User-centered R&D with A/B tests and rapid prototyping to tailor interventions to a target population¶
Strategy · All strategies
Evidence · no claims cited
Description¶
The article describes a multi-phase R&D process used to prepare the National Study of Learning Mindsets intervention for entering 9th graders, involving several years and thousands of pilot participants. The authors "adapted procedures from user-centered design: A/B tests (in which small variants on a message are tested against each other in multifactor randomized studies) and rapid prototyping (in which early-stage materials are shared with user groups who point out areas that could be improved)". Phase 2 immersed researchers in the psychological world of 9th graders; Phase 3 showed the revised intervention better increased challenge seeking at posttest than the base version, and the final version showed positive effects at a national scale.
Design Implications¶
Context¶
Requirements¶
- Several years of development and thousands of pilot participants; interventions are highly dependent on subtle features of materials and procedures matched to the target population.
Constraints¶
- It is not clear the revised treatment could be easily transported to other contexts such as colleges or the workplace; successful replication there may require new rounds of R&D.
Target Learners¶
- entering 9th-grade high school students in a nationally representative sample
Target Learning Goals¶
- growth mindset adoption
- challenge seeking
- academic achievement (GPA, on-track status)
Related Strategies¶
- Six-step design methodology: elicit values, minimal intervention, multi-level multi-outcome evaluation, iterate, simulate scale, sunset
- Design Thinking
Examples¶
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Key Sources¶
- Dweck, C. S., & Yeager, D. S. (2019). Mindsets: A View From Two Eras. Perspectives on Psychological Science. https://doi.org/10.1177/1745691618804166
Page metadata
| Field | Value |
|---|---|
type |
strategy |
id |
user-centered-intervention-rd-process |
title |
User-centered R&D with A/B tests and rapid prototyping to tailor interventions to a target population |
description |
The article describes a multi-phase R&D process used to prepare the National Study of Learning Mindsets intervention for entering 9th graders, involving several years and thousands of pilot participants. |
status |
review |
generated |
by process:wiki-ingest on 2026-10-17 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — dweck-2019 |
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