Evidence map›Paper›PMID 40681901›Full record

ReviewBehavior research methods2025

Digital pathways beyond Western-centric participants.

Edmond Awad

Abstract readReview
In one paragraph

Review in Behavior research methods, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

1 author.

Edmond AwadDepartment of Economics, University of Exeter, Exeter, UK. e.awad@exeter.ac.uk.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In 2010, Henrich and colleagues published a seminal article in which they noted that (1) studies in social and behavioural sciences oversample from Western, educated, industrialised, rich, and democratic (WEIRD) individuals, and (2) WEIRD subjects are particularly unusual compared to the rest of the world population with respect to several factors. Despite the positive reception of this article, not much has changed in the years to follow. For instance, reviews of recent papers in leading psychology journals reveal that only a small proportion of the studied samples originate from non-Western countries. This sampling bias cannot be excused for lack of means. The digital age has opened several opportunities to facilitate and support social science research with subjects from non-WEIRD backgrounds. In this article, I provide an overview of such tools and comment on the advantages and disadvantages of each.

Indexed as

HumansSelection BiasCross-cultural researchCultural generalisabilityDigital data collectionOnline platformsSurvey methodology

Identifiers

PMID40681901
PMCPMC12274141

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.