Cognitive Aging Revisited: A Cross-Sectional Analysis of the WAIS-5
Open accessAbstract
Historical cross-sectional approaches examining cognitive aging consistently reveal a pattern of steady decline on nonverbal problem-solving, speeded tasks, and maintenance on verbal tasks. However, as measures developed and broadened the factor structure to align with Cattell–Horn–Carroll (CHC) theory, and age ranges were extended from 75 to 90 years, a more nuanced approach to cognitive aging emerged. The present study, using the Wechsler Adult Intelligence Scale, Fifth Edition (WAIS-5), examined the cognitive aging process through a cross-sectional approach. WAIS-5 normative sample data (aligned with the 2022 U.S. census) were obtained from the test publisher. The sample included adult participants aged 20–24 through 85–90 (n = 1660), which were mapped into 11 age groups. Using post-stratification weighting to control for educational attainment, cognitive decline was observed throughout aging; verbal skills were maintained longer than other abilities, while processing speed declined steadily and rapidly from young adulthood to old age. Working memory was vulnerable to the aging process but demonstrated slower patterns of decline than the other vulnerable abilities. Fluid reasoning and visual spatial skills (although aligning with separate CHC broad abilities theoretically) were strikingly similar in their pattern of decline across a person’s lifespan. Results are highly consistent with the large body of cross-sectional research conducted during the previous generation by Salthouse and his colleagues, as well as other teams of researchers.
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Written from the paper’s full text.
TL;DR
Using WAIS-5 normative data (n = 1660; ages 20–24 through 85–90), this cross-sectional study found that verbal comprehension was maintained longer than other abilities, while processing speed declined steadily from young adulthood and all abilities declined sharply by ages 75–90. The pattern largely replicated prior cross-sectional cognitive-aging findings, including similar decline trajectories for the newly separated visual spatial and fluid reasoning indexes.
Key findings
- Verbal comprehension peaked at ages 45–54, remained relatively stable through ages 70–74, and showed a large decline at age 80; processing speed declined steadily starting in the youngest age group (20–24).
- Working memory was vulnerable to aging but declined more slowly than other vulnerable abilities, with the greatest decline after age 70; visual spatial and fluid reasoning skills showed strikingly similar patterns of decline.
- Peak ages were 45–54 for VCI, 20–24 for VSI, PSI, FRI, and FSIQ, and 25–29 for WMI. Processing speed showed the largest differences from peak age, with large effect sizes beginning in the mid-60s; for VCI, only the highest age group showed a moderate difference from peak age.
- FSIQ maintained through age 54 (mean for ages 45–54 = 97.8) before declining steadily to a “borderline” mean of 77.8 at ages 85–90.
Methods
- Cross-sectional analysis of the adult WAIS-5 standardization sample: 180 participants per age group from ages 20–24 through 85–90 (n = 1660), mapped into 11 age groups; data were collected February 2023–January 2024 and aligned with the 2022 U.S. census.
- Post-stratification weighting controlled for educational attainment by age group, using the proportion of examinees in each educational group for ages 25–34 as the population proportion.
- Mean standard scores for all age groups were based on conversion tables for ages 25–34 to compare gains and declines across the 11 age groups; analyses were completed in Excel.
Limitations
- The paper states that the cross-sectional design compares different age cohorts, so observed differences may be contaminated by cohort differences from societal or generational changes or events; educational attainment was controlled, but cohort variables are often unknown and not easily quantifiable.
- The paper states that the two youngest age groups (16–17; 18–19) were eliminated to permit the educational attainment control, truncating the sample’s age range.
- The paper states that the NCS Pearson normative sample had exclusionary criteria, such as individuals with intellectual disabilities, psychiatric disorders, and neurological conditions, so the picture does not include groups who may experience different patterns of cognitive decline; the paper also notes the present samples were not large enough to test whether higher educational attainment slows cognitive decline.
Model-written summary. Check it against the paper before relying on it.
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Cites
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Claims the paper makes
9 of 42 cited sources checked · 7 supported · 0 flagged · accuracy not yet measured
- Premisecitation
The same findings have been observed in quasi-longitudinal investigations, where independent samples from the same age cohorts have been followed for a dozen or more years.
“The same findings have been observed in quasi-longitudinal investigations, where independent samples from the same age cohorts have been followed for a dozen or more years (Kaufman 1990, 2001; Lichtenberger and Kaufman 2013; Salthouse 2014).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Kaufman 1990, 2001
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Lichtenberger and Kaufman 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Salthouse 2014 source
- Findingown data
Verbal skills were maintained longer than other abilities.
“verbal skills were maintained longer than other abilities”
Quote in the paperSubstantial claim - Findingown data
Fluid reasoning and visual spatial skills were strikingly similar in their pattern of decline across a person's lifespan.
“Fluid reasoning and visual spatial skills (although aligning with separate CHC broad abilities theoretically) were strikingly similar in their pattern of decline across a person’s lifespan.”
Quote in the paperSubstantial claim - Findingown data
Using post-stratification weighting to control for educational attainment, cognitive decline was observed throughout aging.
“Using post-stratification weighting to control for educational attainment, cognitive decline was observed throughout aging”
Quote in the paperSubstantial claim - Findingown data
Processing speed declined steadily and rapidly from young adulthood to old age.
“processing speed declined steadily and rapidly from young adulthood to old age”
Quote in the paperSubstantial claim
- Findingown data
There is a large decline in verbal skills at age 80.
“There is a large decline in verbal skills at age 80.”
Quote in the paperSubstantial claim - Findingnone given
For verbal comprehension, only the highest age group showed a moderate difference between Peak Age VCI.
“For verbal comprehension, only the highest age group showed a moderate difference between “Peak Age” VCI.”
Quote in the paperNot a substantial claim - Findingown data
Obtained and education-adjusted index scores do not differ drastically.
“As seen across Figure 1, Figure 2, Figure 3, Figure 4 and Figure 5, obtained and education-adjusted index scores do not differ drastically, although the impact of education is especially notable for VCI for adults aged 55 to 90 years.”
Quote in the paperSubstantial claim - Findingown data
All WAIS-5 Scale Indexes, including VCI, show a precipitous decline at ages 75 and older.
“The results of the present study are consistent with the findings from the wealth of previous cross-sectional literature, including the precipitous plunge of all WAIS-5 Scale Indexes, including VCI, at ages 75 and older (see Figure 1, Figure 2, Figure 3, Figure 4 and Figure 5).”
Quote in the paperSubstantial claim - Findingown data
The impact of education is especially notable for VCI for adults aged 55 to 90 years.
“As seen across Figure 1, Figure 2, Figure 3, Figure 4 and Figure 5, obtained and education-adjusted index scores do not differ drastically, although the impact of education is especially notable for VCI for adults aged 55 to 90 years.”
Quote in the paperNot a substantial claim - Findingown data
Verbal comprehension had an older Peak Age of 45-54.
“Verbal comprehension, on the other hand, had an older “Peak Age” (ages 45–54).”
Quote in the paperSubstantial claim - Findingnone given
Visual spatial and fluid reasoning function similarly in their decline.
“Visual spatial and fluid reasoning function similarly in their decline.”
Quote in the paperNot a substantial claim - Premisecitation
The differential pattern of decline for abilities measured by Wechsler adult scales has been demonstrated consistently across the revisions and standardizations from the WAIS to WAIS-IV.
“This differential pattern of decline for the abilities measured by Wechsler’s adult scales has been demonstrated consistently across the revisions and standardizations of Wechsler’s scales, from the WAIS to WAIS-R to WAIS-III to WAIS-IV (Wechsler 1955, 1981, 1997, 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wechsler 1955, 1981, 1997, 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
The pattern of cognitive ability differences across age ranges remains essentially the same regardless of educational background.
“Nonetheless, the pattern of cognitive ability differences across age ranges remained essentially the same for individuals, regardless of their educational background.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kaufman et al. 2016 source
- Study design and conductown data
Post-stratification weighting was used to control for educational attainment because the WAIS-5 sample had a higher educational level than the prior edition of the test.
“Poststratification weighting was used in the present analyses given the higher educational level seen in the sample for the WAIS-5 in comparison to the prior edition of the test (e.g., WAIS-IV).”
Quote in the paperSubstantial claim - Interpretationcitation
Results are highly consistent with the large body of cross-sectional research conducted during the previous generation by Salthouse and his colleagues, as well as other teams of researchers.
“Results are highly consistent with the large body of cross-sectional research conducted during the previous generation by Salthouse and his colleagues, as well as other teams of researchers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Salthouse
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Most studies provide limited support that higher educational attainment significantly slows the rate of cognitive decline over time.
“In contrast, most studies provide limited support that higher educational attainment significantly slows the rate of cognitive decline over time (Christensen et al. 1997; Der et al. 2010; Tucker-Drob et al. 2009; Van Dijk et al. 2008; Wilson et al. 2009).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Christensen et al. 1997 source
- cites Der et al. 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Tucker-Drob et al. 2009
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductnone given
The adult portion of the WAIS-5 standardization sample is a diverse nationally representative sample of adults across the 20-90-year lifespan.
“The adult portion of the WAIS-5 standardization sample was used for the present study, a diverse nationally representative sample of adults across the 20–90-year lifespan.”
Quote in the paperSubstantial claim - Interpretationreasoning
Without controlling for education, it would be impossible to infer the degree to which cognitive decline is due to age, as opposed to reflecting the lower educational attainment of older individuals.
“Without such control, it would be impossible to infer the degree to which cognitive decline is due to age, as opposed to reflecting the lower educational attainment of older individuals.”
Quote in the paperSubstantial claim - Study design and conductreasoning
By omitting these individuals' data, the picture painted does not include groups of individuals who may experience different patterns of cognitive decline with aging than more neurotypical adults.
“By omitting these individuals’ data, the picture painted does not include groups of individuals who may experience different patterns of cognitive decline with aging than more neurotypical adults.”
Quote in the paperNot a substantial claim - Interpretationown data
Apart from VCI, the fairly small adjustments to obtained standard scores based on differences in educational attainment are consistent with previous literature.
“Apart from VCI, the fairly small adjustments to obtained standard scores based on differences in educational attainment are consistent with previous literature.”
Quote in the paperNot a substantial claim - Interpretationown data
The present study's results are consistent with previous cross-sectional literature.
“The results of the present study are consistent with the findings from the wealth of previous cross-sectional literature, including the precipitous plunge of all WAIS-5 Scale Indexes, including VCI, at ages 75 and older (see Figure 1, Figure 2, Figure 3, Figure 4 and Figure 5).”
Quote in the paperNot a substantial claim - Interpretationreasoning
Even a sophisticated control for educational attainment would not alter the fact that greater educational attainment helps maintain crystallized abilities.
“Even a sophisticated control for educational attainment would not alter that fact.”
Quote in the paperNot a substantial claim - Premisecitation
VCI and VIQ correlate highly with each other (r = 0.89).
“the VCI and VIQ correlate highly with each other (r = 0.89; Wechsler 2008)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wechsler 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductcitation
The WAIS-5 distinguishes among clinical groups known to have higher or lower IQs than typically developing adults, such as individuals with Intellectual Developmental Disorders, giftedness, and brain injuries.
“Further evidence of the construct validity noted by Urbina is an IQ test’s ability to distinguish among groups who are known to reach IQs that are higher or lower than those of typically developing adults. This evidence is provided by the data on clinical groups such as individuals with Intellectual Developmental Disorders, giftedness, and brain injuries, as examples.”
Quote in the paperNot a substantial claim - Premisecitation
Findings from Wechsler adult scales generalize to an array of IQ tests, whether comprehensive, brief, or group-administered.
“Though a great majority of investigations have been conducted with Wechsler’s individually administered adult scales, the findings generalize to an array of IQ tests, whether comprehensive (e.g., Kaufman and Horn 1996) or brief (e.g., Wang and Kaufman 1993), or administered in group format (e.g., Schaie and Hofer 2001; Kaufman and Horn 1996).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Kaufman and Horn 1996
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Wang and Kaufman 1993 source
- cites Schaie and Hofer 2001
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Study design and conductreasoning
The study eliminated the two youngest age groups (16-17; 18-19), truncating the age range to permit the application of the educational attainment control.
“Furthermore, we opted to eliminate the two youngest age groups (16–17; 18–19), thereby truncating the age range of our sample to permit the application of the educational attainment control (ages 16–19 were stratified by parent’s education).”
Quote in the paperSubstantial claim - Interpretationreasoning
The greater educational attainment of older people in 2023 (63% college educated) versus 1995 (14% college educated) potentially explains the maintenance of crystallized abilities longer than in previous generations.
“Rather, the answer potentially lies in the greater educational attainment of older people in 2023 (63% are college educated) versus 1995 (14% are college educated; Wechsler 1997).”
- Also stated in: § 4. Discussion · hedged
“The greater educational attainment of people in late middle age and older age in contemporary 2020 society perhaps helps with the maintenance of crystallized abilities longer than in previous generations.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Wechsler 1997
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Rests on an assumption: Verbal knowledge and verbal problem solving are intimately related to educational attainment.
- Rests on an assumption: The 2023 older adult college education rate is 63%.
- Also stated in: § 4. Discussion · hedged
- Study design and conductown data
The present samples were not large enough to test the active cognitive reserve hypothesis.
“The present samples were not large enough to test this hypothesis.”
Quote in the paperNot a substantial claim - Interpretationown data
On average, older adults, especially those in their late 70s and 80s, demonstrate poor functioning in all aspects of widely used IQ tests, in this case the WAIS-5.
“Practically, these findings highlight that, on average, older adults, especially those in their late 70s and 80s, demonstrate poor functioning in all aspects of widely used IQ tests—in this case, the popular WAIS-5.”
Quote in the paperSubstantial claim
- Classified as probably not a substantial claim. 21
- May combine two claims. 34
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationPrior cross-sectional research shows crystallized abilities increase from adolescence through the 50s or 60s and are maintained until about age 75, then decline rapidly, while fluid abilities and processing speed peak in the 20s and decline steadily thereafter.
“In general, prior cross-sectional research shows increases in crystallized abilities from adolescence through to one’s 50s or 60s, and maintenance until about age 75, before these abilities decline rapidly into old age (Kaufman and Horn 1996); by contrast, fluid abilities and processing speed peak during one’s 20s, and then display a steady and often precipitous decline through to old age (Kaufman”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Kaufman and Horn 1996 source
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured - cites Kaufman et al. 2016 source
- cites Salthouse 2010, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEducational attainment is linked to higher cognitive function performance later in life, a concept known as the cognitive reserve hypothesis.
“Educational attainment, the highest level of education completed, has been linked to higher cognitive function performance later in life, a concept known as the “cognitive reserve hypothesis” (Ackerman 2005; Lenehan et al. 2015; Wilson et al. 2009).”
Quote in the paperNot a substantial claim2 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSalthouse (2014) notes that cross-sectional findings align closely with cognitive declines observed in quasi-longitudinal studies of Wechsler's scales.
“Importantly, Salthouse (2014) notes that these cross-sectional findings align closely with cognitive declines observed in “quasi-longitudinal” studies of Wechsler’s scales, which follow the changes in ability level of independent samples from the same cohorts (years of birth) over decades (Kaufman 1990, 2001; Lichtenberger and Kaufman 2013).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Salthouse 2014 source
May combine two claims.
Interpretationown dataThese results align with previous cross-sectional studies in terms of the crest and decline, but the stability in the profile throughout middle age was relatively novel compared to WAIS-III findings, which indicated a more drastic downturn.
“These results align with findings from previous cross-sectional studies (Kaufman 2001; Kaufman and Horn 1996) in terms of the “crest” and decline; however, the stability in the profile throughout middle age was relatively novel in comparison to the WAIS-III’s findings (Kaufman 2001), which indicated a more drastic downturn.”
Quote in the paperSubstantial claim1 of 2 sources checkedMay combine two claims.
InterpretationreasoningThe present results are consistent with previous cross-sectional results from every Wechsler scale since Wechsler-Bellevue, Salthouse's analyses, Woodcock-Johnson results, and adult versions of Kaufmans' tests, providing strong evidence that intelligence is measured by Wechsler's scales.
“the present results are consistent with previous cross-sectional results—from every Wechsler scale since Wechsler–Bellevue”
- Also stated in: § 4. Discussion · boosted
“providing strong evidence that intelligence is indeed measured by Wechsler’s scales.”
Quote in the paperSubstantial claim1 of 3 sources checked- cites Salthouse 2010, 2014, 2016, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites McArdle et al. 2002 source
- cites Kaufman and Horn 1996 source
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
- Also stated in: § 4. Discussion · boosted
May combine two claims.
InterpretationcitationThe present study conforms with the results of a huge body of prior research, extending these findings to data obtained in 2023, post-pandemic, on the WAIS-5.
“The present study, using cross-sectional methodology, conforms with the results of a huge body of prior research (Kaufman 2021; Salthouse 2019), extending these findings to data obtained in 2023, post-pandemic, on the latest version of Wechsler’s adult scales, the WAIS-5.”
Quote in the paperSubstantial claim2 of 2 sources checked- Rests on an assumption: The WAIS-5 will replace the WAIS-IV as the go-to clinical test worldwide as translations and adaptations of the WAIS-5 proliferate.
May combine two claims.
Findingown dataVisual spatial, fluid reasoning, and working memory abilities all show a decline in cognitive skills across ages, seen more sharply after age 45.
“All three cognitive abilities show a decline in cognitive skills across ages, which is seen more sharply after age 45 (see Figure 3, Figure 4 and Figure 5).”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataProcessing speed ability shows consistent decline across age groups, starting within the youngest age group (20-24).
“Figure 2 displays the consistent decline in processing speed ability across the age groups, which demonstrates steady decline starting within the youngest age group (the 20–24 age bracket).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataVerbal comprehension skills peaked at ages 45-54 for both education-adjusted and non-education-adjusted means, remaining relatively stable through ages 70-74.
“As observed in Figure 1, verbal comprehension skills peaked at ages 45–54 for both education-adjusted and non-education-adjusted means, remaining relatively stable through ages 70–74.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataThe Peak Age was 45-54 for VCI, 20-24 for VSI, PSI, FRI, and FSIQ, and 25-29 for WMI.
“The Peak Age was 45–54 for VCI, 20–24 for VSI, PSI, FRI, and FSIQ, and 25–29 for WMI.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWorking memory maintains the longest among the vulnerable abilities, showing the greatest decline after age 70.
“Working memory maintains the longest among the vulnerable abilities, showing the greatest decline after age 70.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWorking memory maintains the highest score throughout aging; it is a vulnerable ability, but not to the extreme extent of fluid reasoning and visual spatial skills.
“Working memory maintains the highest score throughout aging; it is a vulnerable ability, but not to the extreme extent of fluid reasoning and visual spatial skills.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWorking memory was vulnerable to the aging process but demonstrated slower patterns of decline than the other vulnerable abilities.
“Working memory was vulnerable to the aging process but demonstrated slower patterns of decline than the other vulnerable abilities.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataVSI and FRI have periods of alternating decline and plateaus, whereas WMI displays a spikier pattern of decreases, increases, and plateaus.
“As visually noted in the charts, VSI and FRI (Figure 4 and Figure 5) have periods of alternating decline and plateaus, whereas WMI displays a “spikier” pattern of decreases, increases, and plateaus.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataVerbal skills were maintained through late middle age, but joined the vulnerable abilities of working memory, fluid reasoning, visual spatial ability, and processing speed with dramatic decline between ages 75 and 90.
“Verbal skills were maintained through late middle age, but joined the vulnerable abilities of working memory, fluid reasoning, visual spatial ability, and processing speed with its dramatic decline between ages 75 and 90.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataAlthough PRI on the WAIS-IV was split into VSI and FRI on the WAIS-5, the two new scales, though measuring separate and distinct CHC abilities, displayed virtually identical aging patterns in the analyses.
“Although PRI on the WAIS-IV was split into VSI and FRI on the WAIS-5, it is notable that the two new scales, though measuring separate and distinct CHC abilities, displayed virtually identical aging patterns in our analyses.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataOutside verbal comprehension, the Peak Age is the youngest group (20-24) for visual spatial, fluid reasoning, processing speed, and Full-Scale IQ, and the second youngest group (25-29) for working memory.
“Outside of verbal comprehension skills (i.e., crystalized intelligence), the “Peak Age” is the youngest group (20–24) for visual spatial, fluid reasoning, processing speed, and Full-Scale IQ, and the second youngest group (25–29) for working memory.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataWhen the differential rates of decline of the five abilities measured by the WAIS-5 are integrated into a single 7-subtest global score, FSIQ maintains through age 54 (mean for ages 45-54 = 97.8) before declining steadily to a borderline mean of 77.8 at ages 85-90.
“when the differential rates of decline of the five abilities measured by the WAIS-5 are integrated into a single 7-subtest global score, the FSIQ is seen to maintain through age 54 (mean for ages 45–54 = 97.8) before declining steadily to a “borderline” mean of 77.8 at ages 85–90 (see Table 2).”
Quote in the paperSubstantial claimMay combine two claims.
Findingnone givenCrystallized abilities, often interpreted as maintained throughout lifespan, were found to decline precipitously after age 75, no different from vulnerable abilities.
“Crystallized abilities, so often interpreted as being maintained throughout one’s lifespan—if not increasing, then at least reaching a plateau—were found to decline precipitously after age 75, no different from the so-called vulnerable abilities.”
Quote in the paperSubstantial claimMay combine two claims.
Findingown dataProcessing speed shows the largest difference scores from the Peak Age group, with large effect sizes for the standard deviation differences present starting in the mid-60s.
“Processing speed shows the largest difference scores from the Peak Age group, with large effect sizes for the standard deviation differences present starting in the mid-60s.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
FindingreasoningThe control for educational attainment has less impact when each age group through to the 70s has the same level of education.
“Furthermore, the control for educational attainment has less impact when each age group through to the 70s has the same level of education.”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationcitationEducational attainment is strongly linked to the level of cognitive functioning throughout one's lifespan but not necessarily to the trajectory of cognitive decline.
“These findings underscore that educational attainment is strongly linked to the level of cognitive functioning throughout one’s lifespan but not necessarily to the trajectory of cognitive decline.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe WAIS-5 is a highly used measure of intelligence with strong demonstrated evidence of reliability and validity across all ages from 16 to 90 years.
“The present study utilized the WAIS-5 (Wechsler et al. 2024a, 2024b), a highly used measure of intelligence with strong demonstrated evidence of reliability and validity displayed across all ages (i.e., 16 to 90 years).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Wechsler et al. 2024a, 2024b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationHigher educational attainment correlates with higher Full-Scale IQs.
“Higher educational attainment correlated with higher Full-Scale IQs (FSIQ).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kaufman et al. 2016 source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningEducation is a powerful cohort effect that must be controlled to the degree possible when comparing the intelligence of adults in different age groups.
“As such, education is a powerful cohort effect that must be controlled to the degree possible when comparing the intelligence of adults in different age groups.”
Quote in the paperNot a substantial claim- Rests on an assumption: At any given point in time, young adults on average have the highest degree of formal education, whereas older adults have the least.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenData were gathered by NCS Pearson to be representative of the U.S. Census at designated intervals.
“Data were gathered by NCS Pearson to be representative of the U.S. Census at designated intervals—some at 5-year intervals and some at 10-year intervals.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenCross-sectional design does not control for cultural factors, such as pivotal experiences in specific generations, including the COVID-19 pandemic.
“Cross-sectional design, however, does not control for cultural factors (i.e., generational factors), such as pivotal experiences in specific generations, including the COVID-19 pandemic.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIndex reliability coefficients ranged from 0.90 to 0.98 on the WAIS-IV and 0.90 to 0.97 on the WAIS-5.
“Index reliability coefficients ranged from 0.90 to 0.98 on the WAIS-IV and 0.90 to 0.97 on the WAIS-5 (see Table 4.1 in Wechsler 2008; Wechsler et al. 2024b).”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites Wechsler 2008
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Wechsler et al. 2024b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe WAIS-5 includes a shift from a four-factor to a five-factor model, splitting Perceptual Reasoning into Visual Spatial and Fluid Reasoning indices.
“Most notably, the WAIS-5 includes a shift from a four-factor to a five-factor model. The previous factors were VCI, Perceptual Reasoning (PRI), WMI, and PSI. The WAIS-5 split and restructured the PRI into the VSI and FRI, aligning more closely with CHC broad abilities.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Wechsler et al. 2024a, 2024b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe study was not preregistered.
“The study was not preregistered.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMeta-analytic findings suggest education plays a critical role in maintaining higher levels of cognitive performance but does not demonstrate a consistent association with the rate of cognitive aging.
“For instance, meta-analytic findings suggest that while education plays a critical role in maintaining higher levels of cognitive performance, education does not demonstrate a consistent association with the rate of cognitive aging (Seblova et al. 2020).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Seblova et al. 2020 source
May combine two claims.
Study design and conductown dataThe sample included 180 participants per age group for ages 20-24 through 85-90, totaling n = 1660 and mapping 11 age groups.
“Specifically, 180 participants comprised each age group for individuals aged 20–24 through 85–90 (n = 1660), which mapped 11 different age groups.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S1 (asserted).
InterpretationreasoningThe maintenance of VCI is unrelated to the changes in construct from VIQ to VCI.
“thus, we hypothesize that the maintenance is unrelated to the changes in construct.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationThe WAIS-5 features updated norms and streamlined administration for shorter administration times as well as data collected exclusively following the COVID-19 pandemic.
“The WAIS-5 features updated norms and streamlined administration for shorter administration times as well as features data collected exclusively following the COVID-19 pandemic.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Wechsler et al. 2024a, 2024b
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductown dataThe sample included adult participants aged 20-24 through 85-90 (n = 1660), mapped into 11 age groups.
“The sample included adult participants aged 20–24 through 85–90 (n = 1660), which were mapped into 11 age groups.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataThe replication of pre-pandemic data in the contemporary adult population suggests that whatever effect the COVID-19 pandemic might have on children's intelligence, it might not be as potent a variable for the adult population.
“all data were obtained post-COVID-19 pandemic; the replication of pre-pandemic data within the contemporary adult population suggests that whatever effect the pandemic might have on children’s intelligence, it might not be as potent a variable for the adult population”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Trudel et al. forthcoming
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationPrior scholars using cross-sectional methodology have long proposed maintained crystallized abilities at least through late middle age, contrasted with vulnerable working memory, processing speed, and problem solving, with decline in vulnerable abilities beginning early in one's 20s and continuing steadily through the oldest age tested.
“Prior scholars using cross-sectional methodology who examined cognitive aging have long proposed the concept of maintained crystallized abilities, at least through late middle age, contrasted with vulnerable working memory, processing speed, and problem solving (visual spatial and fluid); the sometimes dramatic decline in vulnerable abilities has shown to begin early (in one’s 20s) and continue”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Kaufman 2001, 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Kaufman et al. 2016 source
- cites Salthouse 2010, 2014, 2016, 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationAmple evidence shows that those with more educational attainment start off with higher cognitive scores than those with lower education.
“Ample evidence shows that those with more educational attainment start off with higher cognitive scores than those with lower education (e.g., Lichtenberger and Kaufman 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lichtenberger and Kaufman 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Classified as probably not a substantial claim.
Study design and conductnone givenThe normative sample collected by NCS Pearson had exclusionary criteria, such as individuals with intellectual disabilities, psychiatric disorders, and neurological conditions.
“the normative sample collected by NCS Pearson had exclusionary criteria, such as individuals with intellectual disabilities, psychiatric disorders, and neurological conditions.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductcitationThe cross-sectional design compares adults from different age cohorts, and any observed differences might be contaminated by cohort differences owing to societal or generational changes or events.
“an immediate limitation is that the design compares adults from different age cohorts, and any observed differences might be contaminated by cohort difference owing to societal or generational changes or events (e.g., war, pandemics, medical advancements, Schaie 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Schaie 2012 source
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenWAIS-5 normative sample data were aligned with the 2022 U.S. census.
“WAIS-5 normative sample data (aligned with the 2022 U.S. census) were obtained from the test publisher.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductnone givenFrom the third to the fifth edition of WAIS, Verbal Comprehension (WAIS-5) and Verbal IQ (WAIS-III) are not identical constructs.
“It is important to note that from the third to the fifth edition of WAIS, Verbal Comprehension (WAIS-5) and Verbal IQ (WAIS-III) are not identical constructs.”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataInternal consistency of the WAIS-5 components is evident from moderate but substantial correlations across subtests and indexes and from strong g factors in all exploratory and confirmatory factor analyses.
“Point “a” is evident from moderate but substantial correlations across subtests and indexes and from the emergence of strong g factors in all exploratory and confirmatory factor analyses.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductown dataFactor analysis evidence for the WAIS-5 is evident from EFA and CFA results, and each of the five WAIS-5 Indexes corresponds to a major broad ability in CHC theory, with working memory and processing speed factors aligning with relevant theories.
“Point “b” is evident from the results of EFA and CFA, as well as the ability represented by each of the five separate WAIS-5 Indexes corresponds to a major broad ability in CHC theory and the working memory and processing speed factors aligning well with the relevant theories of working memory and neuroscience on which the test battery is partially built upon.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductnone givenMean standard scores for all age groups are based on conversion tables for ages 25 to 34-year-olds, providing a common yardstick for comparing the 11 age groups.
“Mean standard scores for all age groups are based on the conversion tables for ages 25 to 34-year-olds, which provides a common yardstick for comparing the 11 age groups’ gains and declines between young adulthood and old age”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationThree crucial aspects of construct validity for an IQ test, according to Urbina (2014) and Anastasi, are internal consistency of components, factor analysis tying factors to theoretical constructs, and lawful age changes across the age range.
“three of the crucial aspects of construct validity for an IQ test, according to Susanna Urbina (2014) and her mentor—legend Anne Anastasi—are (a) the internal consistency of its components, (b) factor analysis that ties each factor to a theoretical construct, and (c) lawful age changes across the age range.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Urbina 2014 source
May combine two claims.
Study design and conductreasoningA more sophisticated control of educational attainment than in previous cross-sectional investigations was applied, namely post-stratification weighting, providing an excellent control of this potent, potentially contaminating, cohort variable.
“attainment was applied than has been used in previous cross-sectional investigations, namely post-stratification weighting, providing an excellent control of this potent, and potentially contaminating, cohort variable”
- Also stated in: § 4.1. Limitations · boosted
“We controlled for one known, and powerful, cohort variable, namely educational attainment”
Quote in the paperSubstantial claim- Rests on an assumption: Educational attainment is a potent, potentially contaminating cohort variable.
- Also stated in: § 4.1. Limitations · boosted
The paper relies on this without support.
At any given point in time, young adults on average have the highest degree of formal education, whereas older adults have the least.
“in general, from a societal and historical perspective, at any given point in time, young adults on average have the highest degree of formal education, whereas older adults have the least.”
The paper relies on this without support.
Verbal knowledge and verbal problem solving are intimately related to educational attainment.
“Verbal knowledge and verbal problem solving are intimately related to educational attainment.”
The paper relies on this without support.
The 2023 older adult college education rate is 63%.
“the greater educational attainment of older people in 2023 (63% are college educated) versus 1995 (14% are college educated; Wechsler 1997)”
The paper relies on this without support.
Educational attainment is a potent, potentially contaminating cohort variable.
“providing an excellent control of this potent, and potentially contaminating, cohort variable”
The paper relies on this without support.
The WAIS-5 will replace the WAIS-IV as the go-to clinical test worldwide as translations and adaptations of the WAIS-5 proliferate.
“and will replace the WAIS-IV as the go-to clinical test worldwide as translations and adaptations of the WAIS-5 proliferate”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Age-group counts do not match the reported sample size
MajorEleven age groups with 180 participants each would contain 1,980 participants, not the reported 1,660.
Reported 1660 · recomputed 1980
“Specifically, 180 participants comprised each age group for individuals aged 20–24 through 85–90 (n = 1660), which mapped 11 different age groups.”
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Cited by
Sorted by citations
Subjective cognition and objective cognitive performance in early versus late perimenopause
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Self-citationThe Effect of Working Memory Capacity on Calendar Savantism Performance: A Quantitative Study
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- Authors
- Winter, E. L., Dale, B. A., Maharjan, S., Lando, C. R., Larsen, C. M., Courville, T., & Kaufman, A. S.
- Affiliations
- School of Health Sciences, Touro University, 3 Times Square, New York, NY 10036, USA
- Ball State University (US)
- Pearson Assessments, 927 East Sonterra Boulevard, San Antonio, TX 78258, USA
- University of Connecticut (US)
- Corresponding author
- Winter, Emily L.
- Venue
- Journal of Intelligence
- Publisher
- MDPI AG
- Published
- 2025-07-12
- Volume
- 13
- Issue
- 7
- Pages
- 85
- ISSN
- 2079-3200 (ISSN-L)
- PMC
- PMC12295516
- OpenAlex
- W4412476238
- Semantic Scholar
- 749d03b379775ac5a0399deb82d941bac38b9114
- Cited by
- 5
- References
- 44
- Citations by year
- 2026: 5
- FWCI
- 5.24
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Journal of Intelligence (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Touro Scholar (Touro College) (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 › Psychology › Neuropsychology and Physiological Psychology › Aging and Gerontology Research
- Health Sciences › Medicine › Psychiatry and Mental health › Dementia and Cognitive Impairment Research
- Keywords
- cognitive aging, Cattell-Horn-Carroll theory, processing speed, working memory, fluid reasoning, visuospatial ability, verbal ability, age-related cognitive decline, lifespan cognitive change, reference values
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-11-03.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-11-03.
Cited sources are checked by gpt-6-sol.
Statistics and arithmetic are recomputed, not judged.
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