The technology worked. The training happened. The classrooms changed for about 18 months.
Then the grant ended, and so did the innovation.
Behind those classrooms, a complex web of scheduling, budgets, and leadership support was always determining whether the innovation would last. This isn’t a story about bad technology, unwilling teachers, or insufficient effort. It’s a story about what happens when systems invest in tools without investing in the conditions that make those tools stick. It’s a pattern playing out right now as ESSER (Elementary and Secondary School Emergency) relief funds sunset, state budgets contract, and administrators ask the same uncomfortable question: Why didn’t more of this last?
The same pattern is accelerating in online and hybrid programs, where pandemic-era funding expanded course offerings and LMS adoption without building the instructional capacity to sustain them. The answer isn’t in the devices. It’s in something less visible, and far more consequential.
Two Kinds of Barriers, One Hidden Interaction
Education researchers have long distinguished between two categories of technology implementation barriers (Ertmer, 1999).
First-order barriers are the visible ones: insufficient devices, unreliable infrastructure, limited budgets, and not enough time in the schedule. These are what grant funding was designed to address, and in many districts it did. Between 2020 and 2024, roughly $190 billion in federal relief flowed into schools across three ESSER rounds. Devices were purchased. Bandwidth was upgraded. PD days were scheduled. On paper, the first-order barriers were cleared.
But clearing one layer exposed what was underneath.
Second-order barriers are internal: teacher beliefs about what good instruction looks like, confidence in using new tools meaningfully, and the pedagogical identity that shapes every instructional decision under pressure. These shift slowly, through sustained support, reflective practice, and leadership that treats teacher development as a long-term investment rather than an onboarding task.
And the relationship runs both ways: second-order barriers won’t dissolve without stable first-order conditions. A teacher who has genuinely shifted their beliefs will still revert if the system hands them three new mandatory assessments, a curriculum adoption, and a class size increase in the same semester.
Here’s what rarely gets said plainly: temporary funding can mask second-order barriers without resolving them.
When resources are abundant, teachers are carried along by institutional momentum: new coaches, new tools, new energy. The implementation looks like it’s working. But the second-order barriers are still there, dormant rather than dissolved. Research on effective professional development finds that short, front-loaded training rarely changes practice; what works is learning that is sustained, collaborative, modeled, coached, and feedback-rich (Darling-Hammond, Hyler, & Gardner, 2017). Grant timelines push in the opposite direction, rewarding early, visible adoption over the slower work of shifting how teachers think.
When the money runs out, both layers surface at once. The innovation collapses, not because it failed, but because the system was never designed to make it last. This is the invisible bottleneck, and it is almost never what districts are measuring.
What It Looks Like on the Ground
Consider a middle school that used grant funding to expand a digital formative assessment platform across math and science classrooms. Teachers received initial training, and an instructional coach helped teams design exit tickets, quick checks for understanding, and small-group reteaching routines. Early metrics looked promising: teachers were logging in, students were completing activities, and lesson plans showed more frequent use of real-time data.
Two years later, the grant ended. The coach moved on. Administrators then had to decide which licenses to renew, which tools to drop, and which teachers still needed intensive support. Those decisions were shaped as much by organizational priorities as by what was working in classrooms. Case-study research on district technology initiatives shows exactly this: classroom technology use is shaped by the interaction between district planning, leadership routines, and classroom systems, not by teacher skill alone (Anthony, 2012). The platform stayed in some rooms, but the practice changed. Instead of using real-time data to adjust instruction, many teachers used it for self-paced review, completion grades, or digital worksheet-style tasks.
The problem wasn’t the platform. The implementation never asked: What do these teachers believe about how students learn? Where does their confidence break down? What does this ask them to give up?
Those questions require time, trust, and sustained leadership attention. They don’t fit neatly into a grant timeline.
Three Diagnostic Questions Before the Next Investment
The leverage isn’t in the tools. It’s in the diagnostic work that happens before and during implementation.
1. What second-order barriers already exist in this building? Map the belief landscape before purchasing anything, not through a survey built to generate positive data, but in honest conversations that surface real concerns about confidence and instructional assumptions.
2. Is your PD building teacher belief and agency, or just technical skill? Training teachers to use a tool produces compliance. Developing teachers who can adapt any tool to serve their students produces innovation that persists. If PD is built entirely around platform features, it is not doing the deeper work.
3. What would survive if the money stopped tomorrow? If the answer is “very little,” the initiative is building on external scaffolding rather than internal capacity. The goal of any externally funded initiative should be to make itself unnecessary.
These questions aren’t philosophical: they determine whether an initiative is building internal capacity or merely renting it.
The Real Measure of Integration
Technology integration is not measured by device ratios, platform adoption rates, or lesson plan redesign. It is measured by whether teachers have developed the agency, confidence, and support structures to keep innovating after the initiative ends. Current national guidance makes a similar shift, emphasizing that access alone is insufficient unless educators also have the design support and instructional conditions to create active, meaningful digital learning (2024 National Educational Technology Plan).
Districts that achieve this don’t do it by buying better tools. They do it by treating teacher development as the primary investment and technology as the instrument through which that development expresses itself.
The bottleneck isn’t the tech, and it isn’t the teachers. It’s the system, and until we see it clearly, classroom innovation will always stall at the funding cliff.
References
Anthony, A. B. (2011). Activity Theory as a Framework for Investigating District-Classroom System Interactions and Their Influences on Technology Integration. Journal of Research on Technology in Education, 44(4), 335–356. https://doi.org/10.1080/15391523.2012.10782594
Darling-Hammond, L., Hyler, M. E., Gardner, M. (2017). Effective Teacher Professional Development. Palo Alto, CA: Learning Policy Institute. https://doi.org/10.54300/122.311
Ertmer, P. A. (1999). Addressing First- and Second-Order Barriers to Change: Strategies for Technology Integration. Educational Technology Research and Development, 47(4), 47–61. https://doi.org/10.1007/bf02299597
United States. Office of Educational Technology, issuing body. (2024). A call to action for closing the digital access, design, and use divides: 2024 National Educational Technology Plan. U.S. Department of Education, Office of Educational Technology. https://purl.fdlp.gov/GPO/gpo229250
Joshua Jonas is a doctoral candidate in Curriculum and Instruction with a concentration in Educational Technology at Baylor University, where his research examines technology integration barriers and resource utilization in K-12 districts. He has fourteen years of teaching and administrative experience across Caribbean and American schools, and his work sits at the intersection of systems thinking, teacher agency, and sustainable instructional design. He has presented at AECT, INTED, and OLC Innovate. | Connect on LinkedIn
