Wilson Bright

Wilson Bright

Founder

Wilson is the founder of Clema, building AI tools that help institutional research teams answer data requests faster.

Articles by Wilson Bright

Professional Development

Data storytelling for institutional research: turning numbers into narratives

Data storytelling for IR teams: how to finish the sentence on a number, segment your audience by power and fluency, start with why, and use real federal datasets to turn institutional data into advocacy that drives decisions.

Jun 9, 202610 mins read
Reporting & Analytics

Inside 8,796 comments on the STATS rule: what higher ed actually told the Department

A deep-dive atlas of every public comment on the Department of Education's "Do No Harm" / STATS earnings-accountability proposal. Counts, themes, campaigns, pull-quotes, emotional register, and the implementation changes the sector is asking for before the first February 2027 results.

Jun 2, 202616 mins read
Reporting & Analytics

FVT/GE is ending: what the final 2026 reporting year means for your STATS transition

October 1, 2026 is the last FVT/GE submission under the old regime. Here is exactly what carries over to STATS, what does not, and the four things IR teams should do between now and the first Earnings Premium results.

Jun 2, 202610 mins read
Reporting & Analytics

From OBBB to Earnings Premium: how the new Workforce Pell accountability math actually works

The One Big Beautiful Bill created a new earnings-accountability regime for higher ed. Here is the line from OBBB to STATS to the Earnings Premium formula, and the 2-of-3 eligibility math, in plain English, with a worked example.

Jun 2, 202610 mins read
Reporting & Analytics

Your STATS exposure map: triage your programs before February 2027

ED publishes the first official Earnings Premium results in February 2027. Here's how to map your program-level exposure now, score, stress-test the two-of-three-years window, and plan substitution paths, before the results land in public.

Jun 2, 202610 mins read
Reporting & Analytics

The 50% rule: how a handful of weak certificates can put your whole institution on provisional status

STATS introduced an institutional-level consequence that didn't exist under FVT/GE: if more than 50% of an institution's Title IV funds or recipients sit in failing programs, the entire institution goes on provisional status. Here's how to model your exposure before the cabinet asks.

Jun 2, 20269 mins read
Reporting & Analytics

STATS vs FVT/GE vs PPD: What's the Difference?

STATS, FVT/GE, and PPD all describe pieces of the same federal accountability regime under OBBBA. Here's a plain-English explainer of what each term means and how they fit together.

Jun 1, 20268 mins read
Professional Development

Conferences Institutional Researchers in Higher Ed Should Attend in 2026

A guide to the 14 conferences IR professionals should consider in 2026, from AIR Forum to regional and data-focused events.

Mar 28, 202612 mins read
Professional Development

What IR Experts Are Reading and Where They're Finding Community: A Resource Guide Built from 50+ Interviews

A resource guide built from 50+ interviews with IR professionals: the newsletters they read, the communities they trust, and where peer-to-peer learning happens.

Mar 28, 20268 mins read
Professional Development

What IR Experts Are Listening to and Learning From: Podcasts and Books, A Resource Guide Built from 50+ Interviews

Part 2 of our resource guide: the podcasts IR pros listen to on their commute, the books on their desk, and the training programs they recommend.

Mar 28, 202610 mins read