Small changes in the way information is presented can have a large impact on a person's decision to participate in a program¶
Claim · All claims
Evidence · 1 study · causalr?·q1
Currency · newest study 2017 · not yet checked against its sources · 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.
q1 i? Behavioral science research shows that making small changes in the way information is presented can have a large impact on a person's decision to participate in a program. → Naihobe Gonzalez 2017
Evidence¶
Naihobe Gonzalez 2017¶
Naihobe Gonzalez. (2017). Small Changes Make a Big Difference: How Behavioral Science Improved Participation in Advanced Placement (Issue Brief). Oakland, CA: Mathematica Policy Research. https://www.mathematica.org/publications/small-changes-make-a-big-difference-how-behavioral-science-improved-participation-in-advanced
q1 · i? · causal · r?
This is the brief's framing statement, attributed generally to behavioral science researchers rather than demonstrated with data in the brief itself; the brief offers no evidence or citation for it beyond the AP case it examines.
"Behavioral science researchers have shown that making small changes in the way information is presented can have a large impact on a person’s decision to participate in a program."
Discussion¶
Related Claims¶
- Students who received the personalized AP message were more likely to take an AP exam and passed a higher number of exams, making them eligible for college credit — a narrower finding that bears on this claim
- Students who received a personalized message about their potential to succeed in AP coursework were 49 percentage points more likely to participate in AP classes than peers who did not receive the message — a narrower finding that bears on this claim
- Survey data indicate the ability signal had informational value, leading students to revise self-assessed ability and AP plans consistent with Bayesian learning — a narrower finding that bears on this claim
- The way school information is presented to parents affects how that information is understood, perceived, and used, according to the study behind the guide — a narrower finding that bears on this claim
- Data tools that make on-track information easy to act on changed how teachers and school staff interact with students and parents — related
- Students who were not surveyed for the study did not respond to the ability signal — a narrower finding that bears on this claim
- Education data can easily leave educators and policymakers unmoved or drown them in extraneous information rather than driving decisions — related
- How school information is presented can affect how parents rank their school choices — a narrower finding that bears on this claim
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
small-presentation-changes-large-participation-impact |
title |
Small changes in the way information is presented can have a large impact on a person's decision to participate in a program |
description |
Small changes in the way information is presented can have a large impact on a person's decision to participate in a program |
status |
review |
evidence_strength |
weak |
newest_evidence |
2017 |
generated |
by process:wiki-ingest on 2026-10-08 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — naihobe-gonzalez-2017 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.