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Growth mindset

Myths

Misconceptions and real systems around growth mindset, across more than three continents.

At a glance
Score intensity

Darker cells mean a higher score for this topic on that metric.

Last reviewed Sources & creditsMedia creditsMethodology

Quick answers

Does this atlas rank groups by IQ, race or nation?

No. Pathways and evidence stay individual. Scores are browsing aids — never group biological or racial ranks.

What did Mueller and Dweck 1998 show?

Children praised for intelligence later avoided challenges more than children praised for effort, in their experiments. Later replications have been mixed.

What did Sisk et al. 2018 find?

Two meta-analyses: mindset–achievement correlations were small on average; interventions had small average effects, with some larger effects for students at higher risk.

What did Li and Bates report?

Failures to replicate core praise effects in their samples. The debate is about robustness and moderators, not about whether beliefs can ever matter.

Did Binet already think intelligence was educable?

Yes. Binet’s original project was instructional. Dweck often cites that history against later “fixed IQ” folklore.

Is growth mindset the opposite of giftedness?

No. Gagné’s talents develop. A gifted label plus incremental theory is a common, coherent pairing. Entity giftedness (“I am a genius, so I must not struggle”) is the failure mode.

Start with this section - Myths

Myths around growth mindset travel faster than papers. Each item pairs a folklore line with a tighter claim.

Worldwide notes name real systems — 영재교육, 예고, 部活, CTY, AIS, Iten — as places and policies, not racial essences.

Myth cards + sources

Four teaching cards with citations. Forbidden: group IQ by ethnicity, race or nation.

Myth 10,000 hours is a universal law

Tighter claim: Gladwell slogan ≠ Ericsson’s study design

The 1993 violinist comparison did not issue a universal hour ticket for every domain.

Source Ericsson, Krampe & Tesch-Römer (1993); Gladwell (2008) popularisation

Myth Practice alone explains excellence

Tighter claim: Practice is necessary, rarely sufficient

Meta-analyses find practice explains a minority of performance variance across domains.

Source Macnamara, Hambrick & Oswald (2014)

Myth Talent is fixed by group identity

Tighter claim: Forbidden: group IQ / racial rankings

This atlas teaches pathways and practice design — never essentialist rankings of peoples.

Source Editorial policy — Tool-Lifes talent atlas (no group IQ)

Myth Any repetition counts as deliberate practice

Tighter claim: Design + feedback is the construct

Playing favourites is not the same variable as weakness-targeted, coached work.

Source Ericsson & Harwell (2019) on deliberate-practice criteria

Myths

Worldwide

Growth mindset: drop the folklore that ranks groups. Keep the systems that can be named and improved.

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