Claims

In the pilot A/B experiments, indirect framing outperformed direct framing, refuting the fixed mindset backfired for strong fixed-mindset holders, and celebrity endorsements increased adoption

Claim · All claims
Evidence · 1 study (3 entries) · causal r2–r3 · q2
Currency · newest study 2016 · checked against its sources 2026-10-19 (automated, 3 of 3 entries) · not reviewed by a person

Subclaims

Reading the evidence codes

q is the design tier, i the impact, n the sample, and the kind with its r the rigour judged within that kind: what each code means.

This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.

q2 i? Direct framing led to smaller changes in mindsets than indirect framing in both A/B studies. → Yeager 2016 q2 i? Refuting the fixed mindset caused participants with stronger baseline fixed mindsets to increase in fixed mindset (main effect p=.003, interaction p=.01). → Yeager 2016 (2) q2 i? Adult and celebrity role-model endorsements increased growth mindset adoption relative to versions without them. → Yeager 2016 (3)

Evidence

Yeager 2016

Yeager, D. S., Romero, C., Paunesku, D., Hulleman, C. S., Schneider, B., Hinojosa, C., Lee, H. Y., O'Brien, J., Flint, K., Roberts, A., Trott, J., Greene, D., Walton, G. M., & Dweck, C. S. (2016). Using Design Thinking to Improve Psychological Interventions: The Case of the Growth Mindset During the Transition to High School. Journal of Educational Psychology, 108(3), 374–391. https://doi.org/10.1037/edu0000098

q2 · i? · causal · r2

Rapid randomized A/B experiments, two studies with 7 factors fully crossed across N=3,004 participants (Mechanical Turk adults and a Qualtrics high-school panel), assessing pre-to-post change in self-reported fixed mindsets. No effect size printed.

"Table 1 shows that in both A/B Study 1 and A/B Study 2 the direct framing led to smaller changes in mindsets—corresponding to lower effectiveness—than indirect framing"

Yeager 2016 (2)

Yeager, D. S., Romero, C., Paunesku, D., Hulleman, C. S., Schneider, B., Hinojosa, C., Lee, H. Y., O'Brien, J., Flint, K., Roberts, A., Trott, J., Greene, D., Walton, G. M., & Dweck, C. S. (2016). Using Design Thinking to Improve Psychological Interventions: The Case of the Growth Mindset During the Transition to High School. Journal of Educational Psychology, 108(3), 374–391. https://doi.org/10.1037/edu0000098

q2 · i? · causal · r3

A/B Study 1 finding: refuting the fixed mindset led to smaller mindset changes than not doing so, and increased post-message fixed-mindset reports among participants with stronger baseline fixed mindsets. The authors offer an "illusion of truth" that might entrench fixed-mindset holders as a possible explanation; it was not tested. A subtler within-person-comparison refutation tested in A/B Study 2 no longer caused reduced effectiveness.

"the refutation manipulation caused participants who held a stronger fixed mindset at baseline to show an increase in fixed mindset post-message, main effect p = .003, interaction effect p = .01."

Yeager 2016 (3)

Yeager, D. S., Romero, C., Paunesku, D., Hulleman, C. S., Schneider, B., Hinojosa, C., Lee, H. Y., O'Brien, J., Flint, K., Roberts, A., Trott, J., Greene, D., Walton, G. M., & Dweck, C. S. (2016). Using Design Thinking to Improve Psychological Interventions: The Case of the Growth Mindset During the Transition to High School. Journal of Educational Psychology, 108(3), 374–391. https://doi.org/10.1037/edu0000098

q2 · i? · causal · r2

A/B experiments testing role-model elements (Scott Forstall's iPhone team story; a Michelle Obama speech excerpt) found they "increased adoption of a growth mindset" versus versions without endorsements; no effect size printed.

"These increased adoption of a growth mindset compared to versions that did not include these endorsements (Table 1)."

Discussion

Learner Variables

Page metadata
Field Value
type claim
id ab-testing-mindset-content-findings
title In the pilot A/B experiments, indirect framing outperformed direct framing, refuting the fixed mindset backfired for strong fixed-mindset holders, and celebrity endorsements increased adoption
description In the pilot A/B experiments, indirect framing outperformed direct framing, refuting the fixed mindset backfired for strong fixed-mindset holders, and celebrity endorsements increased adoption
status review
evidence_strength weak
newest_evidence 2016
source_checked 2026-10-19
generated by process:wiki-ingest on 2026-10-17
trust unverified — no one has confirmed this page's content
sources 3 — yeager-2016, yeager-2016-2, yeager-2016-3

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