Beyond WEIRD: towards a broad-based behavioral science
Abstract
In our response to the 28 (largely positive) commentaries from an esteemed collection of researchers, we (1) consolidate additional evidence, extensions, and amplifications offered by our commentators; (2) emphasize the value of integrating experimental and ethnographic methods, and show how researchers using behavioral games have done precisely this; (3) present our concerns with arguments from several commentators that separate variable “content” from “computations” or “basic processes”; (4) address concerns that the patterns we highlight marking WEIRD people as psychological outliers arise from aspects of the researchers and the research process; (5) respond to the claim that as members of the same species, humans must have the same invariant psychological processes; (6) address criticisms of our telescoping contrasts; and (7) return to the question of explaining why WEIRD people are psychologically unusual. We believe a broad-based behavioral science of human nature needs to integrate a variety of methods and apply them to diverse populations, well beyond the WEIRD samples it has largely relied upon.
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The existing research literature on mental health largely represents the perspectives of people who are White, are educated, are of high socioeconomic status, and speak English.
“the existing research literature on mental health largely represents the perspectives of people who are White, are educated, are of high socioeconomic status, and speak English [54]”
From The Opportunities and Risks of Large Language Models in Mental Health (2024) · cites this paper as [54]
Most reviewed studies used non-clinical samples of students from Western, Educated, Industrial, Rich, Democratic (WEIRD) societies.
“Second, most of the reviewed studies used non-clinical samples of students, from Western, Educated, Industrial, Rich, Democratic societies (W.E.I.R.D.; Henrich, Heine, & Norenzayan, 2010).”
From Happy to help? A systematic review and meta-analysis of the effects of performing acts of kindness on the well-being of the actor (2018) · cites this paper as Henrich, Heine, & Norenzayan, 2010
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Heine, S. J., Kitayama, S., & Hamamura, T. (2007) · Asian Journal Of Social Psychology · doi:10.1111/j.1467-839x.2007.00226.x · Cited by 30 · see citing works
Self-citationThe Koro "epidemic" in Singapore.
(1969) · PubMed · Cited by 30 · see citing works
Models of decision-making and the coevolution of social preferences
Henrich, J., Boyd, R. T., Bowles, S., Camerer, C. F., Fehr, E., Gintis, H. M., McElreath, R. L., Alvard, M., Barr, A. M., Ensminger, J., et al. (2005) · Behavioral and Brain Sciences · doi:10.1017/s0140525x05460148 · Cited by 26 · see citing works
Self-citationAinslie, G. W. (2005) · Behavioral and Brain Sciences · doi:10.1017/s0140525x05220149 · Cited by 24 · see citing works
Direct-comparison judgments: When and why above- and below-average effects reverse.
Windschitl, P. D., Conybeare, D., & Križan, Z. (2008) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.137.1.182 · Cited by 24 · see citing works
Market Integration, Reciprocity, and Fairness in Rural Papua New Guinea
Tracer, D. P. (2004) · Oxford University Press eBooks · doi:10.1093/0199262055.003.0008 · Cited by 24 · see citing works
Freeman, D., Orans, M., & Côté, J. E. (2000) · Current Anthropology · doi:10.1086/317384 · Cited by 11 · see citing works
When it's Not All About Me: Altruism, Participation, and Political ContextPreprint
Kam, C. D., Cranmer, S., & Fowler, J. H. (2007) · SSRN Electronic Journal · doi:10.2139/ssrn.1008208 · Cited by 7 · see citing works
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Henrich, J., Heine, S. J., & Norenzayan, A. (2010) · Nature · doi:10.1038/466029a · Cited by 3,441 · see citing works
Self-citationHow many words do we read per minute? A review and meta-analysis of reading rate
Brysbaert, M. (2019) · Journal of Memory and Language · doi:10.1016/j.jml.2019.104047 · Cited by 553 · see citing works
Curry, O. S., Rowland, L. A., Van Lissa, C. J., Zlotowitz, S., McAlaney, J., & Whitehouse, H. (2018) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2018.02.014 · Cited by 528 · see citing works
Effects of video-game play on information processing: a meta-analytic investigation
Powers, K. L., Brooks, P. J., Aldrich, N. J., Palladino, M. A., & Alfieri, L. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-013-0418-z · Cited by 348 · see citing works
Morality as Cooperation: A Problem-Centred Approach
Curry, O. S. (2016) · Evolutionary Psychology · doi:10.1007/978-3-319-19671-8_2 · Cited by 293 · see citing works
Curry, O. S., Jones Chesters, M., & Van Lissa, C. J. (2019) · Journal of Research in Personality · doi:10.1016/j.jrp.2018.10.008 · Cited by 235 · see citing works
The Opportunities and Risks of Large Language Models in Mental Health
Lawrence, H. R., Schneider, R. A., Rubin, S. B., Matarić, M. J., McDuff, D. J., & Jones Bell, M. (2024) · JMIR Mental Health · doi:10.2196/59479 · Cited by 235 · see citing works
Self-talk: Review and sport-specific model.
Van Raalte, J. L., Vincent, A., & Brewer, B. W. (2016) · Psychology of Sport and Exercise · doi:10.1016/j.psychsport.2015.08.004 · Cited by 179 · see citing works
The dark triad and intimate partner violence
Carton, H., & Egan, V. (2017) · Personality and Individual Differences · doi:10.1016/j.paid.2016.09.040 · Cited by 155 · see citing works
Morriss, J., Wake, S., Elizabeth, C., & van Reekum, C. M. (2021) · Biological Psychiatry Global Open Science · doi:10.1016/j.bpsgos.2021.05.011 · Cited by 52 · see citing works
Beyond the west: Chemosignaling of emotions transcends ethno-cultural boundaries
de Groot, J. H. B., van Houtum, L. A. E. M., Gortemaker, I., Ye, Y., Chen, W., Zhou, W., & Smeets, M. A. M. (2018) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2018.08.005 · Cited by 37 · see citing works
Chobthamkit, P., Sutton, R. M., Uskul, A. K., & Chaleeraktrakoon, T. (2022) · Social Justice Research · doi:10.1007/s11211-022-00393-4 · Cited by 21 · see citing works
The opportunities and risks of large language models in mental health
Lawrence, H. R., Schneider, R. A., Rubin, S. B., Mataric, M. J., McDuff, D. J., & Bell, M. J. (2024) · arXiv · doi:10.48550/arxiv.2403.14814
- Authors
- Henrich, J., Heine, S. J., & Norenzayan, A.
- Affiliations
- University of British Columbia (CA)
- Venue
- Behavioral and Brain Sciences
- Publisher
- Cambridge University Press (CUP)
- Published
- 2010-06
- Volume
- 33
- Issue
- 2-3
- Pages
- 111-135
- ISSN
- 0140-525X (ISSN-L)
- 1469-1825
- OpenAlex
- W2067015959
- Cited by
- 631
- References
- 129
- Citations by year
- 2026: 32 · 2025: 56 · 2024: 63 · 2023: 64 · 2022: 63 · 2021: 74 · 2020: 83 · 2019: 49 · 2018: 55 · 2017: 13 · 2016: 20 · 2015: 12 · 2014: 14 · 2013: 10 · 2012: 14
- FWCI
- 14.43
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Behavioral and Brain Sciences (publishedVersion)
- Topics
- Social Sciences › Psychology › Social Psychology › Cultural Differences and Values
- Social Sciences › Safety Research › Experimental Behavioral Economics Studies
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Keywords
- WEIRD samples, behavioral games, experimental ethnography, cross-cultural psychology, human nature, sample diversity, methodological integration
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 ›
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