Commentary: The construct validity of ‘camouflaging’ in autism: psychometric considerations and recommendations for future research ‐ reflection on Lai et al. (2020)
Open accessAbstract
Research on the construct of ‘camouflaging’ in autism and its sociodemographic/clinical correlates has far outpaced the work being done to establish the construct validity of camouflaging and its distinction from other similar constructs. The imprecision with which camouflaging is defined and measured has serious implications for future research on this topic, and unless additional effort is made to produce reliable and valid measurements of this construct, researchers will not be able to meaningfully assess important questions such as whether the effort of camouflaging one's behavior contributes to increased mental health difficulties. By reviewing the psychometric strengths and weaknesses of various operationalizations of camouflaging, this commentary highlights a pressing need for further measure validation in this area. Specific methodological guidance is provided for researchers interested in rigorously testing the validity of putative camouflaging measures.
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Pursuit of these objectives has been cross-sectionally associated with poor mental health, reduced wellbeing, and suicidality, although causal relationships have yet to be demonstrated.
“In some cases, pursuit of these objectives has been cross-sectionally associated with poor mental health, reduced wellbeing, and suicidality (Cassidy et al., 2018; Hull et al., 2019, 2021), although causal relationships have yet to be demonstrated (Williams, 2021).”
From Neurodiversity and Autism Intervention: Reconciling Perspectives Through a Naturalistic Developmental Behavioral Intervention Framework (2022) · cites this paper as Williams, 2021
Discussions about the validity and conceptual clarity of the so-called female autism phenotype, camouflaging and the female protective effect are ongoing.
“Discussions about the validity and conceptual clarity of the so-called female (autism) phenotype106,309,310, camouflaging109,311–315 and female protective effect226,316 are ongoing.”
From Sex and gender in neurodevelopmental conditions (2023) · cites this paper as [315]
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Cites
Camouflaging in autism: A systematic review
Cook, J., Hull, L., Crane, L., & Mandy, W. (2021) · Clinical Psychology Review · doi:10.1016/j.cpr.2021.102080 · Cited by 554 · see citing works
Development and validation of the camouflaging autistic traits questionnaire (CAT-Q)
Hull, L., Mandy, W., Lai, M.-C., Baron-Cohen, S., Allison, C., Smith, P., & Petrides, K. V. (2019) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-018-3792-6 · Cited by 496 · see citing works
Camouflaging in autism: A systematic review.Preprint
Cook, J., Hull, L., Crane, L., & Mandy, W. (2021) · Clinical Psychology Review · doi:10.31219/osf.io/u5b9e · Cited by 493 · see citing works
Humberg, S., Nestler, S., & Back, M. D. (2018) · Social Psychological and Personality Science · doi:10.1177/1948550618757600 · Cited by 388 · see citing works
Safety Behaviors in Adults With Social Anxiety: Review and Future Directions.
Piccirillo, M., Dryman, M., & Heimberg, R. (2016) · The Behavior Therapist · doi:10.1016/j.beth.2015.11.005 · Cited by 154 · see citing works
Fombonne, E. (2020) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13296 · Cited by 134 · see citing works
Gollwitzer, M., Christ, O., & Lemmer, G. (2014) · European Journal of Social Psychology · doi:10.1002/ejsp.2042 · Cited by 127 · see citing works
Morrison, K. E., DeBrabander, K. M., Jones, D. R., Ackerman, R. A., & Sasson, N. J. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.591100 · Cited by 108 · see citing works
Self-reported camouflaging behaviours used by autistic adults during everyday social interactions
Cook, J. M., Crane, L., Hull, L., Bourne, L., & Mandy, W. (2021) · Autism · doi:10.1177/13623613211026754 · Cited by 106 · see citing works
On Dimensionality, Measurement Invariance, and Suitability of Sum Scores for the PHQ-9 and the GAD-7
Štochl, J., Fried, E. I., Fritz, J., Croudace, T. J., Russo, D. A., Knight, C., Jones, P. B., & Pérez, J. (2020) · Assessment · doi:10.1177/1073191120976863 · Cited by 96 · see citing works
Rosenbusch, H., Wanders, F., & Pit, I. L. (2019) · Psychological Methods · doi:10.1037/met0000244 · Cited by 84 · see citing works
Verkuilen, J., Bianchi, R., Schonfeld, I. S., & Laurent, É. (2020) · Assessment · doi:10.1177/1073191120911095 · Cited by 83 · see citing works
Camouflaging in an everyday social context: An interpersonal recall study
Cook, J., Crane, L., Bourne, L., Hull, L., & Mandy, W. (2021) · Autism · doi:10.1177/1362361321992641 · Cited by 78 · see citing works
Commentary: ‘Camouflaging’ in autistic people – reflection on Fombonne (2020)
Lai, M., Hull, L., Mandy, W., Chakrabarti, B., Nordahl, C. W., Lombardo, M. V., Ameis, S. H., Szatmári, P., Baron‐Cohen, S., Happe, F. G. E., et al. (2020) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13344 · Cited by 78 · see citing works
Camouflaging Behaviours Used by Autistic Adults During Everyday Social Interactions
Cook, J., Crane, L., Hull, L., Bourne, L., & Mandy, W. (2020) · doi:10.21203/rs.3.rs-96362/v1 · Cited by 5 · see citing works
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Camouflaging in autism: A systematic review
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Self-citationSchuck, R. K., Tagavi, D. M., Baiden, K. M. P., Dwyer, P., Williams, Z. J., Osuna, A., Ferguson, E. F., Jimenez Muñoz, M., Poyser, S. K., Johnson, J. F., et al. (2022) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-021-05316-x · Cited by 208 · see citing works
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Krueger, J. (2026) · Ai & Society · doi:10.1007/s00146-026-03101-x · Cited by 2 · see citing works
Automatic and affective processing of faces as mechanisms of passing as non-autistic in adolescence
Houck, A. P., Richards, J. K., Day, T. C., Goodwill, J. J., Hauschild, K. M., Malik, I., & Lerner, M. D. (2025) · Scientific Reports · doi:10.1038/s41598-025-04801-y · Cited by 2 · see citing works
Schiltz, H. K., Su, D., Lerner, J. E., Mazefsky, C. A., & Lord, C. (2025) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-025-07005-5 · Cited by 1 · see citing works
Uglik-Marucha, N., Show, S., Vitoratou, S., Happé, F., & Belcher, H. (2026) · PLoS ONE · doi:10.1371/journal.pone.0337600 · Cited by 3 · see citing works
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Tassone, A. U., Andrzejewski, T. M., Breitenfeldt, K. E., Miller, M., & McDonnell, C. G. (2026) · Research in Autism · doi:10.1016/j.reia.2026.202788 · Cited by 1 · see citing works
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McQuaid, G. A., Lee, N., & Wallace, G. L. (2024) · doi:10.31234/osf.io/p2tdy
Myers, S. M., & Challman, T. D. (2024) · Elsevier eBooks · doi:10.1016/b978-0-12-824060-1.00038-9
Perich, E. (2024) · Queensland University of Technology · doi:10.5204/thesis.eprints.254565
A transdisciplinary scoping review of social identity among African youths with autism
Mpofu, J., & Sefotho, M. M. (2025) · The Journal for Transdisciplinary Research in Southern Africa · doi:10.4102/td.v21i1.1484
Lifting the ‘Double Mask’: Neurodivergent Working-Class Students and the University Experience
Suttie, N. (2025) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83662-062-420251010
Attridge, É. (2025) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83662-062-420251009
Ai, W., Yu, J. X., Jacob, B., & Lai, M.-C. (2026) · Molecular Autism · doi:10.1186/s13229-026-00715-2
Kamp‐Becker, I. (2026) · Zeitschrift für Kinder- und Jugendpsychiatrie und Psychotherapie · doi:10.1024/1422-4917/a001081
Giblett, M. J., Lind, P. A., & Medland, S. E. (2026) · Research in Neurodiversity · doi:10.1016/j.rin.2026.100047
Siedler, A., Pisula, E., Tomaszek, K., Banasiak, A., Hull, L., Idczak-Paceś, E., Kossewska, J., Pyszkowska, A., Wędzonka, A., & Zasępa, E. (2026) · Research in Autism · doi:10.1016/j.reia.2026.202966
Boateng, P. A. (2026) · Autism in Adulthood · doi:10.1177/25739581261495703
De-diagnosis and the problem of revisability in adult ADHD and autism
Adamou, M., & Hill, D. (2026) · Frontiers in Sociology · doi:10.3389/fsoc.2026.1944117
Gao, S., Liao, J., Li, R., & Yanjie, S. U. (2026) · Research Square · doi:10.21203/rs.3.rs-10903525/v1
- Authors
- Williams, Z. J.
- Affiliations
- Vanderbilt University (US)
- Corresponding author
- Williams, Zachary J.
- ORCID
- Williams, Zachary J.
- Venue
- Journal of Child Psychology and Psychiatry
- Publisher
- Wiley
- Published
- 2021-06-17
- Volume
- 63
- Issue
- 1
- Pages
- 118-121
- ISSN
- 0021-9630 (ISSN-L)
- 1469-7610
- PMC
- PMC8678389
- OpenAlex
- W3171113476
- Cited by
- 59
- References
- 15
- Citations by year
- 2026: 12 · 2025: 11 · 2024: 13 · 2023: 8 · 2022: 12 · 2021: 3
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Child Psychology and Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Nancy Lurie Marks Family Foundation
- National Institute of General Medical Sciences (T32‐GM007347)
- National Institute on Deafness and Other Communication Disorders (F30‐DC019510)
- Vanderbilt University
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- camouflaging, autism spectrum disorder, construct validity, psychometric validation, mental illness
- MeSH terms
- Autistic Disorder, Humans, Mental Health, Psychometrics, Research Design, Research Personnel
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