Introduction

AI disruption in schools

Opportunities, challenges, and dilemmas

Bellwether report and productive struggle framework

NEPC Review: Productive Struggle: How Artificial Intelligence is Changing Learning, Effort, and Youth Development in Education (Bellwether, June 2025) Reviewed by: Thomas M. Philip University of California, Berkeley October 2025 National Education Policy Center School of Education University of Colorado Boulder [nepc.colorado.edu](nepc.colorado.edu) Acknowledgements NEPC Staff Faith Boninger Publications Manager Mark Paige Academic Editor Elaine Duggan Production Design Alex Molnar NEPC Director Kevin Welner NEPC Director Suggested Citation: Philip, T.M. (2025) . NEPC Review: Productive struggle: How artificial intelligence is changing learning, effort, and youth development in education. Boulder, CO: National Education Policy Center. Retrieved [date] from [https://nepc.colorado.edu/review/struggle](https://nepc.colorado.edu/review/struggle) Funding: This review was made possible in part by funding from the Great Lakes Center for Educational Research and Practice. GREAT LAKES CENTER For Education Research & Practice This work is licensed under a Creative Commons Attribution-NonCommercialNoDerivatives 4.0 International License. This publication is provided free of cost to NEPC’s readers, who may make non-commercial use of it as long as NEPC and its author(s) are credited as the source. For inquiries about commercial use, please [contact NEPC at](contact NEPC at nepc@colorado.edu)[ nepc@colorado.edu](contact NEPC at nepc@colorado.edu). The National Education Policy Center (NEPC), a university research center housed at the University of Colorado Boulder School of Education, sponsors research, produces policy briefs, and publishes expert third-party reviews of think tank reports. NEPC publications are written in accessible language and are intended for a broad audience that includes academic experts, policymakers, the media, and the general public. Our mission is to provide high-quality information in support of democratic deliberation about education policy. We are guided by the belief that the democratic governance of public education is strengthened when policies are based on sound evidence and support a multiracial society that is inclusive, kind, and just. Visit us at: [http://nepc.colorado.edu](http://nepc.colorado.edu) [http://nepc.colorado.edu/review/struggle](http://nepc.colorado.edu/review/struggle) 2 of 11 NEPC Review: Productive Struggle: How Artificial Intelligence is Changing Learning, Effort, and Youth Development in Education (Bellwether, June 2025) Reviewed by: Thomas M. Philip University of California, Berkeley October 2025 Summary Productive Struggle: How Artificial Intelligence is Changing Learning, Effort, and Youth Development in Education, recently released by Bellwether, considers the role of GenAI in education. It proposes a criterion for evaluating these new technologies’impact on student learning: When does ease afforded by GenAI enable greater learning, and when is ease a shortcut with a hidden cost? Toward this end, it examineshow AI-powered tools may interact with a student’s memory and information processing, attention and engagement, motivation and mindset, and metacognition and self-regulation. Unfortunately, the report conflates the distinct and often implicit meanings of learning, which leads to unjustified conclusions about the potential impact of AI in education. Taking a highly individualistic lens to learning, and thus often overlooking complex classroom environments that impact learning, the report also makes unfounded inferences about the use of AI-powered tools in classrooms. Further, it does not offer proactive recommendations to mitigate the known harm associated with the use of GenAI, particularly when used with children and youth. In sum, while the report restates and reminds us of important questions that must be addressed, its usefulness for policymakers is quite limited. [http://nepc.colorado.edu/review/struggle](http://n

FAQs

What criterion does the review emphasize for evaluating generative AI in learning?

It stresses distinguishing when AI-provided ease supports greater learning versus when it becomes a shortcut that carries hidden costs.

Which learning-related areas does the Bellwether report examine in relation to AI tools?

It discusses how AI tools may affect memory and information processing, attention and engagement, motivation and mindset, and metacognition and self-regulation.

What are the review’s main criticisms of the Bellwether report for policymakers?

It criticizes conflation of the meanings of learning, unjustified conclusions, overly individualistic assumptions that overlook classroom complexity, and the lack of proactive recommendations to mitigate known harms, especially for children and youth.

Oct 15, 2026

Uploaded by Taylor Morgan