A cross-cultural comparison between South African and British students on the Wechsler Adult Intelligence Scales Third Edition (WAIS-III)
Open accessAbstract
There is debate regarding the appropriate use of Western cognitive measures with individuals from very diverse backgrounds to that of the norm population. Given the dated research in this area and the considerable socio-economic changes that South Africa has witnessed over the past 20 years, this paper reports on the use of the Wechsler Adult Intelligence Scale Third Edition (WAIS-III), the most commonly used measure of intelligence, with an English second language, multilingual, low socio-economic group of black, South African university students. Their performance on the WAIS-III was compared to that of a predominantly white, British, monolingual, higher socio-economic group. A multi-group confirmatory factor analysis showed that the WAIS-III lacks measurement invariance between the two groups, suggesting that it may be tapping different constructs in each group. The UK group significantly outperformed the SA group on the knowledge-based verbal, and some non-verbal subtests, while the SA group performed significantly better on measures of Processing Speed (PS). The groups did not differ significantly on the Matrix Reasoning subtest and on those working memory subtests with minimal reliance on language, which appear to be the least culturally biased. Group differences were investigated further in a set of principal components analyses, which revealed that the WAIS-III scores loaded differently for the UK and SA groups. While the SA group appeared to treat the PS subtests differently to those measuring perceptual organization and non-verbal reasoning, the UK group seemed to approach all of these subtests similarly. These results have important implications for the cognitive assessment of individuals from culturally, linguistically, and socio-economically diverse circumstances.
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Research has used MGCFA elsewhere to suggest CATs do not necessarily have measurement invariance between cultures.
“Research has used MGCFA elsewhere to suggest CATs do not necessarily have measurement invariance between cultures (Cockcroft et al., 2015).”
From Factors Related to Mean Score Group Differences on Cognitive Ability Tests: A Systematic Review (2025) · cites this paper as Cockcroft et al., 2015
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“…to correlate significantly with performance on most WAIS-III indices and subtests (Heaton et al., 2003) in European (Kessels andWingbermuhle, 2001; Grégoire, 2004), American (Razani et al., 2006), Australian (WAIS-R, Shores and Carstairs, 2000), and African samples (Shuttleworth-Edwards et al.,…”
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“…correlate significantly with performance on most WAIS-III indices and subtests (Heaton et al., 2003) in European (Kessels andWingbermuhle, 2001; Grégoire, 2004), American (Razani et al., 2006), Australian (WAIS-R, Shores and Carstairs, 2000), and African samples (Shuttleworth-Edwards et al., 2004).”
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Conant, L., Fastenau, P., Giordani, B., Boivin, M., Opel, B., & Nseyila, D. D. (1999) · Journal of Clinical and Experimental Neuropsychology · doi:10.1076/jcen.21.3.375.912 · Cited by 21 · cited 1×
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“Since WM and PS are strongly related to fluid ability, concomitant influences could also be expected in these areas (Weiss, 2010).”
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“If the current SA data are compared to that of Shuttleworth-Edwards et al. (2004, 2013) for black Africans with an ex-DET education and 15+ years of education (n = 12), published 10 years ago, the data are within 1 standard deviation of each other, and do not differ significantly in terms of Index…”
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“…subtest in the WMI, Arithmetic, draws on several abilities (VC, WM, freedom from distractibility, numerical knowledge, and procedural knowledge) so that its consequent dual loading on both VCI and WMI for both UK and SA samples is not unexpected and has been demonstrated elsewhere (Grégoire, 2013).”
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ResultLaher, S., & Cockcroft, K. (2017) · doi:10.1037/pro0000102 · Cited by 55
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“Thus, Cockcroft et al. (2015) compared a multilingual, low socioeconomic group of black South African students with a predominantly white, British, monolingual, higher socioeconomic group and found that subtest scores loaded differently for the two groups.”
The Relationship Between the Striatal Dopaminergic Neuronal and Cognitive Function With Aging
Li, H.-L., Hirano, S., Furukawa, S., Nakano, Y., Kojima, K., Ishikawa, A., Tai, H., Horikoshi, T., Iimori, T., Uno, T., et al. (2020) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2020.00041 · Cited by 22 · see citing works
“The WAIS-III includes 14 subtests, of which 13 were administered (the object assembly subtest was omitted since it does not contribute to the full-scale IQ; Cockcroft et al., 2015).”
MethodGonthier, C., Grégoire, J., & Besançon, M. (2021) · Intelligence · doi:10.1016/j.intell.2020.101512 · Cited by 20 · see citing works
Menghini-Müller, S., Studerus, E., Ittig, S., Valmaggia, L., Kempton, M., van der Gaag, M., de Haan, L., Nelson, B., Bressan, R., Barrantes-Vidal, N., et al. (2020) · European psychiatry · doi:10.1192/j.eurpsy.2019.10 · Cited by 19 · see citing works
“To the best of our knowledge, this is the first study examining sex differences in ARMS and healthy subjects by using wellestablished tests to evaluate processing speed (i.e., TrailMaking Test, WAIS-III Digit Symbol subtest).”
MethodInfluentialSchulte, M., Trujillo, N., Rodriguez-Villagra, O., Salas, N., Ibáñez, A., Carriedo, N., & Huepe, D. (2022) · Scientific Reports · doi:10.1038/s41598-022-21985-9 · Cited by 18 · see citing works
Wechsler Scale Intelligence Testing in Males with Dystrophinopathies: A Review and Meta-Analysis
Weerkamp, P. M. M., Mol, E., Sweere, D., Schrans, D. G., Vermeulen, R. J., Klinkenberg, S., Hurks, P. P. M., & Hendriksen, J. G. M. (2022) · Brain Science · doi:10.3390/brainsci12111544 · Cited by 18 · see citing works
Cultural Diversity in Neuropsychological Assessment
Irani, F., & Byrd, D. (2022) · Routledge eBooks · doi:10.4324/9781003051862 · Cited by 18 · see citing works
“In 2014, despite remission of psychotic symptoms, there was no significant improvement in psychoactive symptoms, and he showed increasing irritability, impulsivity, and anhedonia.”
BackgroundAmd, M., & Roche, B. (2018) · The Psychological Record · doi:10.1007/s40732-018-0273-4 · Cited by 22 · see citing works
The cross-cultural generalizability of cognitive ability measures: A systematic literature review.
Wilson, C. J., Bowden, S. C., Byrne, L. K., Joshua, N. R., Marx, W., & Weiss, L. G. (2023) · Intelligence · doi:10.1016/j.intell.2023.101751 · Cited by 18 · see citing works
Ukkola-Vuoti, L., Torniainen-Holm, M., Ortega-Alonso, A., Sinha, V., Tuulio-Henriksson, A., Paunio, T., Lönnqvist, J., Suvisaari, J., & Hennah, W. (2019) · Progress in Neuro-psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2018.07.003 · Cited by 10 · see citing works
“Here Block design loaded to factors representing both Processing speed and Verbal skills, which may arise from the fact that Block design usually correlates with a broad range of cognitive tasks including processing speed and verbal intelligence (Cockcroft et al., 2015).”
Duffey, M. M., Ayuku, D., Ayodo, G., Abuonji, E., Nyalumbe, M., Giella, A. K., Hook, J., Tran, T. M., & McHenry, M. (2021) · Journal of the International Neuropsychological Society · doi:10.1017/s1355617721000497 · Cited by 8
“…in which they are used (McHenry et al., 2021; Pendergast et al., 2018), and in some cases they have been used in countries such as South Africa in which English is an acquired language in school (Cockcroft, Alloway, Copello, & Milligan, 2015; Skuy, Taylor, O'Carroll, Fridjhon, & Rosenthal, 2000).”
BackgroundDaugherty, J., Puente, A. E., Lozano-Ruiz, A., & Pérez-García, M. (2020) · Applied neuropsychology. Adult · doi:10.1080/23279095.2020.1846536 · Cited by 8
“Another potential explanation is that tests involving working memory, such as the RDS, seem to be more resistant to cultural differences (Cockcroft et al., 2015; de Abreu et al., 2013).”
BackgroundDowling, T., & Whitelaw, E. (2018) · Language Matters · doi:10.1080/10228195.2018.1467479 · Cited by 8 · see citing works
“However, the actual conduct of the research as described below highlights the challenges faced, as well as social and linguistic contexts that are overlooked in many Western assessments, inventories and cognitive measures (see Cockcroft et al. 2015, 1).”
BackgroundEizaguirre, M., Vanotti, S., Aguayo-Arelis, A., Barajas, B. R. R., Cores, E., Macías, M., Benedict, R., & Cáceres, F. (2020) · Developmental Neuropsychology · doi:10.1080/87565641.2020.1737699 · Cited by 7 · see citing works
“Cockcroft et al. (2015) have analyzed and compared the cognitive skills of a sample of students from South Africa and another one from Great Britain, and found that there were intercultural differences in every neuropsychological test – verbal and non-verbal – that was administered, as well as in…”
BackgroundWang, Y.-Y., Chen, X., Liu, C., Wu, S., Xie, Q., Hu, Q., Chen, S., & Liu, Y.-W. (2019) · Experimental and Therapeutic Medicine · doi:10.3892/etm.2019.7760 · Cited by 7
“The WAIS‐III comprises 14 subtests (vocabulary, similarities, information, comprehension, block design, matrix reasoning, picture completion, picture arrangement, coding, symbol search, digit span, letter-number sequencing, arithmetics and object assembly) (27).”
MethodProcess-Oriented Measurement Using Electronic Tangibles.
Veerbeek, J., Verhaegh, J., Elliott, J., & Resing, W. (2017) · doi:10.5539/jel.v6n2p155 · Cited by 7
McCauley, S., Nguyen, T., Nguyen, C., Strutt, A., Stinson, J., Windham, V. A., & York, M. (2023) · Archives of Clinical Neuropsychology · doi:10.1093/arclin/acac035 · Cited by 6 · see citing works
Cross‐national applicability of a game‐based cognitive assessment
van Lill, X., McColl, L., & Neale, M. (2023) · International Journal of Selection and Assessment · doi:10.1111/ijsa.12425 · Cited by 9 · see citing works
Graves, S. L. (2022) · School Psychology International · doi:10.1177/01430343221146558 · Cited by 5 · see citing works
L2 listening comprehension: effects of task-related and learner-related variables
Alzahrani, A., & Alghamdi, E. A. (2025) · Computer Assisted Language Learning · doi:10.1080/09588221.2025.2497498 · Cited by 3 · see citing works
Mental counters as an online tool for assessing working memory capacity
Hildenbrand, L., & Wiley, J. (2023) · Behavior Research Methods · doi:10.3758/s13428-023-02180-8 · Cited by 3 · see citing works
Reserva cognitiva. Propuesta de una nueva hipótesis conceptual
Calderón-Rubio, E., Uréndez-Serrano, P., Martínez-Nicolás, Á., & Tirapu-Ustárroz, J. (2022) · Revista de neurología (Ed. impresa) · doi:10.33588/rn.7506.2022204 · Cited by 3 · see citing works
“A crosscultural comparison between South African and British students on the Wechsler Adult Intelligence Scales Third Edition (WAIS-III).”
BackgroundTruter, S. (2025) · Journal of Clinical and Experimental Neuropsychology · doi:10.1080/13803395.2025.2456045 · Cited by 2
“…adults and children with disad-vantaged quality of education tend to score significantly lower than those with advantaged quality of education (Cockcroft et al., 2015; Shuttleworth-Edwards & Van der Merwe, 2016; Shuttleworth-Edwards et al., 2004, 2013; Truter & Shuttleworth-Edwards, 2019,…”
Measuring Fluid Reasoning and Its Cultural Issues: A Review in the Indonesian Context
Akhtar, H. (2022) · Buletin Psikologi · doi:10.22146/buletinpsikologi.74475 · Cited by 2 · see citing works
“A cross-cultural study by Cockcroft et al. (2015) on the Wechsler Adult Intelligence Scales Third Edition (WAIS-III) found that the British group significantly outperformed the South African group on the knowledge-based verbal test.”
Cockcroft, K. (2020) · doi:10.4102/ajopa.v2i0.28 · Cited by 2
Self-citationThe Study of Intelligence Profiles Between Islands: A Preliminary Study Towards Norm Development
Octavianto, A., Priadi, M. A. G., Halim, M. S., & Suwartono, C. (2016) · ANIMA Indonesian Psychological Journal · doi:10.24123/aipj.v32i1.584 · Cited by 3 · see citing works
“Thus, previous studies (Cockcroft et al., 2015; Harrison et al., 2014; Shuttleworh-Edwards et al., 2014) showed that developing a standardized norm for a country is essential for the interpretation process of individual scores.”
BackgroundPsychological testing in Australia: what does the profession tell us?
Mathews, R., & Khawaja, N. (2025) · Australian psychologist · doi:10.1080/00050067.2025.2547809 · Cited by 1 · see citing works
“Tests falling in the Wechsler family of tests are amongst the most frequently used tests across a range of clinical, developmental, educational and neuropsychological settings (Cockcroft et al., 2015; Rabin et al., 2008; Silva, 2008).”
10 Things You Should Not Forget When Adapting a Test Into Spanish
Rosas, R., Pizarro, M., & Espinoza, V. (2024) · Psychological Test Adaptation and Development · doi:10.1027/2698-1866/a000057 · Cited by 1 · see citing works
“This grouping is due to historical reasons, or linguistic reasons, or both (´Angel & Pacheco, 2014; Cockcroft et al., 2015; Levy & Schady, 2013; Rocha Carpiuc, 2016).”
BackgroundResultFactors Related to Mean Score Group Differences on Cognitive Ability Tests: A Systematic Review
Cuppello, S., Zibarras, L. D., & Corr, P. J. (2025) · Trends in Psychology · doi:10.1007/s43076-025-00504-5
Manzoni, D., Benner, J., Velthorst, E., Crafa, D., Tripoli, G., Valero, R. E. J., D'Andrea, G., Quattrone, D., Ferraro, L., Bernardo, M., et al. (2026) · Schizophrenia Research · doi:10.1016/j.schres.2026.09.011
van der Merwe, I., de Klerk, W., & Erasmus, P. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1738328
Wilson, C. J., Bowden, S. C., Batty, A. M., Byrne, L. K., & Weiss, L. G. (2024) · British Journal of Clinical Psychology · doi:10.1111/bjc.12491
Decay or interference accounts of forgetting: A replication of Waugh and Norman’s (1965) study
Himi, S. A., & Ferdous, F. (2022) · Cognition Brain Behavior An Interdisciplinary Journal · doi:10.24193/cbb.2022.26.09
- Authors
- Cockcroft, K., Alloway, T., Copello, E., & Milligan, R.
- Affiliations
- University of the Witwatersrand (ZA)
- University of North Florida (US)
- Corresponding author
- Cockcroft, Kate
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2015-03-13
- Volume
- 6
- Pages
- 297-297
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC4358063
- OpenAlex
- W2027682326
- Cited by
- 39
- References
- 81
- Citations by year
- 2026: 2 · 2025: 4 · 2024: 5 · 2023: 4 · 2022: 8 · 2021: 3 · 2020: 5 · 2019: 1 · 2018: 3 · 2017: 3 · 2016: 1
- FWCI
- 3.53
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- University of North Florida Digital Commons (University of North Florida) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Keywords
- WAIS-III, measurement invariance, cross-cultural comparison, intelligence testing, South African students, British students, low socioeconomic status, multilingualism, English as a second language, processing speed, working memory, nonverbal reasoning, matrix reasoning, perceptual organization
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