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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.
Signs of growth mindset are cues for curiosity, not a diagnosis and not a caste stamp.
Tests measure a sample already shaped by teaching and invitation. False positives are part of the identification problem.
Early cues
- 5–7 — Effort-as-verdict talk — “I am bad at this” after one worksheet. Language is the early cue.
- 8–10 — Hiding mistakes — Scribbled-out work and crumpled pages: struggle treated as a secret.
- 11–14 — Safe-course shopping — Students drop the hard elective to protect a “smart” identity — the 1998 pattern in a timetable.
- 15–18 — Poster fatigue — They can recite growth-mindset slogans and still refuse a public first draft.
- Adult — Career entity talk — “I am not a maths person” as a finished biography rather than a practice history.
Tests & tasks
- Implicit-theory scales — Dweck-style items. Beliefs, not skill.
- Challenge-choice tasks — The 1998 behavioural dependent variable.
- Grade trajectories — What Blackwell 2007 and later trials actually tried to move.
- Classroom language audits — Count entity praise. A practical instrument, not a published scale.
Environments
- Permission to be unfinished — First drafts are public and unpunished.
- Feedback on strategy — Comments name the next move, not the child’s essence.
- Load that is survivable — A growth message beside impossible homework is a contradiction.
- Adults who model revision — Teachers who show their own failed attempts.
False positives
- Slogan fluency — Reciting “yet” is not a mindset.
- Effort praise as fluff — Praising hours without strategy is not the 1998 treatment.
- Fixed gift plus growth poster — A school that sorts by a single IQ and then hangs Dweck on the wall.
- Blaming the student’s beliefs — Using mindset to ignore tutoring access and tracking.
Growth mindset: a cue is information. A label without a review date is a caste.
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