Abstract
Patterns of maintenance of ability across the life span have been documented on tests of knowledge (Gc), as have patterns of steady decline on measures of reasoning (Gf/Gv), working memory (Gsm), and speed (Gs). Whether these patterns occur at the same rate for adults from different educational backgrounds has been debated. In addition, age-related research is needed to study global IQs, especially in view of the increased reliance on IQ in capital punishment court cases. In this study, large representative samples of adults tested during the standardizations of three versions of the Wechsler Adult Intelligence Scale (WAIS) served as subjects: WAIS-R (N = 1,480, ages 20-74), WAIS-III (N = 2,093, ages 20-90), and WAIS-IV (N = 1,800, ages 20-90). Based on regression analysis, patterns of aging on Full Scale IQ (FSIQ) and the four abilities (a) were essentially the same for males versus females and (b) characterized all levels of education across three generations of Wechsler’s adult scales.
|
Albert, M. S., Jones, K., Savage, C. R., Berkman, L., Seeman, T., Blazer, D., Rowe, J. W. (1995). Predictors of cognitive change in older persons: MacArthur studies of successful aging. Psychology and Aging, 10, 578-589. Google Scholar | Crossref | Medline | ISI | |
|
Alley, D., Suthers, K., Crimmins, E. (2007). Education and cognitive decline in older Americans: Results from the AHEAD sample. Research on Aging, 29, 73-94. Google Scholar | SAGE Journals | ISI | |
|
Andel, R., Vigen, C., Mack, W. J., Clark, L., Gatz, M. (2006). The effect of education and occupational complexity on rate of cognitive decline in Alzheimer’s patients. Journal of the International Neuropsychological Society, 12, 147-152. Google Scholar | Crossref | Medline | ISI | |
|
Anstey, K., Christensen, H. (2000). Education, activity, health, blood pressure and apolipoprotein E as predictors of cognitive change in old age: A review. Gerontology, 46, 163-177. Google Scholar | Crossref | Medline | ISI | |
|
Arbuckle, T. Y., Maag, U., Pushkar, D., Chaikelson, J. S. (1998). Individual differences in trajectory of intellectual development over 45 years of adulthood. Psychology and Aging, 13, 663-675. Google Scholar | Crossref | Medline | ISI | |
|
Ardila, A., Ostrosky-Solis, F., Rosselli, M., Gómez, C. (2000). Age-related cognitive decline during normal aging: The complex effect of education. Archives of Clinical Neuropsychology, 15, 495-513. Google Scholar | Medline | ISI | |
|
Atkins v. Virginia . (2002). 536 U.S. 304, 122 S.CT 2242. Google Scholar | |
|
Baltes, P. B., Lindenberger, U. (1997). Emergence of a powerful connection between sensory and cognitive functions across the adult life span: A new window to the study of cognitive aging? Psychology & Aging, 12, 12-21. Google Scholar | Crossref | Medline | ISI | |
|
Bickley, P. G., Keith, T. Z., Wolfle, L. M. (1995). The three-stratum theory of cognitive abilities: Test of the structure of intelligence across the life span. Intelligence, 20, 309-328. Google Scholar | Crossref | ISI | |
|
Birren, J. E., Morrison, D. F. (1961). Analysis of the WAIS subtests in relation to age and education. Journal of Gerontology, 16, 363-369. Google Scholar | Crossref | Medline | |
|
Bosma, H., van Boxtel, M. P. J., Ponds, R. W. H. M., Houx, P. J. H., Jolles, J. (2003). Education and age-related cognitive decline: The contribution of mental workload. Educational Gerontology, 29, 165-173. Google Scholar | Crossref | ISI | |
|
Botwinick, J. (1977). Intellectual abilities. In Birren, J. E., Schaie, K. W. (Eds.), Handbook of the psychology of aging (pp. 580-605). New York, NY: Van Nostrand Reinhold. Google Scholar | |
|
Butler, S. M., Ashford, J. W., Snowdon, D. A. (1996). Age, education, and changes in the Mini-Mental State Exam scores of older women: Findings from the Nun Study. Journal of the American Geriatric Society, 44, 675-681. Google Scholar | Crossref | Medline | ISI | |
|
Canivez, G. L., Watkins, M. W. (2010a). Exploratory and higher-order factor analyses of the Wechsler Adult Intelligence Scale-Fourth Edition (WAIS-IV) adolescent subsample. School Psychology Quarterly, 25, 223-235. doi:10.1037/a0022046 Google Scholar | Crossref | ISI | |
|
Canivez, G. L., Watkins, M. W. (2010b). Investigation of the factor structure of the Wechsler Adult Intelligence Scale-Fourth Edition (WAIS-IV): Exploratory and higher-order factor analyses. Psychological Assessment, 22, 827-836. doi:10.1037/a0020429 Google Scholar | Crossref | Medline | ISI | |
|
Carroll, J. B. (1997). The three-stratum theory of cognitive abilities. In Flanagan, D. P., Genshaft, J. L., Harrison, P. L. (Eds.), Contemporary intellectual assessment: Theories, tests, and issues (pp. 122-130). New York, NY: Guilford Press. Google Scholar | |
|
Christensen, H., Henderson, A. S., Griffiths, K., Levings, C. (1997). Does aging inevitably lead to declines in cognitive performance? A longitudinal study of elite academics. Personality & Individual Differences, 23, 67-78. Google Scholar | Crossref | ISI | |
|
Christensen, H., Hofer, S. M., MacKinnon, A. J., Korten, A. E., Jorm, A. F., Henderson, A. S. (2001). Age is no kinder to the better educated: Absence of an association investigated using latent growth techniques in a community sample. Psychological Medicine, 31, 15-28. Google Scholar | Crossref | Medline | ISI | |
|
Cohen, J. (1952a). A factor-analytically based rationale for the Wechsler-Bellevue. Journal of Consulting Psychology, 16, 272-277. Google Scholar | Crossref | Medline | |
|
Cohen, J. (1952b). Factors underlying Wechsler-Bellevue performance of three neuropsychiatric groups. Journal of Abnormal and Social Psychology, 47, 359-365. Google Scholar | Crossref | ISI | |
|
Cohen, J. (1957a). A factor-analytically based rationale for the Wechsler-Adult Intelligence Scale. Journal of Consulting Psychology, 6, 451-457. Google Scholar | Crossref | |
|
Cohen, J. (1957b). The factorial structure of the WAIS between early adulthood and old age. Journal of Consulting Psychology, 21, 283-290. Google Scholar | Crossref | Medline | |
|
Craik, F. I. M., Salthouse, T. A. (Eds.). (2008). Handbook of cognitive aging (3rd ed.). New York, NY: Psychology Press. Google Scholar | |
|
Evans, D. A., Beckett, L. A., Albert, M. S., Hebert, L. E., Scherr, P. A., Funkenstein, H. H., Taylor, J. O. (1993). Level of education and change in cognitive function in a community population of older persons. Annals of Epidemiology, 3, 71-77. Google Scholar | Crossref | Medline | |
|
Farmer, M. E., Kittner, S. J., Rae, D. S., Bartko, J. J., Regier, D. A. (1995). Education and change in cognitive function: The Epidemiologic Catchment Area Study. Annals of Epidemiology, 5, 1-7. Google Scholar | Crossref | Medline | |
|
Flanagan, D. P., Ortiz, S. O., Alfonso, V. C., Dynda, A. (2014). Cognitive assessment: Progress in psychometric theories, the structure of cognitive tests, and approaches to test interpretation. In Saklofske, D., Schwean, V., Reynolds, C. (Eds.), Oxford handbook of psychological assessment of children and adolescents (pp. 239-285). New York, NY: Oxford University Press. Google Scholar | |
|
Fletcher, J. M., Stuebing, K. K., Hughes, L. C. (2010). IQ scores should be corrected for the Flynn effect in high-stakes decisions. Journal of Psychoeducational Assessment, 28, 469-473. Google Scholar | SAGE Journals | ISI | |
|
Flynn, J. R. (2009). What is intelligence? (Expanded ed.). New York, NY: Cambridge University Press. Google Scholar | |
|
Glymour, M. M., Weuve, J., Berkman, L. F., Kawachi, I., Robins, J. M. (2005). When is baseline adjustment useful in analyses of change? An example with education and cognitive change. American Journal of Epidemiology, 162, 267-278. Google Scholar | Crossref | Medline | ISI | |
|
Halpern, D. F., Beninger, A. S., Straight, C. A. (2011). Sex differences in intelligence. In Sternberg, R. J., Kaufman, S. B. (Eds.), Cambridge handbook of intelligence (pp. 253-272). New York, NY: Cambridge University Press. Google Scholar | Crossref | |
|
Horn, J. L. (1985). Remodeling old model in intelligence. In Wolman, B. B. (Ed.), Handbook of intelligence: Theories, measurements, and applications (pp. 267-300). New York, NY: Wiley. Google Scholar | |
|
Horn, J. L. (1989). Cognitive diversity: A framework of learning. In Ackerman, P. L., Sternberg, R. J., Glaser, R. (Eds.), Learning and individual differences (pp. 61-116). New York, NY: Freeman. Google Scholar | |
|
Jensen, A. R. (1998). The g factor: The science of mental ability. Westport, CT: Praeger. Google Scholar | |
|
Karlamangla, A. S., Miller-Martinez, D., Aneshensel, C. S., Seeman, T. E., Wight, R. G., Chodosh, J. (2009). Trajectories of cognitive function in late life in the United States: Demographic and socioeconomic predictors. American Journal of Epidemiology, 170, 331-342. Google Scholar | Crossref | Medline | ISI | |
|
Kaufman, A. S. (1975). Factor analysis of the WISC-R at eleven age levels between 6-1/2 and 16-1/2 years. Journal of Consulting and Clinical Psychology, 43, 135-147. Google Scholar | Crossref | ISI | |
|
Kaufman, A. S. (1990). Assessing adolescent and adult intelligence. Boston, MA: Allyn & Bacon. Google Scholar | |
|
Kaufman, A. S. (2000). Seven questions about the WAIS-III regarding differences in abilities across the 16 to 89 year life span. School Psychology Quarterly, 15, 3-29. Google Scholar | Crossref | ISI | |
|
Kaufman, A. S. (2001). WAIS-III IQs, Horn’s theory, and generational changes from young adulthood to old age. Intelligence, 29, 131-167. Google Scholar | Crossref | ISI | |
|
Kaufman, A. S. (2009). IQ testing 101. New York, NY: Springer. Google Scholar | |
|
Kaufman, A. S., Horn, J. L. (1996). Age changes on tests of fluid and crystallized intelligence for females and males on the Kaufman Adolescent and Adult Intelligence Test (KAIT) at ages 17 to 94 years. Archives of Clinical Neuropsychology, 11, 97-121. Google Scholar | Medline | ISI | |
|
Kaufman, A. S., Johnson, C. K., Liu, X. (2008). A CHC theory-based analysis of age differences on cognitive abilities and academic skills at ages 22 to 90 years. Journal of Psychology Educational Assessment, 26, 350-381. Google Scholar | SAGE Journals | ISI | |
|
Kaufman, A. S., Kaufman-Packer, J. L., McLean, J. E., Reynolds, C. R. (1991). Is the pattern of intellectual growth and decline across the adult life span different for men and women? Journal of Clinical Psychology, 47, 801-812. Google Scholar | Crossref | Medline | ISI | |
|
Kaufman, A. S., Lichtenberger, E. O. (1999). Essentials of WAIS-III Assessment. New York, NY: Wiley. Google Scholar | |
|
Kaufman, A. S., Lichtenberger, E. O. (2006). Assessing adolescent and adult intelligence (3rd ed.). Hoboken, NJ: Wiley. Google Scholar | |
|
Kaufman, A. S., Reynolds, C. R., McLean, J. E. (1989). Age and WAIS-R intelligence in a national sample of adults in the 20 to 74 year age range: A cross-sectional analysis with educational level controlled. Intelligence, 13, 235-253. Google Scholar | Crossref | ISI | |
|
Kaufman, A. S., Weiss, L. G. (Eds.). (2010). Special issue on the Flynn Effect. Journal of Psychoeducational Assessment, 10, 379-505. Google Scholar | |
|
Lee, H. F., Gorsuch, R. L., Saklofske, D. H., Patterson, C. A. (2008). Cognitive differences for ages 16 to 89 (Canadian WAIS-III): Curvilinear with Flynn and processing speed corrections. Journal of Psychology Educational Assessment, 26, 382-394. Google Scholar | SAGE Journals | ISI | |
|
Lichtenberger, E. O., Kaufman, A. S. (2013). Essentials of WAIS-IV Assessment (2nd ed.). Hoboken, NJ: Wiley. Google Scholar | |
|
Lyketsos, C. G., Chen, L. S., Anthony, J. C. (1999). Cognitive decline in adulthood: An 11.5-year follow-up of the Baltimore Epidemiologic Catchment Area Study. American Journal of Psychiatry, 156, 58-65. Google Scholar | Crossref | Medline | ISI | |
|
Manly, J. J., Schupf, N., Tang, M. X., Stern, Y. (2005). Cognitive decline and literacy among ethnically diverse elders. Journal of Geriatric Psychiatry and Neurology, 18, 213-217. Google Scholar | SAGE Journals | ISI | |
|
McArdle, J. J., Ferrer-Caja, E., Hamagami, F., Woodcock, R. W. (2002). Comparative longitudinal structural analyses of the growth and decline of multiple intellectual abilities over the life span. Developmental Psychology, 38, 113-142. Google Scholar | Crossref | ISI | |
|
McGrew, K. S. (1997). Analysis of the major intelligence batteries according to a proposed comprehensive Gf–Gc framework. In Flanagan, D. P., Genshaft, J. L., Harrison, P. L. (Eds.), Contemporary Intellectual Assessment: Theories, tests, and issues (pp. 151-179). New York, NY: Guilford Press. Google Scholar | |
|
McGrew, K. S. (2009). CHC theory and the human cognitive abilities project: Standing on the shoulders of the giants of psychometric intelligence research. Intelligence, 37, 1-10. Google Scholar | Crossref | ISI | |
|
Meinz, E. J., Salthouse, T. A. (1998). Is age kinder to females than to males? Psychonomic Bulletin and Review, 5, 66-70. Google Scholar | Crossref | ISI | |
|
Mulder, J. L., Dekker, R., Dekker, P. H. (2004). Kaufman Intelligentietest voor Adolescenten en Volwassenen [Kaufman Intelligence Test for Adolescents and Adults]. Leiden, The Netherlands: PITS (Psychologische Instrumenten Tests en Services). Google Scholar | |
|
Rabbitt, P. (1993). Baseline changes in cognitive performance with age. In Levy, R., Howard, R. (Eds.), Treatment and care in old age psychiatry (pp. 11-30). Petersfield, UK: Wrightson Biomedical. Google Scholar | |
|
Reynolds, C. R., Niland, J., Wright, J. E., Rosenn, M. (2010). Failure to apply the Flynn correction in death penalty litigation: Standard practice of today maybe, but certainly malpractice of tomorrow. Journal of Psychology Educational Assessment, 28, 477-481. Google Scholar | SAGE Journals | ISI | |
|
Ronnlund, M., Nilsson, L. G. (2006). Adult life-span patterns in WAIS–R Block Design performance: Cross-sectional versus longitudinal age gradients and relations to demographic factors. Intelligence, 34, 63-78. Google Scholar | Crossref | ISI | |
|
Ronnlund, M., Nyberg, L., Backman, L., Nilsson, L. G. (2005). Stability, growth, and decline in adult life span development of declarative memory: Cross-sectional and longitudinal data from a population-based study. Psychology and Aging, 20, 3-18. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A. (1998). Independence of age-related influences on cognitive abilities across the life span. Developmental Psychology, 34, 851-864. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A. (2004). Localizing age-related individual differences in a hierarchical structure. Intelligence, 32, 541-561. Google Scholar | Crossref | ISI | |
|
Salthouse, T. A. (2005). Effects of aging on reasoning. In Holyoak, K. J., Morrison, R. G. (Eds.), Cambridge of thinking and reasoning (pp. 589-605). New York, NY: Cambridge University Press. Google Scholar | |
|
Salthouse, T. A. (2007). Implications of within-person variability in cognitive and neuropsychological functioning on the interpretation of change. Neuropsychology, 21, 401-411. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A. (2009). Decomposing age correlations on neuropsychological and cognitive variables. Journal of the International Neuropsychological Society, 15, 650-661. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A. (2010). Selective review of cognitive aging. Journal of the International Neuropsychological Society, 16, 754-760. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A. (2014). Evaluating the correspondence of different cognitive batteries. Assessment, 21, 131-142. Google Scholar | SAGE Journals | ISI | |
|
Salthouse, T. A., Ferrer-Caja, E. (2003). What needs to be explained to account for age-related effects on multiple cognitive variables? Psychological Aging, 18, 91-110. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A., Pink, J. E., Tucker-Drob, E. M. (2008). Contextual analysis of fluid intelligence. Intelligence, 36, 464-486. Google Scholar | Crossref | Medline | ISI | |
|
Salthouse, T. A., Saklofske, D. H. (2010). Do the WAIS-IV tests measure the same aspects of cognitive functioning in adults under and over age 65? In Weiss, L. G., Saklofske, D. H., Coalson, D. L., Raiford, S. E. (Eds.), WAIS-IV clinical use and interpretation (pp. 217–235). San Diego, CA: Academic Press. Google Scholar | Crossref | |
|
Schneider, J. W., McGrew, K. S. (2012). The Cattell-Horn-Carroll model of intelligence. In Flanagan, D. P., Harrison, P. L. (Eds.), Contemporary intellectual assessment: Theories, tests, and issues (3rd ed., pp. 99-144). New York, NY: Guilford Press. Google Scholar | |
|
Shimamura, A. P., Berry, J. M., Mangels, J. A., Rusting, C. L., Jurica, P. J. (1995). Memory and cognitive abilities in university professors: Evidence for successful aging. Psychological Science, 6, 271-277. Google Scholar | SAGE Journals | ISI | |
|
Silverman, L. K. (2013). Giftedness 101. New York, NY: Springer. Google Scholar | |
|
Singh-Manoux, A., Kivimaki, M., Glymour, M. M., Elbaz, A., Berr, C., Ebmeier, K. P., . . . Dugravot, A. (2012). Timing of onset of cognitive decline: Results from Whitehall II prospective cohort study. British Medical Journal, 344, Article d7622. doi:10.1136/bmj.d7622 Google Scholar | Crossref | Medline | |
|
Stern, Y. (2002). What is cognitive reserve? Theory and research application of the reserve concept. Journal of the International Neuropsychological Association, 8, 448-460. Google Scholar | Crossref | Medline | ISI | |
|
Stern, Y., Albert, S., Tang, M. X., Tsai, W. Y. (1999). Rate of memory decline in AD is related to education and occupation: Cognitive reserve? Neurology, 53, 1942-1947. Google Scholar | Crossref | Medline | ISI | |
|
Tucker-Drob, E. M., Johnson, K. E., Jones, R. N. (2009). The cognitive reserve hypothesis: A longitudinal examination of age-associated declines in reasoning and processing speed. Developmental Psychology, 45, 431-446. Google Scholar | Crossref | Medline | ISI | |
|
Van Dijk, K. R. A., Van Gerven, P. W. M., Van Boxtel, M. P. J., Van der Elst, W., Jolles, J. (2008). No protective effects of education during normal cognitive aging: Results from the 6-year follow-up of the Maastricht Aging Study. Psychology and Aging, 23, 119-130. Google Scholar | Crossref | Medline | ISI | |
|
Wang, J., Kaufman, A. S. (1993). Changes in fluid and crystallized intelligence across the 20 to 90 year age range on the K-BIT. Journal of Psychoeducational Assessment, 11, 29-37. Google Scholar | SAGE Journals | ISI | |
|
Wilson, R. S., Hebert, L. E., Scherr, P. A., Barnes, L. L., Mendes de Leon, C. F., Evans, D. A. (2009). Educational attainment and cognitive decline in old age. Neurology, 72, 460-465. Google Scholar | Crossref | Medline | ISI | |
|
Wechsler, D. (1939). The measurement of adult intelligence. Baltimore, MD: Williams & Wilkins. Google Scholar | Crossref | |
|
Wechsler, D. (1955). Manual for the Wechsler Adult Intelligence Scale (WAIS). San Antonio, TX: The Psychological Corporation. Google Scholar | |
|
Wechsler, D. (1981). Manual for the Wechsler Adult Intelligence Scale–Revised (WAIS-R). San Antonio, TX: The Psychological Corporation. Google Scholar | |
|
Wechsler, D. (1997a). Wechsler Adult Intelligence Scale–Third Edition (WAIS-III) administration and scoring manual. San Antonio, TX: The Psychological Corporation. Google Scholar | |
|
Wechsler, D. (1997b). WAIS-III and WMS-III technical manual. San Antonio, TX: The Psychological Corporation. Google Scholar | |
|
Wechsler, D. (2008a). Wechsler Adult Intelligence Scale (WAIS-IV) (4th ed.). San Antonio, TX: Pearson. Google Scholar | |
|
Wechsler, D. (2008b). WAIS-IV technical and interpretive manual. San Antonio, TX: Pearson. Google Scholar | |
|
Zahodne, L. B., Glymour, M. M., Sparks, C., Bontempo, D., Dixon, R. A., MacDonald, S. W. S., Manly, J. J. (2011). Education does not slow cognitive decline with aging: 12-year evidence from the Victoria Longitudinal Study. Journal of International Neuropsychology, 17, 1039-1046. doi:10.1017/S1355617711001044 Google Scholar | Crossref | Medline | ISI |

