yet.ponders.us

the growth mindset, with receipts

I can't do this, yet.

A growth mindset is the belief that abilities can be developed. Carol Dweck named it, schools postered it, and for a while it was sold as magic. It is not magic. The honest version is smaller and still worth having: real effects, mostly for students who are struggling, at almost no cost.

The receipts are below. Scroll when ready.

What the research actually says

Six entries, in the order the argument unfolded. Critics included on purpose.

the idea

Dweck, Mindset (2006). The founding claim: how you think about ability changes how you meet failure. Fixed mindset reads a setback as a verdict. Growth mindset reads it as information.

the early evidence

Blackwell, Trzesniewski and Dweck (2007), Child Development. Among 373 seventh graders tracked across the rocky transition to junior high, those who believed intelligence can grow earned climbing math grades, while believers in fixed ability flatlined. A short workshop teaching the growth view reversed a grade decline that the control group continued. Foundational and small: the workshop arm was 91 students at one school.

the big test

Yeager et al. (2019), Nature. The study the field needed: pre-registered, nationally representative, about 12,500 ninth graders in 65 public schools. Two short online sessions, under an hour in total, raised grade point averages among lower-achieving students by 0.10 grade points and lifted enrollment in advanced math by about 3 percentage points. The gains held best in schools where trying hard was not socially costly. Small, real, and cheap.

the skeptics

Sisk, Burgoyne, Sun, Butler and Macnamara (2018), Psychological Science. Two meta-analyses pooling hundreds of studies: across 273 effect sizes, the link between mindset and achievement averaged r = .10, and across 43 intervention studies the average effect was d = 0.08, with 37 of the 43 not distinguishable from zero. The exception the authors themselves flag, from a handful of studies: bigger effects for low-income and academically at-risk students. Which is where Yeager found his.

the sharpest critique

Macnamara and Burgoyne (2023), Psychological Bulletin. The strongest case against. Rerun the evidence through strict quality criteria and the average effect lands at d = 0.05, no longer significant once publication bias is corrected; in the six highest-quality studies it is d = 0.02. They also report that authors with a financial stake in mindset programs published larger effects than authors without one. This page would be dishonest without this paragraph.

the reply

Yeager and Dweck (2020), American Psychologist. Their answer: nobody should expect one hour online to move every student. The effect shows up where it was predicted to: in students who are struggling, in schools whose culture does not fight the message. A 2023 meta-analysis by Burnette et al. lands in between: small overall, d = 0.14 for the students it was aimed at, with wide and honestly reported uncertainty around both numbers.

Where that leaves us. The effect is real and small. It concentrates in students who are struggling. An hour online costs almost nothing, so a small real effect can still be worth having. Believing you can change does not replace the work of changing.

How I have grown

Research is one kind of receipt. This is the other kind. Four items, kept exactly as dictated on a walk, 2026-07-10.

None of these came installed. Each one was a “not yet” for years.

What a growth mindset is good for

Held honestly, the belief buys you specific things:

What learning is good for

Zoom out from mindset to the thing mindset is for. The evidence that learning itself pays is older and steadier:

One card at a time

A little deck of this page's findings, because reading about learning is not the same as keeping any of it. The middle button is the whole site in two words.

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made with love by Em Ponders

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