What Schools Get Wrong About EdTech — And How to Fix It

Sixty-seven percent of edtech licenses in American schools go entirely unused. Not underused. Unused. Nobody logs in. In some districts it's 90%.

A 2019 Glimpse K12 study examined $2 billion in edtech spending across 275 schools and over 200,000 software licenses. Among the licenses that did see some activity, 98% were not used "intensively," defined as just ten or more hours of use between assessments. Schools are spending $30 billion a year on technology and getting almost nothing back.

How Big Is the Waste?

The full picture is worse. During the 2023-24 school year, the average district maintained an inventory of 2,739 distinct edtech tools. Only half were accessed by anyone on a monthly basis. Districts spend approximately $3.8 billion per year on software licenses alone, roughly $75 per student. Research shows that 27% of those licenses fail to meet any stated educational goal, translating to more than $1 billion in pure waste annually.

And despite growing awareness of the problem, the tool count keeps climbing. District inventories grew 9% year over year to an average of 2,982 tools, even as budgets tightened. Schools are accumulating software faster than they can evaluate it, train teachers on it, or determine whether it works.

Four Mistakes That Keep Repeating

Research from Edutopia and multiple implementation studies points to the same errors showing up district after district.

1. Buying Without a Clear Purpose

The most common mistake is the most basic: acquiring technology before articulating what problem it should solve. A district hears about a promising platform, a vendor gives an impressive demo, and an administrator signs a contract. All before anyone asks whether the tool addresses an actual instructional need. The "why" gets lost before implementation begins.

2. Leaving Stakeholders Out of the Decision

When purchasing decisions happen in administrative offices without input from teachers, IT staff, and curriculum specialists, the tools arrive in classrooms with no champions and no context. Teachers discover new software in their accounts with no explanation of why it is there or how it fits their instruction.

A Common Sense Media survey found that 63% of teachers describe district communication about available technology as "moderate or non-existent." Nearly a third said they simply could not use the technology available to them because they had never been trained on it. The tools exist. The awareness does not.

3. No Long-Term Vision

Too often, edtech tools are "bolted on" to existing practices rather than integrated into a coherent instructional strategy. Without a long-term vision for how technology supports learning goals, each new purchase becomes another isolated experiment, used briefly, then abandoned when the next tool arrives.

4. Deploying Before Establishing Routines

Districts frequently push tools out to classrooms before establishing management routines, usage expectations, or support structures. The result is predictable: early confusion hardens into permanent neglect. Implementation must precede deployment, not follow it.

Training Is Where It All Falls Apart

Every failed edtech adoption we've studied shares one thing: inadequate teacher training. The research on this is unambiguous.

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Eighty-seven percent of teachers report using technology in their classrooms on a weekly basis. But 56% of those same teachers say they have received insufficient training to use it effectively. Only 18% of principals believe their teachers are "very proficient" with the technology their schools have purchased.

The gap matters because training directly affects outcomes. Studies show a 21% improvement in student performance when teachers receive proper edtech training. Yet the training infrastructure remains broken: in the UK, 64% of educators report dissatisfaction with edtech training, and only 15% believe the training they receive is satisfactory. Seventy-two percent cite unreliable technical support as a barrier, and 52% say they lack professional learning opportunities altogether.

A RAND Corporation report confirmed what practitioners have long suspected: teacher training "consistently made or broke" edtech success. The same report found that active student engagement was essential for technology to improve outcomes, and that infrastructure barriers "disproportionately affected disadvantaged pupils," widening the very gaps technology is often purchased to close.

What Actually Works: Two Case Studies

Denver Public Schools: Cutting 654 Tools

Denver Public Schools confronted its sprawling tool inventory head-on. A cross-functional working group (teachers, IT staff, curriculum specialists, administrators) audited the district's entire edtech portfolio. The result: they cut more than 1,000 tools down to 346, saving over $1 million.

The key insight was not about finding the best tool. It was about recognizing the cost of having too many. As one Denver administrator put it: "Having 1,000 things meant doing 1,000 things poorly."

Utah's K-12 Math Grant: Making Vendors Share the Risk

Utah took a structural approach to the problem. Its K-12 Math Grant program requires edtech companies that receive state funding to train teachers as a condition of the contract. Companies must also credit the state for unused licenses, reversing the industry norm where districts pay for shelfware with no recourse.

The model worked well enough that Texas adopted a similar framework. By making vendors share accountability for adoption, Utah ensured that training was not an afterthought but a contractual obligation.

$190 Billion in Pandemic Money, and Then the Cliff

The federal government distributed $190 billion in ESSER (Elementary and Secondary School Emergency Relief) funds to K-12 schools. Private edtech investment peaked at $8.2 billion in 2021. Districts raced to buy laptops, platforms, and digital curriculum to keep instruction running remotely.

Then the money ran out.

ESSER funds expired in September 2024. Brookings estimated that the resulting "ESSER cliff" meant an average reduction of $1,000 per student in available funding. Private edtech investment collapsed from $8.2 billion to $2.8 billion in two years.

And yet district tool inventories continued to grow. The number of distinct edtech tools in the average district rose 9% year over year even as funding dried up. Schools kept adding tools while losing the money to train teachers on them, support them, or evaluate whether they worked.

Brookings put it bluntly: despite the unprecedented investment and rapid adoption, most countries "went back to how education was delivered before the pandemic." The largest infusion of technology funding in the history of public education produced, in many cases, a temporary disruption rather than a lasting change.

Six Principles Worth Borrowing

The evidence points to a clear set of principles:

Start with the problem, not the product. Define the instructional challenge before shopping for solutions. Every purchase should answer a specific "why."

Involve teachers from the beginning. Not as recipients of decisions, but as participants in making them. Teachers who help select tools are far more likely to use them.

Invest in training proportionally. If you cannot afford to train teachers on a tool, you cannot afford the tool. The 21% performance improvement that comes with proper training makes the ROI case clear.

Audit and consolidate regularly. Denver's experience shows that cutting tools can be more valuable than adding them. A cross-functional review process prevents portfolio bloat.

Build vendor accountability. Utah's model, requiring training and crediting unused licenses, aligns vendor incentives with actual adoption. Districts should negotiate these terms as standard practice.

Measure usage, not just access. The fact that a license exists tells you nothing. Track whether tools are used, how often, and to what effect. Glimpse K12's finding that 98% of licenses were not used intensively should be a baseline metric every district monitors.

The $1 billion wasted annually on unused edtech licenses is not an inevitable cost of modernizing education. It's the cost of skipping the hard work (stakeholder engagement, training infrastructure, honest evaluation) that makes adoption succeed.

Schools do not need more tools. They need fewer tools, used well, with teachers who are trained and supported to integrate them into real instruction. We think the research on this is about as clear as education research gets. Whether districts act on it is another matter.

Limudi is built for genuine classroom integration: onboarding support, usage analytics, and a platform that works for teachers rather than the other way around. Try it with your team.