Category: data analytics

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

    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    If your systems are fragmented, your records are outdated, and your departments are still hoarding spreadsheets like it’s 1999, AI will only scale the chaos.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    Elsewhere, institutions have already bolted AI tools onto outdated systems, without first doing the foundational work.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    • Do our systems speak the same language, or are they siloed and outdated?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!

    Innovation Starts Here

    Higher ed is evolving — don’t get left behind. Explore how Collegis can help your institution thrive.

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  • How a Napkin Sketch Can Unlock Higher Ed Innovation at Your Institution

    How a Napkin Sketch Can Unlock Higher Ed Innovation at Your Institution

    In higher education, it’s easy to feel stuck.

    You know something isn’t working — maybe enrollment processes are clunky, or student support services feel disconnected. You’ve tried new tools, updated systems, created initiatives to create change, and added staff, but the problem persists.  It’s like there’s a giant boulder in your way, and no matter how hard you push, it doesn’t budge.

    It turns out, you don’t need a bulldozer – just a napkin sketch to start building momentum to move the boulder standing in the way.

    It’s a surprisingly simple concept, using visual design thinking exercises to help colleges and universities get unstuck. Not with more tech, or a fancy AI solution, but with more clarity to understand how things work today to create a framework for change tomorrow.

    Because real innovation in higher education doesn’t come from software or a technology — it starts with understanding the systems and the processes you already have so you can visualize what they could be.

    What is a napkin sketch?

    The napkin sketch is exactly what it sounds like: a back-of-the-napkin-style drawing that quickly maps out how a particular process actually works in your institution so it can be reimagined.

    It’s low-tech, but high-impact.

    Think of it as building a gameboard for players to play. Like a Monopoly board, everyone knows the players, the rules, and the steps. It makes the choices that need to be made for each player’s turn clear.  When these choices are laid out visually, it becomes much easier to pinpoint where the real opportunities (and challenges) are.

    What does the napkin sketch exercise entail?

    I usually start these sessions by asking one simple questions with a key follow-up

    • What’s the opportunity for ‘impact’? (What are you trying to accomplish?)
    • What’s preventing progress?

    Then we get to work. Together, we sketch out the entire process: from first interaction to the final outcome. We account for every step, system, and stakeholder that’s involved. We highlight the costs, the tools and technology handoffs, potential delays, and where things might be falling through the cracks.

    We typically conduct the sketch in a virtual drawing space, where we can collaborate in real time to map out the full process. It’s not about polished visuals — it’s about building a shared understanding of how things operate today.

    And in about 60-90 minutes, we always have at least one person in the group say out loud “I didn’t realize that’s how it actually works.” And another will inevitably ask “You’re going to send us this napkin sketch, right? I want to print it out.”

    Ready for a Smarter Way Forward?

    Higher ed is hard — but you don’t have to figure it out alone. We can help you transform challenges into opportunities.

    What can the napkin sketch reveal?

    In our experience working with hundreds of institutions of all shapes and sizes, we’ve found that many face surprisingly similar challenges. This exercise consistently shines a light on hidden opportunities, creating a blueprint for change.

    Common things we uncover include:

    • Manual, repetitive tasks that could be automated or streamlined
    • Workarounds that have become permanent fixtures without anyone questioning them
    • Disconnects between departments, systems, or technologies
    • Operational silos that prevent teams from seeing the full picture or collaborating effectively
    • Missed opportunities to better track, analyze, or act on data
    • Unclear ownership of key steps in the process

    In short, the napkin sketch helps institutions see what’s really going on — and what needs to change to move forward.

    Why does it work?

    Higher ed innovation often stalls because teams are too close to the problem or too deep in their own silo to see the bigger picture. The napkin sketch breaks through that by creating a space for everyone involved to step back and collaborate.

    Here’s why it’s effective:

    • It’s fast — most sessions take an hour or two.
    • It’s visual — helping teams align quickly and clearly.
    • It’s collaborative — bringing together voices from across departments.
    • It’s actionable — revealing next steps that are grounded in reality.

    Most importantly, it shifts the focus away from jumping to solutions and toward understanding the system. Once you understand the system, smart solutions become much more obvious — and effective.

    Real examples of the napkin sketch in action

    Whether it’s enrollment workflows, transcript processing, student communications, or data handoffs between systems or teams, the napkin sketch exercise can help untangle a wide variety of operational challenges. No two institutions are exactly alike, but many face similar complexities — manual processes, siloed teams, and unclear ownership that stall progress.

    Here are a few discoveries we uncovered in recent napkin sketch sessions I’ve led:

    • One institution realized how many steps were involved in processing transcripts — with staff toggling between platforms, uploading the same file in multiple places, and doing manual comparisons. Once the process was mapped, we explored how AI could handle the course match evaluations — saving hours of staff time each week.
    • Another team sketched out their enrollment outreach process and discovered they were sending multiple conflicting messages to students at the same time. The sketch helped them realign their communications and reduce student confusion.
    • A third school wanted to integrate a new tool into their tech stack, but the sketch revealed that the underlying workflow was broken — and that no tool would help until the foundational process was improved.

    In each case, the aha moment didn’t come from buying something new — it came from clearly seeing what was already happening so it could be improved upon.

    What could your napkin sketch uncover?

    If you’re wrestling with outdated processes, disconnected systems, or unclear handoffs — you’re not alone. Many institutions are trying to drive higher ed innovation with limited resources and overwhelming complexity.

    But you don’t need to have all the answers right now. You just need a clearer view of the problem so you can develop a thoughtful solution.

    That’s what the napkin sketch offers: a simple, collaborative way to map your reality, uncover opportunity, and take a smarter next step forward.

    Let’s sketch it out — and see what we find!

    Ready to uncover what’s holding you back?

    Reach out to schedule your own session and take the first step toward smarter solutions.

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  • Future-Proofing Your Higher Education Ecosystem ebook

    Future-Proofing Your Higher Education Ecosystem ebook

    Facing challenges in enrollment, retention, or tech integration? Seeking growth in new markets? Our strategic insights pave a clear path for overcoming obstacles and driving success in higher education.

    Unlock the transformative potential within your institution – partner with us to turn today’s roadblocks into tomorrow’s achievements. Let’s chat.

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  • Factors and Strategies for Higher Ed Student Retention

    Factors and Strategies for Higher Ed Student Retention

    Facing challenges in enrollment, retention, or tech integration? Seeking growth in new markets? Our strategic insights pave a clear path for overcoming obstacles and driving success in higher education.

    Unlock the transformative potential within your institution – partner with us to turn today’s roadblocks into tomorrow’s achievements. Let’s chat.

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  • How To Use AI To Build Toward Impact In Higher Ed [Webinar]

    How To Use AI To Build Toward Impact In Higher Ed [Webinar]

    AI is the latest buzzword in higher ed, but without a clear strategy and solid data, institutions risk overinvesting in additional products, platforms, and applications they can’t fully support or operationalize. Instead, take a step back and ask, “What’s the impact I want to achieve, and how can AI fit or support my broader goals?”

    In this webinar, AI Jumpstart Kit: How to Build Toward IMPACT with AI in Higher Ed, Collegis Education’s AVP of Analytics & Technology Solutions, Dan Antonson, and Senior Director of Strategy and Innovation, Wes Catlett-Miller, will guide attendees through an interactive discussion about how to approach key use cases with AI in higher education. We’ll whiteboard out what an AI-enabled institution can look like, how it all works, and live demo actual AI initiatives Collegis has deployed for its partners.

    No clunky PowerPoint slides. Just a clear path for approaching AI enablement.

    What you’ll walk away with:
    • A thorough understanding of how AI fits into the broader ecosystem (add-ons vs. platform)
    • A model for making decisions on when to build and when to buy
    • A clear understanding of the role tech and data play in AI enablement
    Who should attend:
    • Presidents + Provosts
    • CFOs + COOs + CMOs
    • Enrollment + Marketing leaders

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  • Liaison Unveils New Intelligent Names Degree Intent Scores, Enhancing Predictive Power and Reach 

    Liaison Unveils New Intelligent Names Degree Intent Scores, Enhancing Predictive Power and Reach 

    Liaison, a leader in education technology and data-driven solutions, is excited to announce the release of its 2025 Intelligent Names Degree Intent Scores. These advanced scores represent a transformative leap in identifying adult learners nationwide with the highest potential for pursuing a degree. 

    The 2025 Degree Intent Scores are powered by cutting-edge data science, advanced modeling techniques, and insights from a national survey conducted in late 2024. Combined with responses from Liaison’s extensive consumer database of over 260 million Americans, this enhanced model offers unparalleled precision and reach into the adult learners market. 

    Recent testing using a national dataset of graduate program applicants showed a 20% improvement in predicting applicant activity within the highest intent band when comparing the new intent scores to the original. Similarly, an analysis of a national dataset of bachelor’s degree seekers found that Liaison’s Bachelor’s Degree Intent model accurately identified 91% of degree seekers under the age of 25 in the top two quintiles. These findings underscore the model’s remarkable accuracy, effectiveness, and value for higher education institutions. 

    “The 2025 Degree Intent Scores mark a major milestone in our mission to connect educational institutions with adult learners who are ready to take the next step in their academic journeys,” said Dr. Mark Voortman, Chief Data Scientist at Liaison. “By leveraging large-scale data and state-of-the-art modeling techniques, we’ve significantly enhanced our ability to help institutions identify adult learners most likely to pursue degree opportunities in the near future.” 

    The updated scoring model empowers colleges, universities, and other education providers with deeper, data-driven insights to refine recruitment strategies, enhance student engagement, and achieve enrollment goals more effectively. 

    Learn more about Intelligent Names here.

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