School districts are buying more educational technology than ever, but much of it is never used. When schools rushed to adopt generative artificial intelligence and other digital tools, they created software clutter that overwhelms teachers and drains budgets. To make these tools work, school leaders must focus on solving specific, measurable classroom problems rather than buying new technology.
What Happened
In August 2026, Dr. Kristen DiCerbo of Khan Academy warned that school systems face initiative fatigue and 'tool sprawl' because they adopt hundreds of new AI programs without coordination. DiCerbo argues that schools must ask a fundamental question: 'What problem are you trying to solve?'
Alarming new data supports this warning. According to a Digital Promise report, the average school district accesses nearly 3,000 distinct educational technology tools in a single school year. This fragmented purchasing triggers a major return-on-investment crisis. An estimated 65% of purchased educational software licenses sit entirely unused. These unused licenses, often called 'shelfware,' waste tens of thousands of taxpayer dollars annually. They also increase teacher burnout and complicate student data privacy.
Even when a tool shows promise in studies, it often suffers from a restrictive '5% problem'. This means benefits only apply to the tiny sliver of students who meet strict usage requirements. As we previously reported, software design and actual daily use matter far more than buying access.
The Bigger Picture
Research shows that classroom technology is not a quick fix. To raise achievement, software must be structured and integrated directly into the core curriculum. A systematic review published in Discover Education found that AI-based tutoring and adaptive learning platforms improve math scores, especially for struggling students. But this success depends entirely on how teachers implement the tool. By contrast, general tools like generative AI chatbots might boost student engagement, but they show little to no direct evidence of improving academic performance.
A teacher's digital competence is also linked to student achievement. A study in Scientific Reports shows that a teacher's technology integration skills boost student self-leadership and classroom sociability, which help drive better grades. When districts use tools like Khan Academy to address specific, defined deficits, like lagging math scores, they tend to integrate the technology into daily routines. As we previously covered, structured activity kits and deliberate classroom routines make a massive difference in whether a technology initiative succeeds.
Student readiness is another barrier. A study in Scientific Reports noted that advanced digital models, like classrooms enhanced with AI and VR, produce the strongest academic and emotional gains specifically among students who already have high technological literacy. If a student lacks basic digital skills, the high-tech tool becomes a hurdle rather than a help.
What This Means for Families
For parents and educators, this means more classroom technology is not inherently better. Some school districts are already pushing back against tech overload. The Los Angeles Unified School District, for example, has restricted edtech use for early learners in kindergarten through second grade.
When evaluating software, school leaders should prioritize problems based on four criteria: importance, tractability (whether it can be improved within six to 18 months), controllability, and evidence. While out-of-school factors like poverty and housing instability affect learning, schools must focus on controllable classroom elements like curriculum quality and practice opportunities. For instance, a meta-analysis in Educational Psychology Review showed that targeted writing instruction strategies for English Language Learners consistently produce quantifiable improvements. Similarly, structured primary school programs can boost social-emotional and behavioral outcomes, though researchers caution that sustaining these gains over the long term is difficult.
What You Can Do
- Ask your school district about its tech audit practices to find out if they actively track software usage or pay for unused "shelfware" licenses.
- Advocate for structured, goal-oriented technology use. If your school uses platforms like Khan Academy, ask how teachers pair those tools with core curricula, such as Illustrative Mathematics aligned courses, instead of leaving them for open-ended free time.
- Help your child build digital literacy at home. Because advanced software requires baseline tech skills, practicing typing and basic computer use early will help them succeed.