Student or educator? Sign up with your school email and get 6 months of Pro free.
Cited by 292

The DOI matches its Crossref record; 7 of the 7 references it cites were found in a registry or an index.

Measure Twice, Cut down Error: A Process for Enhancing the Validity of Survey Scales

Open access
Gehlbach, Hunter, Brinkworth, Maureen E.·2011·Review of General Psychology

Abstract

For years psychologists across many subfields have undertaken the formidable challenge of designing survey scales to assess attitudes, opinions, and behaviors. Correspondingly, scholars have written much to guide researchers in this undertaking. Yet, many new scales violate established best practices in survey design, suggesting the need for a new approach to designing surveys. This article presents 6 steps to facilitate the construction of questionnaire scales. Unlike previous processes, this one front loads input from other academics and potential respondents in the item-development and revision phase with the goal of achieving credibility across both populations. Specifically, the article describes how (a) a literature review and (b) focus group–interview data can be (c) synthesized into a comprehensive list to facilitate (d) the development of items. Next, survey designers can subject the items to (e) an expert review and (f) cognitive pretesting before executing a pilot test.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1037/a0025704

Cites

7 of 7 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 7 references

Cited by

Metadata

Authors
Gehlbach, H., & Brinkworth, M. E.
Venue
Review of General Psychology
Published
2011-12
Volume
15
Issue
4
Pages
380-387
ISSN
  • 1089-2680 (ISSN-L)
  • 1939-1552
OpenAlex
W2016475235
Cited by
292
References
7
FWCI
7.37
Type
journal article
Language
en
Open access
green

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

Data sources

Bibliographic data: Semantic Scholar, OpenAlex, Crossref.

Contains information from the Semantic Scholar Academic Graph Datasets, made available under the ODC Attribution License (ODC-BY 1.0).

Semantic Scholar’s data is described in: Kinney, R., et al. (2023). The Semantic Scholar Open Data Platform. arXiv:2301.10140.