Abstract
In this study, we examined the factor structure, reliability, and external validity of scores from the Comprehensive Test of Nonverbal Intelligence–Second Edition (CTONI-2) using an independent sample of young adults currently enrolled in a postsecondary institution. Although the subtests appear to be measuring general intelligence, the aggregate Full Scale score should be interpreted with caution when using the instrument with adults suspected of having above average intelligence. The item difficulties were too low to capture individual differences in adults with higher intelligence. Moreover, the scores’ reliability and the relations to measures of academic achievement are lower than what is typically expected for intelligence measures.
|
American Educational Research Association, American Psychological Association, & National Council on Measurement in Education . (2014). Standards for educational and psychological testing (4th ed.). Washington, DC: American Educational Research Association. Google Scholar | |
|
Athanasiou, M. S. (2000). Current nonverbal assessment instruments: A comparison of psychometric integrity and test fairness. Journal of Psychoeducational Assessment, 18, 211-229. doi:10.1177/073428290001800302 Google Scholar | SAGE Journals | ISI | |
|
Bishop, S. L., Farmer, C., Thurm, A. J. (2015). Measurement of nonverbal IQ in autism spectrum disorder: Scores in young adulthood compared to early childhood. Journal of Autism and Developmental Disorders, 45, 966-974. doi:10.1007/s10803-014-2250-3 Google Scholar | Medline | |
|
Bracken, B. A. (1987). Limitations of preschool instruments and standards for minimal levels of technical adequacy. Journal of Psychoeducational Assessment, 5, 313-326. Google Scholar | SAGE Journals | |
|
Bracken, B. A., Naglieri, J. A. (2003). Assessing diverse populations with nonverbal tests of general intelligence. In Reynolds, C. R., Kamphaus, R. W. (Eds.), Handbook of psychological and educational assessment of children: Intelligence, aptitude, and achievement (2nd ed., pp. 243–274). New York, NY: Guilford. Google Scholar | |
|
Braden, J. P., Athanasiou, M. S. (2005). A comparative review of nonverbal measures of intelligence. In Flanagan, D. P., Harrison, P. L. (Eds.), Contemporary intellectual assessment: Theories, tests, and issues (2nd ed., p. 557-577). New York, NY: Guilford Press. Google Scholar | |
|
Bradley-Johnson, S. (1997). Comprehensive Test of Nonverbal Intelligence. Psychology in the Schools, 34, 289-292a. Google Scholar | |
|
Brown, A., Maydeu-Olivares, A. (2011). Item response modeling of forced-choice questionnaires. Educational and Psychological Measurement, 71, 460-502. doi:10.1177/0013164410375112 Google Scholar | SAGE Journals | ISI | |
|
Chalmers, R. P. (2012). mirt: A multidimensional item response theory package for the R environment. Journal of Statistical Software, 48(6), 1-29. Retrieved from http://www.jstatsoft.org/v48/i06/ Google Scholar | |
|
Costa, P. T., McCrae, R. R. (1992). Revised NEO Personality Inventory (NEO-PI-R) and NEO Five Factor Inventory (NEO-FFI) professional manual. Odessa, FL: Psychological Assessment Resources. Google Scholar | |
|
Delen, E., Kaya, F., Ritter, N. L. (2012). Test review: Comprehensive Test of Nonverbal Intelligence–Second Edition (CTONI-2). Journal of Psychoeducational Assessment, 30, 209-213. doi:10.1177/0734282911415614 Google Scholar | SAGE Journals | ISI | |
|
DeThorne, L. S., Schaefer, B. A. (2004). A guide to child nonverbal IQ measures. American Journal of Speech-Language Pathology, 13, 275-290. doi:10.1044/1058-0360(2004/029) Google Scholar | Medline | ISI | |
|
DiCerbo, K. E., de Barona, M. S. (2001). Test review: Comprehensive Test of Nonverbal Intelligence. Journal of Psychoeducational Assessment, 19, 175-180. Google Scholar | SAGE Journals | |
|
Drossman, E. R., Maller, S. J., McDermott, P. A. (2001). Core profiles of school-aged examinees from the national standardization sample of the Comprehensive Test of Nonverbal Intelligence. School Psychology Review, 30, 586-598. Google Scholar | |
|
Dziuban, C. D., Shirkey, E. C. (1974). When is a correlation matrix appropriate for factor analysis? Some decision rules. Psychological Bulletin, 81, 358-361. doi:10.1037/h0036316 Google Scholar | ISI | |
|
Embretson, S. E., Reise, S. P. (2000). Item response theory for psychologists. Mahwah, NJ: Lawrence Erlbaum. Google Scholar | |
|
Enders, C. K. (2011). Applied missing data analysis. New York, NY: Guilford Press. Google Scholar | |
|
Floyd, F. J., Widaman, K. F. (1995). Factor analysis in the development and refinement of clinical assessment instruments. Psychological Assessment, 7, 286-299. doi:10.1037/1040-3590.7.3.286 Google Scholar | ISI | |
|
Garrido, L. E., Abad, F. J., Ponsoda, V. (2011). Performance of Velicer’s minimum average partial factor retention method with categorical variables. Educational and Psychological Measurement, 71, 551-570. doi:10.1177/0013164410389489 Google Scholar | SAGE Journals | ISI | |
|
Gharaibeh, A. M., Al-Natour, M. M., El-Mneizel, A. F. (2010). Examining the item effectiveness, reliability and validity of the CTONI for the Jordanian environment. Dirasat: Educational Sciences, 33, 382-399. Google Scholar | |
|
Gignac, G. E. (2014). Fluid intelligence shares closer to 60% of its variance with working memory capacity and is a better indicator of general intelligence. Intelligence, 47, 122-133. doi:10.1016/j.intell.2014.09.004. Google Scholar | |
|
Goldberg, L. R., Johnson, J. A., Eber, H. W., Hogan, R., Ashton, M. C., Cloninger, C. R., Gough, H. G. (2006). The international personality item pool and the future of public domain personality measures. Journal of Research in Personality, 40, 84-96. doi:10.1016/j.jrp.2005.08.007 Google Scholar | ISI | |
|
Hammill, D. D., Pearson, N. A., Wiederholt, J. L. (1997). Comprehensive Test of Nonverbal Intelligence. Austin, TX: PRO-ED. Google Scholar | |
|
Hammill, D. D., Pearson, N. A., Wiederholt, J. L. (2009). Comprehensive Test of Nonverbal Intelligence (2nd ed.). Austin, TX: PRO-ED. Google Scholar | |
|
Harman, H. H., Jones, W. H. (1966). Factor analysis by minimizing residuals (minres). Psychometrika, 31, 351-368. doi:10.1007/BF02289468 Google Scholar | Medline | ISI | |
|
Harwell, M. R., Baker, F. B. (1991). The use of prior distributions in marginalized Bayesian item parameter estimation: A didactic. Applied Psychological Measurement, 15, 375-389. doi:10.1177/014662169101500409. Google Scholar | SAGE Journals | ISI | |
|
Kelley, K. (2007). Methods for the behavioral, educational, and social sciences: An R package. Behavior Research Methods, 39, 979-984. doi:10.3758/BF03192993 Google Scholar | Medline | ISI | |
|
Klein, A., Herzberg, D. (2010). Quick Picture Reading Test. Los Angeles, CA: Western Psychological Services. Google Scholar | |
|
Kranzler, J. H., Floyd, R. G. (2013). Assessing intelligence in children and adolescents: A practical guide. New York, NY: Guilford Press. Google Scholar | |
|
Lassiter, K. S., Harrison, T. K., Matthews, T. D., Bell, N. L. (2001). The validity of the Comprehensive Test of Nonverbal Intelligence as a measure of fluid intelligence. Assessment, 8, 95-103. doi:10.1177/107319110100800109 Google Scholar | SAGE Journals | ISI | |
|
Lassiter, K. S., Matthews, T. D., Feeback, G. (2007). An examination of the CTONI utilizing gc-gf theory: A comparison of the CTONI and WJ-III. Psychology in the Schools, 44, 567-577. Google Scholar | |
|
McCallum, R. S. (Ed.). (2003). Handbook of nonverbal assessment. New York: Kluwer Academic/Plenum Publishers. Google Scholar | |
|
McCallum, R. S. (2013). Assessing intelligence nonverbally. In Geisinger, K. F., Bracken, B. A., Carlson, J. F., Hansen, J. I. C., Kuncel, N. R., Reise, S. P., Rodriguez, M. C. (Eds.), APA handbook of testing and assessment in psychology, Vol. 3: Testing and assessment in school psychology and education (pp. 71–99). Washington, DC: American Psychological Association. Google Scholar | |
|
McDonald, R. P. (1999). Test theory: A unified treatment. Mahwah, NJ: Lawrence Erlbaum. Google Scholar | |
|
McGill, R. J. (2016). Investigation of the factor structure of the Comprehensive Test of Nonverbal Intelligence-Second Edition (CTONI-2) using exploratory factor analysis. Journal of Psychoeducational Assessment, 34, 339-350. Google Scholar | SAGE Journals | ISI | |
|
Messick, S. (1995). Validity of psychological assessment: Validation of inferences from persons’ responses and performance as scientific inquiry into score meaning. American Psychologist, 50, 741-749. doi:10.1037/0003-066X.50.9.741 Google Scholar | ISI | |
|
Nicholson, C. L. (1999). Comprehensive Test of Nonverbal Intelligence (CTONI). Diagnostique, 24, 57-68. Google Scholar | SAGE Journals | |
|
R Development Core Team . (2016). R: A language and environment for statistical computing (Version 3.2.3) [Computer software]. Vienna, Austria: R Foundation for Statistical Computing. Google Scholar | |
|
Revelle, W. (2016). psych: Procedures for psychological, psychometric and personality research [Computer program]. Evanston, IL: Northwestern University. Google Scholar | |
|
Reynolds, C. R., Kamphaus, R. W. (2003). Reynolds Intellectual Assessment Scales. Lutz, FL: Psychological Assessment Resources. Google Scholar | |
|
Reynolds, M. R., Hajovsky, D. B., Pace, J. R., Niileksela, C. R. (2016). What does the Shipley-2 measure for children and adolescents? Integrated and conjoint confirmatory factor analysis with the WISC-IV. Assessment, 23, 23-41. doi:10.1177/1073191115572695 Google Scholar | SAGE Journals | ISI | |
|
Richardson, M., Abraham, C., Bond, R. (2012). Psychological correlates of university students’ academic performance: A systematic review and meta-analysis. Psychological Bulletin, 138, 353-387. doi:10.1037/a0026838 Google Scholar | Medline | ISI | |
|
Rossen, E. A., Shearer, D. K., Penfield, R. D., Kranzler, J. H. (2005). Validity of the Comprehensive Test of Nonverbal Intelligence (CTONI). Journal of Psychoeducational Assessment, 23, 161-172. doi:10.1177/073428290502300205 Google Scholar | SAGE Journals | ISI | |
|
Roth, B., Becker, N., Romeyke, S., Schäfer, S., Domnick, F., Spinath, F. M. (2015). Intelligence and school grades: A meta-analysis. Intelligence, 53, 118-137. doi:10.1016/j.intell.2015.09.002. Google Scholar | |
|
Sackett, P. R., Yang, H. (2000). Correction for range restriction: An expanded typology. Journal of Applied Psychology, 85, 112-118. doi:10.1037/0021-9010.85.1.112 Google Scholar | Medline | ISI | |
|
Sheng, Y., Wikle, C. K. (2007). Comparing multiunidimensional and unidimensional item response theory models. Educational and Psychological Measurement, 67, 899-919. doi:10.1177/0013164406296977 Google Scholar | SAGE Journals | ISI | |
|
Shipley, W. C., Gruber, C. P., Martin, T. A., Klein, A. M. (2009). Shipley-2. Los Angeles, CA: Western Psychological Services. Google Scholar | |
|
Shrout, P. E., Lane, S. P. (2012). Reliability. In Cooper, H., Camic, P. M., Long, D. L., Panter, A. T., Rindskopf, D., Sher, K. J. (Eds.), APA Handbook of Research Methods in Psychology: Vol. 1. Foundations, planning, measures, and psychometrics (pp. 643-660). Washington, DC: American Psychological Association. Google Scholar | |
|
Sireci, S. G., Sukin, T. (2013). Test validity. In Geisinger, K. F., Bracken, B. A., Carlson, J. F., Hansen, J. I. C., Kuncel, N. R., Reise, S. P., Rodriguez, M. C. (Eds.), APA Handbook of Testing and Assessment in Psychology: Vol. 1. Test theory and testing and assessment in industrial and organizational psychology (pp. 61-84). Washington, DC: American Psychological Association. Google Scholar | |
|
Sotelo-Dynega, M., Dixon, S. G. (2014). Cognitive assessment practices: A survey of school psychologists. Psychology in the Schools, 51, 1031-1045. doi:10.1002/pits.21802 Google Scholar | ISI | |
|
Spearman, C. E. (1904). “General intelligence,” objectively determined and measured. The American Journal of Psychology, 15, 201-293. doi:10.2307/1412107 Google Scholar | |
|
Spiegelhalter, D. J., Best, N. G., Carlin, B. P., Van Der Linde, A. (2002). Bayesian measures of model complexity and fit. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 64, 583-639. doi:10.1111/1467-9868.00353 Google Scholar | ISI | |
|
Wasserman, J. D., Bracken, B. A. (2003). Psychometric characteristics of assessment procedures. In Weiner, I. B. (Ed.), Handbook of psychology (2nd ed., pp. 43-66). Hoboken, NJ: John Wiley. Google Scholar | |
|
Wilkinson, G. S. (1993). WRAT3: Wide Range Achievement Test administration manual. Wilmington, DE: Wide Range. Google Scholar |

