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There's a question sitting underneath most conversations about higher ed accountability right now, and it's not a comfortable one: if anyone with an internet connection can use AI to generate a polished résumé, rehearse answers to interview questions, and list credentials that look credible - what exactly is a college degree providing?
It's not a hypothetical. Employers are already encountering it. And for students who have genuinely developed strong skills through rigorous coursework, leadership roles, and hands-on projects, that noise makes it harder to stand out based on what they actually know and can do.
The University of Georgia decided to fix that by building a comprehensive learner record that helps graduates demonstrate the quality of their learning - and stand out in a skeptical job market.
What is a Comprehensive Learner Record?
The Comprehensive Learner Record at UGA is a new digital credential that combines students' courses and activities, highlighting their validated achievements and competencies. Unlike a traditional academic transcript, UGA's CLR showcases the professional skills a student gained in a course or activity - skills like leadership, critical thinking, and communication. Because these skills are often difficult to measure and communicate through a résumé or interview alone, the CLR provides evidence of students' development and achievements. The CLR is designed to be shared with employers, graduate programs, and other audiences in a format that can be customized by the student.
The critical word in that definition is validated. At UGA, students don't self-report their competencies. Instead, a faculty committee reviews and approves the competency mappings for each course and activity using a structured rubric to ensure alignment is accurate and consistent. In other words, the committee is determining and validating what competencies are genuinely developed in each experience. Once that mapping is established, a student's completion of a course or activity produces a record of earned, validated competencies. So, if a course indicates it develops analytical thinking or communication skills, it's because that alignment has already been rigorously reviewed and confirmed through faculty governance.
That validation is what makes the credential worth something to an employer.
Why isn't a transcript enough anymore?
Transcripts were never really designed to answer the question employers are now asking most: what can this candidate actually do?
A grade tells you something, but not much. It doesn't tell an employer whether a candidate can lead a team under pressure, synthesize complex information, or communicate clearly in a professional context. And that gap is getting harder to ignore. Because now, with AI, it's easier than ever for anyone to say they have a skill. The challenge isn't describing competencies - it's demonstrating them. And that's where grades and self-reported skills start to lose their value.
Most institutions (and probably yours, too) aren't starting from zero. They've built strong assessment practices, they're collecting student engagement and activities data, and they've mapped learning outcomes to accreditation frameworks. In many cases, the work is already happening. What's missing isn't more data - it's the bridge. A way to put that evidence into the hands of students in a format that's actually usable outside the institution, something that translates all of that work into clear, credible proof of what a student can do.
How UGA built the infrastructure to make their CLR work
UGA didn't build a CLR by deploying technology. They built it by doing the hard institutional work first.
The process started in 2021, with a fundamental question: what do we actually want our graduates to be able to do? Not what courses do we require them to take, but what competencies should every UGA student be able to demonstrate when they leave?
That question drove a cross-campus committee process that included the Office of Instruction, Student Affairs, Office of Assessment, Office of the Registrar, Experiential Learning, and the General Education Subcommittee. The committee spent more than three years reviewing UGA's existing learning outcomes, studying peer and aspirant institutions, and drawing on nationally recognized frameworks like the NACE Career Readiness competencies and the AAC&U VALUE Rubrics.
They landed on six institutional competencies: analytical thinking, creativity & innovation, critical thinking, leadership & collaboration, social awareness & responsibility, and communication.
Those six competencies then went through faculty governance, from executive committee to university council, and received unanimous approval in May 2023.
"The widespread support we've had and the buy-in for the institutional competencies in the CLR was really set up by that important foundation early on," said Marisa Anne Pagnattaro, Vice President for Instruction and Senior Vice Provost for Academic Planning at UGA.
Once the competency framework was in place, the mapping work began. Faculty committees review every course and activity submitted for CLR inclusion and apply a rubric to confirm which competencies are meaningfully developed. If a faculty member believes their course addresses all six, the committee may well conclude it deeply addresses two or three. That rigor is intentional.
HelioCampus helped UGA bring their vision for CLR to life. The rollout began in fall 2025, with an emphasis on incoming students at orientation, a deliberate decision to make the CLR part of how students think about their time at UGA from day one, not something they encounter as they approach graduation.
How the CLR works to give students something to point to
In fall 2025, more than 23,000 UGA students had at least one institutional competency recorded in their CLR. As of Spring 2026, more than 28,000 students are currently enrolled in a course with an institutional competency tag.
The CLR is designed around an Earn, Explore, Curate model. Students can search for course and activities by competency, which is especially useful when they realize partway through their degree that they want stronger evidence in an area like leadership. As they move through each semester, they can see which competencies they're building in real time. And after graduation, they can share the CLR with employers and graduate programs, creating tailored versions that highlight the competencies most relevant to a specific opportunity.
A biology student applying for a public health position can curate a version that emphasizes communication and analytical thinking. The same student applying for a research role can foreground critical thinking and creativity. The underlying record is the same; the presentation adapts.
"Students can recognize and articulate what they've learned," Pagnattaro said in a recent webinar. "It really gives them that advantage in the job market."
Faculty in the humanities and arts departments at UGA have been particularly enthusiastic because the CLR gives their students language and evidence for skills that don't always translate obviously to a résumé. A student who studied literature or philosophy often has sharply developed analytical and communication capabilities - and no good way to show it. The CLR changes that.
UGA has also built the CLR into its advising infrastructure. Advisors carry table tents with CLR conversation prompts. Career Services is a key partner in helping students understand how to use their CLR in the job market and in coaching employers to ask about it.
The CLR validation is what gains employers' trust
What sets the CLR apart from a polished résumé or a skills badge isn't the technology. It's the credibility behind it. A résumé tells a story. A CLR backs it up.
Students can say they've developed a skill, but in UGA's CLR, that skill is tied to actual work, elevated against defined criteria, and connected to the institution. It's not just something they claim. It's something that's been demonstrated and validated.
That distinction matters more than ever. In a world where it's increasingly easy to generate a compelling narrative - on a résumé, in an application, or even in an interview - what stands out now isn't how well something is described, but whether it can be trusted.
UGA's CLR is designed for that shift. It doesn't just help students talk about what they've done - it gives them a way to demonstrate it, with evidence that carries weight beyond the institution.
How can my institution get started with CLR?
UGA's approach was comprehensive and institution-wide from the start. That model works for institutions with the appetite and governance infrastructure to move that way. But it's not the only path.
HelioCampus supports institutions that want to start smaller - with a single school, a single competency framework at the program level, or a pilot with one department. The platform is designed to be flexible.
What matters most, according to practitioners who've done it, is starting with the competencies. Getting alignment on what skills your institution genuinely develops in students, at what depth, and through which experience, then adopting technology to make that visible.
Students deserve to graduate with more than a transcript. They deserve a record of what they actually learned - one credible enough that an employer will trust it. Building that kind of infrastructure is one of the most tangible ways an institution can support student success.
