AI Runs on Data — And Higher Ed Is Running on Empty

Let’s cut to it: Higher ed is sprinting toward the AI revolution with its shoelaces untied.

Presidents are in boardrooms making bold declarations. Provosts are throwing out buzzwords like “machine learning” and “predictive modeling.” Enrollment and marketing teams are eager to automate personalization, deploy chatbots, and rewrite campaigns using tools like ChatGPT.

The energy is real. The urgency is understandable. But there’s an uncomfortable truth institutions need to face: You’re not ready.

Not because you’re not visionary. Not because your teams aren’t capable. But because your data is a disaster.

AI is not an easy button

Somewhere along the way, higher ed started treating AI like a miracle shortcut — a shiny object that could revolutionize enrollment, retention, and student services overnight.

But AI isn’t a magic wand. It’s more like a magnifying glass, exposing what’s underneath.

If your systems are fragmented, your records are outdated, and your departments are still hoarding spreadsheets like it’s 1999, AI will only scale the chaos. It won’t save you – it’ll just amplify your problems.

When AI goes sideways

Take the California State University system. They announced their ambition to become the nation’s first AI-powered public university system. But after the headlines faded, faculty across the system were left with more questions than answers. Where was the strategy? Who was in charge? What’s the plan?

The disconnect between vision and infrastructure was glaring.

Elsewhere, institutions have already bolted AI tools onto outdated systems, without first doing the foundational work. The result? Predictive models that misidentify which students are at risk. Dashboards that contradict themselves. Chatbots that confuse students more than they support them.

This isn’t an AI failure. It’s a data hygiene failure.

You don’t need hype — You need hygiene

Before your institution invests another dollar in AI, ask these real questions:

• Do we trust the accuracy of our enrollment, academic, and financial data?
• Are we still manually wrangling CSVs each month just to build reports?
• Do our systems speak the same language, or are they siloed and outdated?
• Is our data governance robust enough to ensure privacy, security, and usefulness?
• Have we invested in the unglamorous but essential work (e.g., integration pipelines, metadata management, and cross-functional alignment)?

If the answer is “not yet,” then congratulations — you’ve found your starting point. That’s your AI strategy.

Because institutions that are succeeding with AI, like Ivy Tech Community College, didn’t chase the trend. They built the infrastructure. They did the work. They cleaned up first.

What true AI readiness looks like (a not-so-subtle sales pitch)

Let’s be honest: there’s no shortage of vendors selling the AI dream right now. Slick demos, lofty promises, flashy outcomes. But most of them are missing the part that actually matters — a real, proven plan to get from vision to execution.

This is where Collegis is different. We don’t just sell transformation. We deliver it. Our approach is grounded in decades of experience, built for higher ed, and designed to scale.

Here’s how we help institutions clean up the mess and build a foundation that makes AI actually work:

Connected Core®: Your data’s new best friend

Our proprietary Connected Core solution connects systems, eliminates silos, and creates a single source of truth. It’s the backbone of innovation — powering everything from recruitment to reporting with real-time, reliable data.

Strategy + AI alignment: Tech that knows where it’s going

We don’t just implement tools. We align technology to your mission, operational goals, and student success strategy. And we help you implement AI ethically, with governance frameworks that prioritize transparency and accountability.

Analytics that drive action

We transform raw data into real insights. From integration and warehousing to dashboards and predictive models, we help institutions interpret what’s really happening — and act on it with confidence.

Smarter resource utilization

We help you reimagine how your institution operates. By identifying inefficiencies and eliminating redundancies, we create more agile, collaborative workflows that maximize impact across departments.

Boosted conversion and retention

Our solutions enable personalized student engagement, supporting the full lifecycle from inquiry to graduation. That means better conversion rates, stronger persistence, and improved outcomes.

AI wins when the infrastructure works

Clean data isn’t a project — it’s a prerequisite. It’s the thing that makes AI more than a buzzword. More than a dashboard. It’s what turns hype into help.

And when you get it right, the impact is transformational.

“The level of data mastery and internal talent at Collegis is some of the best-in-class we’ve seen in the EdTech market. When you pair that with Google Cloud’s cutting-edge AI innovation and application development, you get a partnership that can enable transformation not only at the institutional level but within the higher education category at large.”

— Brad Hoffman, Director, State & Local Government and Higher Education, Google

There are no shortcuts to smart AI

AI can only be as effective as the foundation it’s built on. Until your systems are aligned and your data is trustworthy, you’re not ready to scale innovation.

If you want AI to work for your institution — really work — it starts with getting your data house in order. Let’s build something that lasts. Something that works. Something that’s ready.

Curious what that looks like? Let’s talk. We’ll help you map out a real, achievable foundation for AI in higher ed.

You stuck with me to the end? I like you already! Let’s keep the momentum going. If your wheels are turning and you’re wondering where to start, our Napkin Sketch session might be the perfect next step. It’s a fast, collaborative way to map out your biggest data and tech challenges—no pressure, no sales pitch, just a conversation. Check it out!