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Making sense of data so you can do what matters.

Two decades of high quality evaluations and program management resources supporting continuous program improvement in education.

05/19/2026

You spent years in art class learning that red, yellow, and blue make every other color. Then you bought a printer and discovered it runs on cyan, magenta, yellow, and black. So which "primary" colors are actually primary?
In her latest video, Dr. Janet Johnson unpacks why screens, printers, and elementary school paint sets all disagree, and what that reveals about how light, ink, and the human eye actually work.
https://youtu.be/X2BXOlirNxw?si=fs2X8sEykbIQ-tmR

Shifting Foundations (Summary) | Mismatched Chapter 5 05/08/2026

What happens when you finally see how the system actually works?

In Chapter 5 of "Mismatched," Dr. Janet Johnson returns as a math teacher in the 1980s. The same gatekeeping that once blocked her path is now visible to her every day — a counselor telling her that brilliant students from the wrong neighborhoods "aren't the kinds who take advanced math." A certification system that turned her degree and experience into nothing without the right piece of paper. And then one phone call to "Bill's wife" handed her three certifications instantly.

It was, as the chapter puts it, a social network dressed up in bureaucratic clothing.

Watch "Shifting Foundations" — Chapter 5 of Mismatched with Dr. Janet Johnson:
https://youtu.be/tcySi0aodck

Shifting Foundations (Summary) | Mismatched Chapter 5 From blocked student to insider witness—what happens when you finally see how the gatekeeping machinery works?In the 1980s, Janet Johnson became a mathematic...

05/05/2026

What does a Kentucky Fried Chicken kitchen teach us about leadership in America?

In Chapter 4 of "Mismatched," Dr. Janet Johnson shares the moment a fast-food manager froze at a simple math problem — and what it revealed about authority, competence, and the systems that promote people.

A Little League coach ordered fifty boxes of chicken. The assistant manager panicked. A napkin calculation solved it in minutes.

The real lesson wasn't about chicken. It was about how institutions reward credentials and connections over actual capability — and what that costs us in education, in business, and in the people we hand authority to.

Watch Chapter 4 — "Lotta Chicken, Lotta Boxes":
https://youtu.be/j316S9eWyk8

EdstarAnalytics 04/22/2026

What does a Kentucky Fried Chicken kitchen teach us about leadership in America?

In Chapter 4 of "Mismatched," Dr. Janet Johnson shares the moment a fast-food manager froze at a simple math problem — and what it revealed about authority, competence, and the systems that promote people.

A napkin calculation solved the problem in minutes. But the real lesson wasn't about chicken. It was about how institutions reward credentials and connections over actual capability.

Watch Chapter 4 now: https://youtu.be/j316S9eWyk8

EdstarAnalytics Lotta Chicken, Lotta Boxes (Summary) | Mismatched Chapter 4

04/02/2026

What if the path to success isn't about working hard — but about knowing which doors exist in the first place?

In Chapter 3 of "Mismatched," Dr. Janet Johnson traces her own journey from corn detasseling and Dairy Queen counters to a college scholarship. The difference wasn't talent. It was access to knowledge that others took for granted.

When financial aid, scholarships, and career pathways are invisible to those who need them most, the system doesn't fail loudly. It fails quietly — leaving people to believe they fell short on their own.

Watch Chapter 3 now: https://youtu.be/1yuCXmdBF3E

Working in the Dark: Episode 2-When the Requirements Changed 03/31/2026

Decades of technology. Billions in federal requirements. And K-12 education still lacks basic data skills.

In Episode 2 of "Working in the Dark," Dr. Janet Johnson digs into why — and the answer is more complicated than you'd expect.

Watch Episode 2 now: https://www.youtube.com/watch?v=F9Z5Bj88lTI

Working in the Dark: Episode 2-When the Requirements Changed This is Episode 2 of a seven-part series exploring why K-12 education still lacks basic data skills despite decades of technology and billions in federal req...

Research – janet johnson writes 12/24/2025

We are posting podcasts and videos of all of our research at

Research – janet johnson writes Academic research transformed into accessible videos and podcast discussions. While copyright prevents republishing my journal articles, AI tools like NotebookLM allow me to create new ways to share what the research says—bringing findings to life for parents, educators, and policymakers who need ...

Fixing the Math Gap Before College | Career and College Ready Graduates Pilot Study 12/24/2025

More from our evaluation of North Carolina's math remediation pilot program—this time in podcast form.
Too many high school graduates were arriving at community college needing to retake math before they could begin their programs. North Carolina decided to fix the problem earlier, requiring that remediation happen while students are still in high school.

We evaluated this new approach in 11 districts over two years. In this podcast, we break down what worked, what we learned, and what it means for students.

This is part of our effort to use new AI tools to share what we discover through our program evaluations—because research shouldn't stay buried in reports.

Fixing the Math Gap Before College | Career and College Ready Graduates Pilot Study Why do so many students arrive at community college needing math remediation—and what happens when we try to fix the problem earlier? In this conversation, w...

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