It is missing.
The tech isn’t enough if nobody knows how to use it. That’s the blunt takeaway from a recent Texas Tech University study. Professional development—usually the glue that holds new initiatives together—is simply scarce in rural schools.
“Resources are limited.”
Nikkolina Prueitt, one of the study’s co-authors, puts it plainly. There’s not much support for educators living outside the big districts. To make AI work, these schools have to build their own knowledge base from scratch. It feels unfair, but the data doesn’t lie.
The Urban Divide
Think about it.
Urban districts have had technology integration coaches for three years. They’ve been diving into AI work. They have teams dedicated to figuring this out. Rural districts? They don’t. Dr. LeeAnn Lindsey at Northern Arizona University points out that lack of in-house expertise is a massive bottleneck. It prevents schools from unlocking the potential AI has for their students.
“AI opens the students’ horizens.”
That’s Amanda Robinson, an elementary teacher in Pikeville, Kentucky. She says the tech lets rural kids experience learning beyond their immediate communities. It breaks the ceiling.
Trying It Out
Northern Arizona tried to fix the gap last fall.
They teamed up with three rural school districts for a professional development initiative. The structure was tight: superintendents, instructional leaders, and three classroom teachers from each district joined. They spent two and a half months learning.
It wasn’t passive training.
The teachers picked problems in their own classrooms. Maybe writing skills were lagging. Maybe student engagement was dead. Maybe the lessons just didn’t feel relevant to the kids’ lives. They learned the AI skills specific to those problems. Then they went back and collected data. Did it help? Did it actually solve the problem?
Robinson participates in this kind of targeted training through her district’s learning coach. It happens after school, maybe twice a month, plus one-on-one time during planning periods.
The result? A chatbot.
She built one to help students explore animal adaptations in specific habitats. It’s not flashy, but it changes the game. PD gives teachers the chance to create deeper, more nuanced learning opportunities. Without it, those ideas stay trapped in heads.
Building the Right Foundation
Success stories like Robinson are the exception.
The Texas Tech paper emphasizes that resource gaps still hinder adoption. Budgets are tight, so schools have to be strategic. Prueitt argues against chasing every new AI tool. Instead, K-12 professional development should focus on AI literacy and foundational knowledge.
If teachers understand the basics, they can evaluate tools effectively. That is where the growth happens.
Lindsey sees a bigger picture. The workforce is changing. The information landscape is shifting. Rural students need to be ready for that economy.
“We are giving them more opportunities to become literally literate.”
Robinson sees this directly. In rural areas, kids only see the local jobs. Introducing AI puts them on a level playing field when they eventually apply to university. It keeps them from being left behind.
There is money for this, if you look for it. Grants and programs exist for rural districts to join professional development efforts like the one at Northern Arizona, which was offered for free.
Keeping It Human
Prueitt suggests checking state resources first. Her university offers free PD for rural schools, including recent workshops for special educators. State education service centers can also ramp up support.
But the hardest question isn’t technical.
How do we use this ethically?
Training must teach teachers not just how AI works, but how to keep humans in the loop. Robinson has pivoted from teaching tech back to writing and grammar. She welcomes more training but knows the limits.
Chatbots can grade essays against a rubric. They give instant feedback.
But Robinson won’t replace her one-on-one conferencing with a bot. No way. The AI provides insight into the work. It shows where improvement is possible. The teacher still has to guide the student there. That relationship cannot be automated.

















