EdTech Analysis & Trends in Higher Ed | Listen Education Blog

When Student Services Meets AI

Written by Stijn Hendrikse | Sep 11, 2025 9:10:44 PM

In the marble halls of North Carolina's General Assembly, where Republican supermajorities just eliminated diversity programs across the UNC System and slashed millions from university budgets, a quiet revolution is happening at UNC Greensboro. While politicians debate whether to fund public universities or private school vouchers, UNCG's AI chatbot "Minnie" has been quietly transforming how 18,000 students navigate campus life, proving that innovation can thrive even in the face of political headwinds.

This is the story of how one mid-sized public university turned budget constraints into technological leadership, and why their success matters more than ever as North Carolina's political landscape threatens to reshape higher education funding for years to come.

The perfect storm that created an unlikely innovator

Before Minnie arrived in 2020, UNCG faced a crisis familiar to many regional public universities. The enrollment management office had operated without permanent leadership for two years. Student services departments were hemorrhaging staff due to budget cuts. The university's 19,764 students, 60% of whom received Pell Grants, struggled to get basic questions answered about financial aid, registration, and student accounts. Phone lines stayed busy. Emails went unanswered for days. Students drove to campus just to ask simple questions that should have taken seconds to answer online.

The numbers told a stark story: UNCG faced its first enrollment decline in seven years, dropping 2.1% in fall 2020. Chancellor Frank Gilliam projected a $12.4 million loss in tuition and state funding. By 2023, those projections would balloon to $29 million in losses through 2025. The university desperately needed to do more with less, a challenge that would only intensify as the Republican-controlled legislature continued prioritizing private school vouchers over public university funding.

Then COVID-19 hit. Suddenly, 252% more students nationwide turned to chatbots for help as campuses shut down. Wait times exploded 300% across all industries. For UNCG, already struggling with limited staff and resources, the pandemic could have been the final blow. Instead, it became the catalyst for transformation.

How a chatbot named Minnie became UNCG's secret weapon

When Tina McEntire arrived from UNC Charlotte in June 2020 to lead enrollment management, she brought a bold vision: create a virtual one-stop shop for student services. The centerpiece? An AI chatbot that could handle routine inquiries 24/7/365, freeing overwhelmed staff to tackle complex student needs.

On March 10, 2021, Minnie went live on UNCG's new Spartan Central website. Powered by Ocelot, a platform already serving 500+ institutions, the chatbot brought together previously fragmented services from Financial Aid, the Cashier's Office, and the Registrar. Christopher Ferguson, the Registrar's Office web developer who led implementation, watched email and call volumes "drop off" almost immediately. Deborah Tollefson, Director of Financial Aid, noted that "students and families were very quick to use it and seem comfortable with their interactions."

The results spoke louder than any political rhetoric. Nearly 40% of student conversations now happen after business hours, times when no staff would have been available before. Students stopped driving to campus for basic questions. Staff finally had breathing room to help students with genuine crises rather than drowning in routine inquiries. Most importantly, UNCG's most vulnerable students, first-generation, low-income, and working students, gained equal access to support regardless of their schedules.

The success story politicians don't want you to hear

Fast forward to 2025, and Minnie has evolved far beyond a simple FAQ bot. The chatbot now sports seasonal avatars, integrates seamlessly with UNCG's systems, and serves as the first point of contact for thousands of students navigating everything from FAFSA changes to course registration. While specific metrics remain closely guarded, the program's expansion tells its own story of success.

Other UNC System schools took notice. UNC Chapel Hill launched "Rameses," their own Ocelot-powered chatbot, offering bilingual support for financial aid. The technology that budget constraints forced UNCG to adopt has become a competitive advantage, helping the university serve its 18,012 students (yes, enrollment has rebounded) more effectively than ever.

But here's what makes this story particularly relevant now: while UNCG invested roughly $90,000-$150,000 in Minnie's first year, similar implementations at other universities have shown 400% ROI through reduced staffing costs and improved retention. Broward College documented $514,497 in annual savings from their chatbot. Georgia State University saw 16% grade improvements for students using their bot. These aren't just numbers, they're proof that smart technology investments can stretch taxpayer dollars further while improving student outcomes.

Why Minnie matters: The political battle over higher education's future

As you read this, North Carolina's political landscape is shifting in ways that will profoundly impact public universities. Governor Josh Stein, who took office in 2025, has declared this "The Year of Public Schools" and promises to fight for education funding. But he faces a Republican supermajority in the General Assembly that just:

  • Eliminated all DEI programs across the UNC System (22-2 Board of Governors vote)
  • Proposed $180+ million in cuts to public universities
  • Allocated $4.4 billion over the next decade for private school vouchers
  • Cut $9.5 million from UNC Campus Scholarships and $7 million from graduate student support

The contrast couldn't be starker. While UNCG uses AI to serve more students with fewer resources, the legislature wants to slash university budgets even further. The new all-female leadership team at the UNC Board of Governors – Chair Wendy Floyd Murphy, Vice Chair Kellie Hunt Blue, and Secretary Pearl Burris-Floyd – faces the unenviable task of managing these cuts while maintaining educational quality.

The political donors behind these decisions? Art Pope alone has contributed $280,335 to the NC Republican Party. Board members collectively donated over $3.5 million to North Carolina politicians in the past decade. These aren't neutral arbitrators – they're political actors reshaping higher education according to ideological priorities.

Meanwhile, Guilford County's demographics tell a different story about what students actually need. The county's population has grown to 549,866 (13.7% growth since 2010), with increasing diversity: 33.5% Black, 9.8% Hispanic, and 5.17% Asian residents. At UNCG, 58% of entering students are students of color and 49% are first-generation college students. These students need more support, not less. They need innovations like Minnie, not budget cuts that force universities to eliminate positions and programs.

The David vs. Goliath economics of innovation

Here's the economic reality facing UNCG and similar institutions: compete with prestigious schools like Duke (7% acceptance rate, $77,200 average alumni salary) and UNC Chapel Hill ("Public Ivy" status) while serving a fundamentally different student population with a fraction of the resources. UNCG's 89.8% acceptance rate and $39,100 average alumni salary reflect its mission to provide accessible education to underserved communities.

In this context, Minnie represents more than a chatbot, it's a lifeline. When  77% of UNCG first-years receive need-based aid and the median federal loan debt at graduation hits $22,858, every efficiency matters. The chatbot helps the university maintain its position as "the most affordable university in NC" while still providing quality support services.

The broader Greensboro economy offers reasons for optimism. Major employers like Toyota's new $1.3 billion battery plant, HAECO aerospace, and Marshall Aerospace's $50 million facility are creating jobs that UNCG graduates can fill – if the university has resources to properly prepare them. The region's cost of living sits 15.8% below the national average, making it an ideal location for affordable public education. But none of this matters if political decisions starve universities of the funding needed to innovate and serve students effectively.

What other universities can learn from UNCG's gamble

UNCG's success with Minnie offers crucial lessons for institutions nationwide facing similar pressures:

  1. Start with the problem, not the technology. UNCG didn't implement a chatbot because it was trendy. They identified specific pain points: overwhelmed staff, after-hours student needs, fragmented services, and found a solution that addressed all three.

  2. Integration beats innovation. Minnie succeeded because she connected previously siloed departments into one coherent student experience. The magic wasn't in the AI – it was in breaking down institutional barriers.

  3. Measure what matters. While UNCG keeps specific metrics close, the chatbot's expansion and adoption by other UNC schools speaks volumes. Track email reductions, after-hours usage, and student satisfaction – not just cost savings.

  4. Plan for the politics. In an environment where every dollar spent gets scrutinized by hostile legislators, universities must build airtight business cases for technology investments. Document ROI relentlessly. Show how innovation stretches taxpayer dollars. Make it politically costly to cut programs that demonstrably work.

The future of AI in higher ed: Promise meets political reality

Looking ahead, the disconnect between technological possibility and political reality has never been starker. Industry experts predict that by 2025's end,  AI will be considered "critical infrastructure" at forward-thinking universities. Advanced capabilities like emotional intelligence, predictive analytics for at-risk students, and 24/7 AI tutoring are within reach. The technology exists. The ROI is proven. Student demand is clear, over 50% hold positive attitudes toward educational chatbots.

But technology alone won't save public higher education in North Carolina. The state's universities need political champions who understand that investing in innovation like UNCG's chatbot multiplies the impact of public dollars rather than wasting them. They need legislators who see that serving first-generation college students in Greensboro matters as much as subsidizing wealthy families' private school tuition in Charlotte.

The bottom line: Innovation as resistance

In a state where political winds blow against public education, UNCG's Minnie chatbot represents something powerful: proof that innovation can thrive even under constraint. proof that serving underrepresented students efficiently makes economic sense. Proof that technology, thoughtfully applied, can be a force for educational equity rather than exclusion.

The question isn't whether AI belongs in higher education, that ship has sailed. The question is whether North Carolina's public universities will have the resources to implement these innovations thoughtfully, ethically, and effectively. Whether schools like UNCG can continue finding creative ways to serve students despite political hostility. Whether we'll support the institutions that educate 58% students of color and 49% first-generation students, or watch them wither while tax dollars flow to private school vouchers.

Minnie may be just a chatbot, but she represents something bigger: the resilience of public institutions committed to their missions despite political headwinds. She's proof that with the right leadership, technology, and determination, universities can transform challenges into opportunities. The students chatting with Minnie at 2 AM while juggling jobs and family responsibilities don't care about political ideology. They just need help navigating their education.

And in the end, isn't that what public education should be about?