A growing number of successful education technology entrepreneurs are emerging from applied linguistics and education research programs rather than traditional business or computer science schools. At Teachers College Columbia University, a faculty advisor is deliberately cultivating this pipeline by pairing rigorous academic scholarship with startup mentorship, creating a model that prioritizes solving actual teacher and student problems over chasing the most profitable ideas.

What Makes Scholarship-Driven EdTech Different From Silicon Valley Approaches?

The distinction comes down to how problems are identified and solved. Traditional tech startups often begin with a technical innovation and search for an education problem to apply it to. The approach at Teachers College flips this: students start by identifying genuine gaps in how teachers and students work, then develop technology to address those specific needs.

Erik Voss, Assistant Professor of Applied Linguistics and TESOL (Teaching of English to Speakers of Other Languages), leads the Language and Technology Research Group, a weekly gathering of about ten students who are developing marketable education technology ideas grounded in linguistic research. Rather than pursuing one-size-fits-all solutions, these students focus on personalized, customizable tools that reflect the actual needs and values of educators.

"We see that more personalized, customizable tools work better," said Voss, whose students are currently focusing on software that allows teachers to see how much students use artificial intelligence in their writing, and through that transparency, offer more relevant feedback.

Erik Voss, Assistant Professor of Applied Linguistics and TESOL at Teachers College Columbia University

This specificity represents a fundamental departure from how many education technology companies approach product development. Rather than assuming they know what schools need, these student entrepreneurs conduct research, develop beta versions, test the software with real users, and implement feedback before scaling.

How Are Students Translating Research Into Viable Startups?

• Research-Based Foundation: Every product idea must be grounded in peer-reviewed research and linguistic theory, ensuring the tool addresses a documented problem rather than a perceived one.
• Real-World Testing: Students develop beta versions of their tools, implement them in actual classroom or learning settings, and gather feedback from teachers and students before wider release.
• Industry Mentorship: The group connects regularly with Teachers College alumni who have gone on to work at major technology companies like Meta and Amazon, as well as founders of their own education startups, providing practical guidance on scaling and funding.

One former student, Yilin Zhang, completed his Master's degree in 2025 and is now an English for Academic Purposes lecturer at Monash College in Melbourne, Australia. Zhang credits Voss with bridging two worlds that rarely communicate effectively: technologists focused on education and traditional linguistic researchers.

"Erik is one of the few faculty members I've worked with who can genuinely bridge these two worlds," explained Zhang. "Throughout my time at TC, he was the faculty member I consistently turned to whenever I needed advice or mentorship related to language and technology."

Yilin Zhang, M.A. 2025, English for Academic Purposes Lecturer at Monash College

What Does Success Look Like From This Model?

The approach has already produced tangible results. Will Jordan-Cooley, who earned his Master's degree in 2014 through Teachers College's Technology, Media and Learning program, founded PangeaChat, a language learning application that is now approaching its tenth anniversary. The company has secured funding from the National Science Foundation's Small Business Innovation and Research program, demonstrating that education-focused technology can attract serious investment.

Jordan-Cooley's advice to aspiring education technology entrepreneurs reflects the philosophy embedded in Voss's program: prioritize educational value over technical novelty. "It's increasingly easier to make software, and the differentiator for software out there is the insight into the kinds of problems your software is solving," Jordan-Cooley stated. "You want some technical ability, and the TC programs do a pretty good job of that, but you should become a subject matter expert in your particular area of education and really focus on that."

"Education is a good way to scale impact," noted Jordan-Cooley, founder of PangeaChat.

Will Jordan-Cooley, M.A. 2014, Founder of PangeaChat

This model addresses a critical gap in how education technology is currently developed. Many well-funded edtech companies have launched products that lack evidence of effectiveness or fail to account for how teachers actually work. By grounding innovation in linguistic research and pedagogy, the Language and Technology Research Group is creating a counterweight to the "move fast and break things" approach that has dominated Silicon Valley.

Why Does This Matter for the Future of AI in Education?

As artificial intelligence becomes increasingly prevalent in classrooms, the need for tools designed by people who understand both the technology and the educational context has never been more urgent. The Language and Technology Research Group demonstrates that the most impactful education technology may come not from computer science departments or venture capital-backed startups, but from scholars and students who understand the nuances of how people learn languages and how teachers can best support that learning.

Teachers College is building on a longer history of education technology entrepreneurship at the institution, where interest in the field dates back to the earliest computers. This new generation of scholarship-driven entrepreneurs represents an evolution of that legacy, one that emphasizes solving real problems over pursuing profitable ones. The 2026 Artificial Intelligence Research in Applied Linguistics Conference, scheduled for September at Teachers College, will bring together researchers and practitioners exploring this intersection further.