Growth mindset in 2018: Sisk et al. meta-analyses · 446

Laboratory praise studies in the 1990s (Mueller and Dweck) and later school interventions (Blackwell, Trzesniewski and Dweck, 2007) made the idea a global education export. The 2006 book Mindset did the rest. Victoria Sisk and colleagues’ 2018 meta-analyses found only modest average associations and intervention effects, larger in some high-risk groups. Li and Bates reported failures to replicate key praise findings. The construct remains useful as a caution against ability-as-destiny talk — and weak as a miracle programme.

Growth mindset mapped for mechanisms, locale notes and limits. Growth mindset sits in the science atlas — mechanisms, locale notes and limits, not slogans. Adoption and meaning follow schools, clubs and labs as much as peak specs. selection systems without group rankings. conservatories, gyms and classrooms.

No population score rankings; no race hierarchies. Editorial scores help browsing; they are not certificates. Links, glossary and adjacent themes around Growth mindset. Same atlas neighbourhood as Growth mindset (science). Route, season or institution that sets access. Safe operating band — speed, depth, load or dose.