For decades, colleges have been remarkably good at playing the rankings game.
Call it scoremaxxing.
Institutional research teams studied ranking methodologies. Presidents watched peer-reputation scores. Enrollment leaders worried about selectivity. Data definitions were parsed within an inch of their lives. If moving a metric could move an institution three places in U.S. News & World Report, someone was going to figure out how.
That game isn’t over. But the scoreboard has changed. Rankings methodologies have evolved, relying more heavily on information universally reported by colleges or available through third parties.
Rankings themselves have proliferated, too. Different publications reward different things: outcomes, value, student experience, reputation, earnings, affordability.
There isn’t one scoreboard anymore. And increasingly, the scoreboard may not be the thing that matters most.
A prospective student once searching for colleges might have Googled “best business schools in Massachusetts,” clicked a ranking, visited a few college websites and started building a list.
Now that student can ask an AI: What’s the best college near Boston for someone interested in business who wants small classes, doesn’t want a ton of debt and would rather have internships than Greek life?
That’s a fundamentally different kind of query.
The student isn’t asking for a ranking. They’re asking for a recommendation.
At the same time, TikTok, Instagram, YouTube, Reddit and creators provide another layer of interpretation. Students can see residence halls before taking a tour, hear graduates talk about whether their degrees paid off, watch a day in the life of a nursing student and discover things about campus culture that never appear in an admissions brochure.
Consider the University of Alabama. #BamaRush became a cultural phenomenon watched by millions, giving prospective students a window — however incomplete — into what attending Alabama supposedly feels like.
No ranking questionnaire asks: Does your university have a viral cultural moment that makes a 16-year-old in New Jersey want to be there?
But perhaps it should.
This creates an uncomfortable reality for higher education marketers. Your institution is increasingly being ranked whether anyone publishes a ranking or not.
Every student asking ChatGPT for recommendations is effectively generating a personalized ranking of one. Every TikTok creator showing residence halls is creating one. Every Reddit thread comparing two colleges is creating one. Every parent Facebook group discussing financial aid is creating one. Every graduate posting about getting — or not getting — a job is creating one.
And unlike the traditional rankings, colleges don’t get a questionnaire before these rankings are produced.
That’s why the next evolution of scoremaxxing shouldn’t be finding another algorithm to manipulate. It should be making sure the institution produces strong enough signals that algorithms — and people — understand what it actually does well.
Consider UMass Amherst and food.
UMass has been ranked No. 1 for Best Campus Food by The Princeton Review for nearly a decade. That’s impressive. The dining program is genuinely exceptional.
But: So what?
You’ve been No. 1 for a decade. Is food really a competitive and compelling differentiator for a major research university?
It may be part of one. Food matters. It shapes daily life, community and the residential experience. It might even tip a close enrollment decision. But there’s a difference between something you’re famous for and something you want to be famous for.
That’s the trap with scoremaxxing. An institution wins a metric, the metric becomes a point of pride, and eventually the point of pride becomes the marketing strategy. Everyone keeps celebrating the score because the score is objectively impressive — without stopping to ask whether it reinforces the position the institution actually wants to own.
The better question isn’t whether UMass should stop talking about its dining program. It’s: What does being the best at food tell us about UMass that actually matters?
Maybe it demonstrates an unusual commitment to the student experience. Maybe it’s evidence that a massive public university can deliver something remarkably personal. Maybe it’s about global culture, community or operational excellence at enormous scale.
Great. Tell that story.
“No. 1 campus food” is evidence. It shouldn’t be the positioning.
This is where higher education can easily repeat an old mistake. Rankings were always proxies.
Graduation rates matter. Debt matters. Earnings matter. Retention matters. Academic quality matters. But improving something because it improves students’ lives is very different from improving something because it earns another fraction of a point in someone else’s formula.
The same danger now exists with AI.
We’re already hearing about GEO, AEO, AI visibility and optimization for large language models. Those things matter. Colleges absolutely should understand how AI systems find, interpret and describe them.
But chasing AI citations without improving the underlying information is just scoremaxxing with a new acronym.
The objective shouldn’t be: How do we make ChatGPT recommend us?
It should be: Why should ChatGPT recommend us?
That question is much harder. And much more useful.
The institutions that thrive in this environment won’t necessarily be those that master every ranking methodology. They’ll be the ones that become unusually clear about what they are good at — and can prove it.
If your institution changes economic mobility, demonstrate it. If students get extraordinary access to faculty, show it. If graduates dominate a particular regional industry, quantify it. If your nursing program has exceptional outcomes, make those outcomes impossible to miss. If students love being there, give them opportunities to tell people why. If employers repeatedly hire your graduates, get employers into the story.
And if your institution provides an experience students cannot get somewhere else, stop burying it beneath “academic excellence,” “student success” and the other interchangeable language covering thousands of college websites.
Because AI creates an interesting paradox: as information becomes easier to summarize, distinctiveness becomes more valuable.
An AI can digest 100 college websites in seconds. It can compare tuition, programs, outcomes, location and student reviews without getting tired. An influencer can expose an institution to an audience an admissions campaign might never reach.
But neither can manufacture a meaningful difference that isn’t there.
Neither can U.S. News.
There is nothing inherently wrong with caring about rankings. They influence perception. They generate media coverage. They reassure boards, alumni, parents and prospective students. Institutions should understand the methodologies and make sure their data are accurate.
But rankings should be a diagnostic, not a strategy.
If graduation improves, celebrate it. If student debt falls, celebrate it. If employers increasingly want your graduates, celebrate it. And if those things happen to improve a ranking, great.
Because in an environment shaped by AI recommendations, social algorithms, creators, student reviews and thousands of individual conversations, institutions have less control over the scoreboard than ever before.
They have considerably more control over something else:
Whether they are worth recommending.
That’s where higher education should be scoremaxxing now.