Model-Based Person Fit Statistics Applied to the Wechsler Adult Intelligence Scale IV
An important task in clinical neuropsychology is to evaluate whether scores obtained on a test battery, such as the Wechsler Adult Intelligence Scale Fourth Edition (WAIS-IV), can be considered "credible" or "valid" for a particular patient. Such evaluations are typically made based on responses to performance validity tests (PVTs). As a complement to PVTs, we propose that WAIS-IV profiles also be evaluated using a residual-based M-distance ( <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> ) person fit statistic. Large <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> values flag profiles that are inconsistent with the factor analytic model underlying the interpretation of test scores. We first established a well-fitting model with four correlated factors for 10 core WAIS-IV subtests derived from the standardization sample. Based on this model, we then performed a Monte Carlo simulation to evaluate whether a hypothesized sampling distribution for <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> was accurate and whether <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> was computable, under different degrees of missing subtest scores. We found that when the number of subtests administered was less than 8, <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> could not be computed around 25% of the time. When computable, <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> conformed to a <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msup><mml:mrow><mml:mi>χ</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msup> </mml:mrow> </mml:math> distribution with degrees of freedom equal to the number of tests minus the number of factors. Demonstration of the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> index in a large sample of clinical cases was also provided. Findings highlight the potential utility of the <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msubsup><mml:mrow><mml:mi>d</mml:mi></mml:mrow> <mml:mrow><mml:mi>ri</mml:mi></mml:mrow> <mml:mrow><mml:mn>2</mml:mn></mml:mrow> </mml:msubsup> </mml:mrow> </mml:math> index as an adjunct to PVTs, offering clinicians an additional method to evaluate WAIS-IV test profiles and improve the accuracy of neuropsychological evaluations.
Authors
- Robert M. Bilder (ORCID: https://orcid.org/0000-0001-5085-7852)
- Keith F. Widaman (ORCID: https://orcid.org/0000-0002-6424-3998)
- Daniel L. Drane (ORCID: https://orcid.org/0000-0001-8747-672X)
- Amanda Kay Montoya (ORCID: https://orcid.org/0000-0001-9316-8184)
- Joseph M. Gullett (ORCID: https://orcid.org/0000-0002-8184-7187)
- J. Block (ORCID: https://orcid.org/0000-0001-5741-9185)
- Brittany Wolff (ORCID: https://orcid.org/0000-0003-4579-7845)
- Steven P. Reise (ORCID: https://orcid.org/0000-0002-5408-6992)
- Kristen Enriquez (ORCID: https://orcid.org/0000-0001-8303-3630)
- Russell M. Bauer (ORCID: https://orcid.org/0000-0001-6807-2535)
- Laura Glass Umfleet (ORCID: https://orcid.org/0000-0001-7943-0406)
- David W. Loring (ORCID: https://orcid.org/0000-0003-2497-1074)
Institutions
- University of California, Riverside (US)
- Emory University (US)
- Medical College of Wisconsin (US)
- UCLA Health (US)
- University of Florida (US)
- Orthopaedic Institute for Children (US)
Publication Details
- Journal
- Educational and Psychological Measurement
- Published
- 2025-08-03
- DOI
- https://doi.org/10.1177/00131644251339444
- Primary Topic
- Traumatic Brain Injury Research
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Institute of Mental Health