Assessing working memory in children with ADHD: Minor administration and scoring changes may improve digit span backward’s construct validity.
Open accessAbstract
Background Pediatric ADHD is associated with impairments in working memory, but these deficits often go undetected when using clinic-based tests such as digit span backward.Aims The current study pilot-tested minor administration/scoring modifications to improve digit span backward's construct and predictive validities in a well-characterized sample of children with ADHD.Methods and procedures WISC-IV digit span was modified to administer all trials (i.e., ignore discontinue rule) and count digits rather than trials correct. Traditional and modified scores were compared to a battery of criterion working memory (construct validity) and academic achievement tests (predictive validity) for 34 children with ADHD ages 8-13 (M=10.41; 11 girls).Outcomes and results Traditional digit span backward scores failed to predict working memory or KTEA-2 achievement (allns). Alternate administration/scoring of digit span backward significantly improved its associations with working memory reordering (r=.58), working memory dual-processing (r=.53), working memory updating (r=.28), and KTEA-2 achievement (r=.49).Conclusions and implications Consistent with prior work, these findings urge caution when interpreting digit span performance. Minor test modifications may address test validity concerns, and should be considered in future test revisions. Digit span backward becomes a valid measure of working memory at exactly the point that testing is traditionally discontinued.
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The concurrent and predictive validity of executive function performance tests is supported by studies showing strong convergence with ecologically valid functional outcomes.
“their concurrent and predictive validity has been supported across a range of cognitive, developmental, and clinical studies demonstrating strong convergence with ecologically valid functional outcomes (Kofler et al., 2016; Miyake et al., 2000; St. Clare-Thompson & Gathercole, 2006; Wells et al., 2018).”
From Executive functioning rating scales: Ecologically valid or construct invalid? (2020) · cites this paper as Wells et al., 2018
The Results (Tier 2) report strong associations between the criterion working-memory tests and academic achievement, an outcome relevant to everyday functioning in the children studied. But the same section reports that traditionally administered digit span backward did not significantly predict achievement; the Discussion says its validity improved only with modified administration and scoring. The paper therefore supports a narrower finding, not strong convergence for executive-function performance tests generally or across a range of settings. (LLM, conf=0.88)
Experimental — accuracy not yet measuredStudies with lower working memory effect sizes were more likely to use single tasks that mainly assess short-term memory rather than working memory.
“In particular, studies finding lower effect sizes/impairment estimates were more likely to rely on estimates from single tasks that have been criticized for poor construct validity because they primarily assess short-term memory rather than working memory (e.g., backward digit span; Snyder et al., 2015; Wells et al., 2018).”
From Working memory and short-term memory deficits in ADHD: A bifactor modeling approach (2020) · cites this paper as Wells et al., 2018
The Discussion (‘Implications for core processes and ADHD’; page unavailable) contrasts smaller ADHD impairment estimates on digit span backward (d = 0.43) with larger estimates on working-memory tasks with prominent executive demands (d ≥ 2.0). The Results (‘Tier 1. Construct validity’; page unavailable) also find little association between traditionally scored digit span backward and working-memory processes. These passages support the digit-span example, but do not establish that studies with lower effect sizes were generally more likely to use single tasks. (LLM, conf=0.83)
Experimental — accuracy not yet measuredThe concurrent and predictive validity, sensitivity, and specificity of performance-based executive function tests have been supported by numerous cognitive, developmental, and clinical studies demonstrating strong convergence with functional outcomes that are ecologically valid.
“Their concurrent and predictive validity, sensitivity and specificity has been supported by numerous cognitive, developmental, and clinical studies that have demonstrated strong convergence with functional outcomes that are ecologically valid (Miyake et al., 2000; Wells et al., 2018).”
From Assessment of executive functions in school-aged children: A narrative review (2022) · cites this paper as Wells et al., 2018
The Method (Neurocognitive Performance) and Discussion report associations between selected working-memory measures and academic achievement, supporting predictive validity in this child ADHD sample. But the Results (Tier 2) say traditionally administered digit span backward did not significantly predict achievement. The paper does not establish sensitivity, specificity, or strong convergence with ecologically valid functional outcomes for performance-based executive-function tests generally. (LLM, conf=0.85)
Experimental — accuracy not yet measuredThis validity evidence includes experimental and longitudinal linkages between executive function performance tests and objective and subjective measures of inattention, hyperactivity, impulsivity, emotion recognition, reading skills, math performance, social skills, organizational skills, parent-child relationship quality, and activities of daily living.
“This concurrent and predictive validity evidence includes experimental and longitudinal linkages between EF performance tests, objective and subjective measures of inattention, hyperactivity, impulsivity, emotion recognition, reading skills, math performance, social skills, organizational skills, parent-child relationship quality, and activities of daily living (Karalunas et al., 2017; Wells et al”
From Assessment of executive functions in school-aged children: A narrative review (2022) · cites this paper as Wells et al., 2018
The Method (Neurocognitive Performance; page unavailable) reports links between working-memory task performance and objectively measured activity, attentive behavior, and impulsivity. The Results (Tier 2; page unavailable) link task performance with academic achievement, and the working-memory discussion mentions reading and math attainment. Our copy does not establish longitudinal linkages or address the claimed links with emotion recognition, organizational skills, parent-child relationship quality, or activities of daily living. (LLM, conf=0.88)
Experimental — accuracy not yet measuredReliability and validity evidence for the working memory tasks includes internal consistency (α=.82-.97), 1- to 3-week test-retest reliability (.76-.90), and expected relations with criterion working memory complex span (r=.69) and updating tasks (r=.61).
“Reliability and validity evidence includes internal consistency (α=.82-.97; Kofler, Sarver et al., 2018), 1- to 3-week test-retest reliability (.76-.90; Sarver et al., 2015), and expected magnitude relations with criterion working memory complex span (r=.69) and updating tasks (r=.61; Wells et al., 2018).”
From Working memory and short-term memory deficits in ADHD: A bifactor modeling approach (2020) · cites this paper as Wells et al., 2018
It remains possible that short-term memory deficits would be detected or larger on tasks requiring simple storage without active mental manipulation, although such tasks would likely underestimate working memory.
“Thus, although results were generally consistent with findings from alternative assessment methods (e.g., simple span, immediate free recall; Dovis et al., 2013; Gibson et al., 2018), it remains possible that short-term memory deficits would be detected/larger on tasks that require simple storage without active mental manipulation of the internally-stored information, although at the same time”
From Working memory and short-term memory deficits in ADHD: A bifactor modeling approach (2020) · cites this paper as Wells et al., 2018
Reliability and validity evidence for the working memory reordering tasks includes internal consistency, one- to three-week test-retest reliability, and expected magnitude relations with criterion working memory complex span and updating tasks.
“Reliability and validity evidence includes internal consistency (α=.82–.97; Kofler et al., 2017), 1- to 3-week test-retest reliability (.76–.90; Sarver et al., 2015), and expected magnitude relations with criterion working memory complex span (r=.69) and updating tasks (r=.61) (Wells et al., 2018).”
From Executive Functioning Heterogeneity in Pediatric ADHD (2019) · cites this paper as Wells et al., 2018
Uncorrected estimates suggest 40% to 44% of children with ADHD have working memory deficits, but these estimates increase to 81% to 84% when using criterion recall-based tasks with prominent executive demands and sufficient trials.
“Thus, whereas the uncorrected estimates suggest that 40%–44% of children with ADHD have working memory deficits (Zakzanis, 2001), these estimates increase to 81%–84% when using criterion, recall-based tasks with prominent executive demands (Coghill et al., 2014) and a sufficient number of administered trials (Wells et al., 2018).”
From Executive Functioning Heterogeneity in Pediatric ADHD (2019) · cites this paper as Wells et al., 2018
Working memory tests commonly used in clinical practice place relatively minimal demands on the executive components of working memory and may be better conceptualized as measures of short-term memory.
“We and others have also argued that the working memory tests commonly used in clinical practice place relatively minimal demands on the executive components of working memory and thus might be better conceptualized as measures of short term memory .53,101,130,132,133”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [130]
The working memory tests have high internal consistency (alpha .81-.97), one- to three-week test-retest reliability (.76-.90), and expected correlations with complex span (r=.69) and updating tasks (r=.61).
“Reliability and validity evidence includes high internal consistency (α = .81-.97) and 1–3-week test-retest reliability (.76-.90; Kofler et al., 2019; Sarver et al., 2015), and expected relations with criterion working memory complex span (r = .69) and updating tasks (r = .61) (Wells et al., 2018).”
From Ecological Validity of Clinic-Based Actigraphy for Assessing Hyperactivity in Clinically Evaluated Children with and without ADHD (2025) · cites this paper as Wells et al., 2018
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“term memory reaches an adult-like 4 ± 1 chunk capacity during the current study’s age range (Cowan, 2001; Cowan, Morey, & Gilchrist, 2010; Tillman, Eninger, Forssman, & Bohlin, 2011).”
Schmiedek, F., Lövdén, M., & Lindenberger, U. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01475 · Cited by 173 · cited 1× · see citing works
“The N-back task is arguably the most commonly used continuous updating test and shows acceptable convergence with conceptually distinct measures of working memory, including complex span and serial reordering tasks (Schmiedek et al., 2014).”
Working Memory in Schizophrenia: Transient "Online" Storage Versus Executive Functioning
Perry, W., Heaton, R. K., Potterat, E. G., Roebuck, T. M., Minassian, A., & BRAFF, D. L. (2001) · Schizophrenia Bulletin · doi:10.1093/oxfordjournals.schbul.a006854 · Cited by 155 · cited 3× · see citing works
“The evidence base for these critiques is substantial, and includes data from large samples of healthy and clinically referred children, adolescents, and adults (Bowden et al., 2013; Colom et al., 2005; Egeland, 2015; Perry et al., 2001; Tarle et al., 2017; Twamley et al., 2006).”
Sarver, D. E., Rapport, M. D., Kofler, M. J., Raiker, J. S., & Friedman, L. M. (2015) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-015-0011-1 · Cited by 149 · cited 1× · see citing works
“Reliability evidence includes high internal consistency (α=.82-.97) and 1-3 week test-retest reliability (r=.76-.90; Sarver et al., 2015).”
Self-citationFollowing instructions in a virtual school: Does working memory play a role?
Graham, A. J., Gathercole, S. E., Logie, M. R., & Holmes, J. (2015) · Memory & Cognition · doi:10.3758/s13421-015-0579-2 · Cited by 136 · cited 4× · see citing works
“This latter observation is consistent with the current finding that digit span backward, a verbal task, correlated highly with non-verbal fluid reasoning (r=.49), as well as evidence that digit span backward cross-loads with visual-spatial memory tasks (Jaroslawska et al., 2016).”
InfluentialRaiker, J. S., Rapport, M. D., Kofler, M. J., & Sarver, D. E. (2012) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-011-9607-2 · Cited by 135 · cited 3× · see citing works
“Comparisons of ADHD and typically developing children indicate large magnitude group differences on this task (Raiker et al., 2012).”
Self-citationShelton, J. T., Elliott, E. M., Matthews, R. A., Hill, B. D., & Gouvier, W. D. (2010) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0019046 · Cited by 133 · cited 2× · see citing works
“Short-term memory involves the temporary storage and rehearsal of information, and reflects the memory component of working memory (Baddeley, 2007; Shelton et al., 2010; Unsworth et al., 2010).”
Seven‐year‐olds allocate attention like adults unless working memory is overloaded
Cowan, N., Morey, C. C., AuBuchon, A. M., Zwilling, C. E., & Gilchrist, A. L. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00864.x · Cited by 132 · cited 2× · see citing works
“…6-8 digits) given evidence that short-term memory and working memory are differentiated in children as young as 6 (Gathercole et al., 2004) and that short-term memory reaches an adult-like 4+1 chunk capacity during the current study’s age range (Cowan et al., 2001, 2010; Tillman et al., 2011).”
Backwards digit recall: A measure of short-term memory or working memory?
Clair‐Thompson, H. S. (2009) · The European Journal of Cognitive Psychology · doi:10.1080/09541440902771299 · Cited by 130 · cited 1× · see citing works
“…as a measure of working memory includes findings that children, adolescents, and adults tend to recall fewer trials correctly and recite shorter maximum lists of numbers on digits backward relative to digits forward tasks (Conklin et al., 2000; Gathercole et al., 2004; St. Clair-Thompson, 2010).”
Alderson, R. M., Rapport, M. D., Hudec, K. L., Sarver, D. E., & Kofler, M. J. (2010) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-010-9387-0 · Cited by 117 · see citing works
Self-citationAre forward and backward recall the same? A dual-task study of digit recall
St Clair-Thompson, H. L., & Allen, R. J. (2013) · Memory & Cognition · doi:10.3758/s13421-012-0277-2 · Cited by 98 · cited 2× · see citing works
“…Martinussen et al., 2005; Tarle et al., 2017), the test’s standardization sample (Wechsler, 2003), and healthy child samples (Monaco et al., 2013; St. Clair-Thompson & Allen, 2013) suggests confidence in their generalizability and confirms that list reversal is more cognitively demanding than…”
Heterogeneity in ADHD: Neurocognitive predictors of peer, family, and academic functioning
Kofler, M. J., Sarver, D. E., Spiegel, J. A., Day, T. N., Harmon, S. L., & Wells, E. L. (2017) · Child Neuropsychology · doi:10.1080/09297049.2016.1205010 · Cited by 94 · see citing works
Self-citationNash Unsworth, A., Spillers, G. J., & Brewer, G. A. (2010) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0017739 · Cited by 91 · cited 2× · see citing works
“Short-term memory involves the temporary storage and rehearsal of information, and reflects the memory component of working memory (Baddeley, 2007; Shelton et al., 2010; Unsworth et al., 2010).”
Egeland, J. (2015) · Applied Neuropsychology Adult · doi:10.1080/23279095.2014.992069 · Cited by 85 · cited 3× · see citing works
“The evidence base for these critiques is substantial, and includes data from large samples of healthy and clinically referred children, adolescents, and adults (Bowden et al., 2013; Colom et al., 2005; Egeland, 2015; Perry et al., 2001; Tarle et al., 2017; Twamley et al., 2006).”
Working memory and general intelligence: The role of short-term storage
Colom, R., Flores-Mendoza, C. E., Quiroga, M. Á., & Privado, J. (2005) · Personality and Individual Differences · doi:10.1016/j.paid.2005.03.020 · Cited by 83 · cited 3× · see citing works
“, 1999) in healthy adults (Colom et al., 2005), healthy children (Swanson & Kim, 2007), adults with psychopathology (Perry et al.”
The Relation Between Working Memory Components and ADHD Symptoms From a Developmental Perspective
Tillman, C., Eninger, L., Forssman, L., & Bohlin, G. (2011) · Developmental Neuropsychology · doi:10.1080/87565641.2010.549981 · Cited by 70 · cited 2× · see citing works
“…6-8 digits) given evidence that short-term memory and working memory are differentiated in children as young as 6 (Gathercole et al., 2004) and that short-term memory reaches an adult-like 4+1 chunk capacity during the current study’s age range (Cowan et al., 2001, 2010; Tillman et al., 2011).”
Transient and executive function working memory in schizophrenia
Twamley, E. W., Palmer, B. W., Jeste, D. V., Taylor, M. J., & Heaton, R. K. (2006) · Schizophrenia Research · doi:10.1016/j.schres.2006.04.013 · Cited by 55 · cited 3× · see citing works
“The evidence base for these critiques is substantial, and includes data from large samples of healthy and clinically referred children, adolescents, and adults (Bowden et al., 2013; Colom et al., 2005; Egeland, 2015; Perry et al., 2001; Tarle et al., 2017; Twamley et al., 2006).”
Exploring the Dimensionality of Digit Span
Bowden, S. C., Petrauskas, V. M., Bardenhagen, F. J., Meade, C. E., & Simpson, L. C. (2012) · Assessment · doi:10.1177/1073191112457016 · Cited by 51 · see citing works
Alderson, R. M., Kasper, L. J., Patros, C. H. G., Hudec, K. L., Tarle, S. J., & Lea, S. E. (2015) · Child Neuropsychology · doi:10.1080/09297049.2014.917618 · Cited by 46 · cited 1× · see citing works
“Prerecorded stimuli were presented aurally (1000 ms presentation + ISI) to isolate phonological task demands by minimizing visuospatial influences (Alderson et al., 2015).”
Working memory limitations in children with severe language impairment
van Daal, J., Verhoeven, L. T. W., van Leeuwe, J., & van Balkom, H. (2007) · Journal of Communication Disorders · doi:10.1016/j.jcomdis.2007.03.010 · Cited by 38 · see citing works
Tarle, S. J., Alderson, R. M., Patros, C. H. G., Lea, S. E., Hudec, K. L., & Arrington, E. F. (2017) · Neuropsychology · doi:10.1037/neu0000364 · Cited by 29 · cited 10× · see citing works
“…chance levels, whereas criterion working memory tasks that include increased central executive demands, a greater number of trials, and partial-credit scoring methods demonstrate group classification accuracy at levels similar to or better than gold standard ADHD rating scales (Tarle et al., 2017).”
InfluentialInteractions of task and subject variables among continuous performance tests
Denney, C. B., Rapport, M. D., & Chung, K. (2005) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2004.00362.x · Cited by 28 · cited 5× · see citing works
“90) and demonstration of the expected magnitude of relations with a 0-back version of the test (Denney et al., 2005).”
InfluentialDoes the isolation effect require attention?
Bireta, T. J., & Mazzei, C. M. (2015) · Memory & Cognition · doi:10.3758/s13421-015-0538-y · Cited by 22 · see citing works
Colbert, A. M., & Bo, J. (2017) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2017.04.010 · Cited by 12 · see citing works
Patros, C. H. G., Alderson, R. M., Lea, S. E., & Tarle, S. J. (2015) · Child Neuropsychology · doi:10.1080/09297049.2015.1119261 · Cited by 12 · cited 3× · see citing works
“These tasks demonstrate large magnitude performance differences between ADHD and typically developing children (Patros et al., 2015), and performance predicts ADHD-related impairments in objectively-measured activity level (Rapport et al.”
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- Raghubar KP Barnes MA Hecht SA 2010 Working memory and mathematics: A review Learning & individual differences 20 110 122
- Wechsler D 2011 WASI-II: Wechsler Abbreviated Scales of Intelligence Pearson
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Executive Functioning Heterogeneity in Pediatric ADHD
Kofler, M. J., Irwin, L. N., Soto, E. F., Groves, N. B., Harmon, S. L., & Sarver, D. E. (2019) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-018-0438-2 · Cited by 288 · see citing works
“…and validity evidence includes internal consistency (α = 0.82–0.97; Kofler et al. 2017), 1- to 3-week test-retest reliability (0.76–0.90; Sarver et al. 2015), and expected magnitude relations with criterion working memory complex span (r = 0.69) and updating tasks (r = 0.61) (Wells et al. 2018).”
BackgroundInfluentialSelf-citationChristiansen, L., Beck, M. M., Bilenberg, N., Wienecke, J., Astrup, A. V., & Lundbye‐Jensen, J. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8060841 · Cited by 148 · see citing works
“Improving task validity may thus increase sensitivity, and recent results demonstrate that slight protocol alterations can improve validity of tasks probing working memory in ADHD [40].”
ResultA meta-analysis on verbal working memory in children and adolescents with ADHD
Ramos, A. A., Hamdan, A. C., & Machado, L. (2020) · The Clinical Neuropsychologist · doi:10.1080/13854046.2019.1604998 · Cited by 125 · see citing works
Executive functioning rating scales: Ecologically valid or construct invalid?
Soto, E. F., Kofler, M. J., Singh, L. J., Wells, E. L., Irwin, L. N., Groves, N. B., & Miller, C. E. (2020) · Neuropsychology · doi:10.1037/neu0000681 · Cited by 115 · see citing works
“Reliability and validity evidence includes high internal consistency (α = .81–.97) and 1–3-week test-retest reliability (.76–.90; Kofler et al., 2019; Sarver et al., 2015), and expected relations with criterion working memory complex span (r = .69) and updating tasks (r = .61) (Wells et al., 2018).”
BackgroundInfluentialSelf-citationExecutive Functioning and Emotion Regulation in Children with and without ADHD
Groves, N. B., Wells, E. L., Soto, E. F., Marsh, C. L., Jaisle, E. M., Harvey, T. K., & Kofler, M. J. (2022) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-021-00883-0 · Cited by 110 · see citing works
Self-citationWorking memory and short-term memory deficits in ADHD: A bifactor modeling approach
Kofler, M. J., Singh, L. J., Soto, E. F., Chan, E. S. M., Miller, C. E., Harmon, S. L., & Spiegel, J. A. (2020) · Neuropsychology · doi:10.1037/neu0000641 · Cited by 101 · see citing works
“In particular, studies finding lower effect sizes/impairment estimates were more likely to rely on estimates from single tasks that have been criticized for poor construct validity because they primarily assess short-term memory rather than working memory (e.g., backward digit span; Snyder et al., 2015; Wells et al.,…”
BackgroundInfluentialSelf-citationZhidong, C., Wang, X., Yin, J., Song, D., & Chen, Z. (2021) · European Review of Aging and Physical Activity · doi:10.1186/s11556-021-00272-y · Cited by 100 · see citing works
“The use of a more accurate digit-letter sequence task could be explored in this context [60].”
MethodAn Examination of Relations Among Working Memory, ADHD Symptoms, and Emotion Regulation
Groves, N. B., Kofler, M. J., Wells, E. L., Day, T. N., & Chan, E. S. M. (2020) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-019-00612-8 · Cited by 75 · see citing works
Self-citationWhat cognitive processes are “sluggish” in sluggish cognitive tempo?
Kofler, M. J., Irwin, L. N., Sarver, D. E., Fosco, W. D., Miller, C. E., Spiegel, J. A., & Becker, S. P. (2019) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000446 · Cited by 61 · see citing works
“In particular, most studies assessed working memory using simple span tasks that show poor construct validity (Wells et al., 2018) and to our knowledge all available studies relied at least in part on power-based metrics (e.”
BackgroundMethodInfluentialSelf-citationAssessment of executive functions in school-aged children: A narrative review
Souissi, S., Chamari, K., & Bellaj, T. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.991699 · Cited by 56 · see citing works
Which ‘Working’ Components of Working Memory aren’t Working in Youth with ADHD?
Fosco, W. D., Kofler, M. J., Groves, N. B., Chan, E. S. M., & Raiker, J. S. (2020) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-020-00621-y · Cited by 55 · see citing works
Self-citationExecutive functions and writing skills in children with and without ADHD.
Soto, E. F., Irwin, L. N., Chan, E. S. M., Spiegel, J. A., & Kofler, M. J. (2021) · Neuropsychology · doi:10.1037/neu0000769 · Cited by 60 · see citing works
Self-citationFu, M., & Li, S. (2019) · Journal of Second Language Studies · doi:10.1075/jsls.19002.fu · Cited by 49 · see citing works
Cao, P., Xing, J. Q., Cao, Y., Cheng, Q., Sun, X., Kang, Q., Dai, L., Zhou, X., & Song, Z.-X. (2018) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s182527 · Cited by 44 · see citing works
Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder
Kofler, M. J., Soto, E. F., Singh, L. J., Harmon, S. L., Jaisle, E. M., Smith, J. N., Feeney, K. E., & Musser, E. D. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00350-9 · Cited by 51 · see citing works
“In addition to concerns regarding test content and the lack of specificity of most executive function tests used in the clinical literature 51,112,118,120,130 , the specific metrics used in these tests warrant scrutiny.”
InfluentialSelf-citationKofler, M. J., Sarver, D. E., Austin, K. E., Schaefer, H. S., Holland, E., Aduen, P. A., Wells, E. L., Soto, E. F., Irwin, L. N., Schatschneider, C., et al. (2018) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000308 · Cited by 46 · see citing works
Self-citationIrwin, L. N., Soto, E. F., Chan, E. S. M., Miller, C. E., Carrington-Forde, S., Groves, N. B., & Kofler, M. J. (2021) · Child Neuropsychology · doi:10.1080/09297049.2020.1866521 · Cited by 39 · see citing works
“Reliability and validity evidence includes high internal consistency (α = .81-.97) and 1-3-week test-retest reliability (.76-.90; Kofler et al., 2019; Sarver et al., 2015), and expected relations with criterion working memory complex span (r = .69) and updating tasks (r = .61) (Wells et al., 2018).”
BackgroundSelf-citationFilipe, M. G., Veloso, A. S., & Frota, S. (2023) · Brain Sciences · doi:10.3390/brainsci13030470 · Cited by 32 · see citing works
Chere, B., & Kirkham, N. Z. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.715301 · Cited by 32 · see citing works
“The digit span task is commonly used to study memory, with arguments made that the forward digit span task more specifically measures short-term memory while the BDS task measures working memory (Wells et al., 2018).”
Wang, L., Sang, L., Cui, Y., Li, P., Qiao, L., Wang, Q., Zhao, W., Hu, Q., Zhang, N., Zhang, Y., et al. (2022) · Brain and Behavior · doi:10.1002/brb3.2776 · Cited by 26 · see citing works
“Our results were consistent with the reduction in processing speed and working memory caused by the complexity of the task, as has been shown in a large amount of literature (Rovetti et al., 2021; Wells et al., 2018).”
ResultCalub, C. A., Rapport, M. D., Friedman, L. M., & Eckrich, S. J. (2019) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-019-09728-z · Cited by 24 · see citing works
Clemens, N. H., Hsiao, Y., Lee, K., Martinez‐Lincoln, A., Moore, C. A., Toste, J. R., & Simmons, L. E. (2020) · Journal of Learning Disabilities · doi:10.1177/0022219420932139 · Cited by 22 · see citing works
“, 2012), however, evidence suggests that digit-span tasks may measure shortterm memory more than working memory because they do not introduce new stimuli within the primary storage set such as in reading span tasks (Conway et al., 2005; Wells et al., 2018).”
BackgroundFosco, W. D., Sarver, D. E., Kofler, M. J., & Aduen, P. A. (2018) · ADHD Attention Deficit and Hyperactivity Disorders · doi:10.1007/s12402-018-0259-8 · Cited by 21 · see citing works
“2017), and show poor correspondence with criterion WM tests (Wells et al. 2018).”
Self-citationOpenneer, T. J. C., Forde, N. J., Akkermans, S. E. A., Naaijen, J., Buitelaar, J. K., Hoekstra, P. J., & Dietrich, A. (2019) · Cortex · doi:10.1016/j.cortex.2019.11.007 · Cited by 20 · see citing works
Are emotion recognition abilities intact in pediatric ADHD?
Wells, E. L., Day, T. N., Harmon, S. L., Groves, N. B., & Kofler, M. J. (2018) · Emotion · doi:10.1037/emo0000520 · Cited by 19 · see citing works
Self-citationSerrano-Barroso, A., Vargas, J. P., Díaz, E., Gómez, I., Ruiz, G., & López, J. C. (2022) · Children · doi:10.3390/children9111652 · Cited by 14 · see citing works
Cole, A. M., Chan, E. S. M., Gaye, F., Harmon, S. L., & Kofler, M. J. (2024) · Neuropsychology · doi:10.1037/neu0000960 · Cited by 18 · see citing works
Self-citationKejani, M., & Raeisi, Z. (2020) · Current Psychology · doi:10.1007/s12144-019-00564-8 · Cited by 14 · see citing works
“Although a relatively small number of studies have investigated the relationship between ADHD and working memory as well as self-control processes, findings indicated that ADHD is highly correlated with working memory impairment in children (Wells et al. 2018).”
BackgroundResultInfluentialWorking memory and math skills in children with and without ADHD.
Gaye, F., Groves, N. B., Chan, E. S. M., Cole, A. M., Jaisle, E. M., Soto, E. F., & Kofler, M. J. (2023) · Neuropsychology · doi:10.1037/neu0000920 · Cited by 15 · see citing works
Self-citationFriedman, L. M., Rapport, M. D., & Fabrikant-Abzug, G. (2022) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-022-09967-7 · Cited by 14 · see citing works
“Consistent with best practice recommendations, stimuli correct per trial were used (Conway et al., 2005; Kasper et al., 2012; Wells et al., 2018), and separate scores at each working memory set size were derived.”
MethodMcKay, E., Kirk, H., Coxon, J. P., Courtney, D., Bellgrove, M. A., Arnatkevičiūtė, A., & Cornish, K. M. (2022) · BMJ Open · doi:10.1136/bmjopen-2022-061626 · Cited by 15 · see citing works
Spanou, M., Stavrou, N. A. M., Δανιά, Α., & Venetsanou, F. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19095646 · Cited by 13 · see citing works
“Several research findings support the technical adequacy of both the original digits backwards [63,64] and its Greek version [42,65,66].”
ResultSpanou, M., Kaioglou, V., Pesce, C., Mavilidi, M. F., & Venetsanou, F. (2022) · Applied Sciences · doi:10.3390/app122010527 · Cited by 12 · see citing works
“Its reliability and technical adequacy in children are supported for both its original [70,71] and Greek version [72–74].”
BackgroundThe factorial structure of executive functions in kindergarten children: an explorative study
Michel, E., & Bimmüller, A. (2022) · Child Neuropsychology · doi:10.1080/09297049.2022.2138303 · Cited by 11 · see citing works
“To measure updating, n-back tasks might be more adequate compared to complex span tasks, because a simple reversal of order might not be sufficient to tap updating processes (e.g., Wells et al., 2018).”
MethodSmith, J. N., Raiker, J. S., Fosco, W. D., Jusko, M. L., Campez, M., Little, K., Mattfeld, A. T., Espinal, K., Sánchez, G. G., Merrill, B. M., et al. (2020) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-020-00665-0 · Cited by 10 · see citing works
Verbal but not visual–spatial working memory contributes to complex arithmetic calculation
Chen, C., Liu, P., Lu, S., Li, S., Zhang, C., & Zhou, X. (2023) · British Journal of Developmental Psychology · doi:10.1111/bjdp.12458 · Cited by 10 · see citing works
Smith, J. N., Jusko, M. L., Fosco, W. D., Musser, E. D., & Raiker, J. S. (2023) · Development and Psychopathology · doi:10.1017/s0954579422001432 · Cited by 9 · see citing works
“For instance, some “working memory” tasks are assumed to successfully elicit working memory by design, despite evidence that some tasks are more sensitive than others (Conway et al., 2005; Jusko et al., 2021; Wells et al., 2018).”
Li, R., Qü, P., Hu, X., Li, X., Zeng, H., Gao, B., & Sun, Z. (2024) · PeerJ · doi:10.7717/peerj.18306 · Cited by 8 · see citing works
“Therefore, future research should employ more accurate working memory measurement tools, such as the digit-letter sequencing task ( Wells et al., 2018 ), to further investigate the effects of motor-cognitive training on working memory.”
MethodGoetschalckx, M., Feys, P., Rameckers, E. A. A., Moens, B., Leman, M., & Moumdjian, L. (2024) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.15228 · Cited by 8 · see citing works
“47 Additionally, no between-group differences were observed in MBEMA-s score, a task designed to assess rhythm and melody perception.”
Cervantes-Henríquez, M. L., Acosta-López, J. E., Ahmad, M., Sánchez-Rojas, M., Jiménez‐Figueroa, G., Pineda‐Alhucema, W., Martínez-Banfi, M. L., Noguera-Machacón, L. M., Mejía-Segura, E., Hoz, M. D. L., et al. (2021) · Brain Sciences · doi:10.3390/brainsci11070854 · Cited by 8 · see citing works
Kanevski, M., Booth, J. N., Stewart, T. M., & Rhodes, S. (2023) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2023.104471 · Cited by 6 · see citing works
Marsh, C. L., Harmon, S. L., Cho, S., Chan, E. S. M., Gaye, F., DeGeorge, L., Black, K. E., Irwin, L. N., & Kofler, M. J. (2023) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-023-01152-y · Cited by 6 · see citing works
“…consistency ( 𝛼 = 0.82–0.97; Kofler et al., 2018); 1-to 3-week (0.76–0.90; Sarver et al., 2015) and 10-week (0.73–0.84; Kofler, Wells et al., 2020) test-retest reliability; and expected magnitude relations with working memory updating and complex span tasks ( r = 0.61–0.69; Wells et al., 2018).”
InfluentialSelf-citationMohapatra, B., & Laures-Gore, J. S. (2021) · American Journal of Speech-Language Pathology · doi:10.1044/2021_ajslp-20-00305 · Cited by 4 · see citing works
Examining an Alternative Scoring Procedure for a Clinical Working Memory Measure
Weitzner, D. S., Calamia, M. R., Hill, B. D., & Elliott, E. M. (2021) · Assessment · doi:10.1177/10731911211032270 · Cited by 6 · see citing works
“…two scoring methods were then compared with measures of working memory commonly used in cognitive psychology and measures of Gf. Previous research demonstrated that utilizing partial scoring increased the relationship of DSB with other measures of working memory in children (Wells et al., 2018).”
MethodResultInfluentialCelis, G., Casas, M., Mauricio, D., & Santisteban, J. (2023) · International Journal of Interactive Mobile Technologies (iJIM) · doi:10.3991/ijim.v17i06.35259 · Cited by 6 · see citing works
Marsh, C. L., Groves, N. B., Mehra, L. M., Black, K. E., Irwin Harper, L. N., Meyer, A., & Kofler, M. J. (2023) · Child Neuropsychology · doi:10.1080/09297049.2023.2166029 · Cited by 5 · see citing works
Self-citationDillon, H., Boyle, C., Gaikwad, S. M., Luengtaweekul, P., & Cameron, S. (2024) · Journal of Speech Language and Hearing Research · doi:10.1044/2024_jslhr-23-00466 · Cited by 6 · see citing works
The influence of acute stress on working memory: Physiological and psychological mechanisms
Wanru, L. I., & Ku, Y. (2020) · Advances in Psychological Science · doi:10.3724/sp.j.1042.2020.01508 · Cited by 5 · see citing works
Anning, K. L., Langley, K., Hobson, C. W., de Sonneville, L. M. J., & van Goozen, S. H. M. (2023) · Child Neuropsychology · doi:10.1080/09297049.2023.2190964 · Cited by 5 · see citing works
“However, previous studies have demonstrated that differences in the way in which the backwards digit is administered can facilitate the engagement of working memory by providing more opportunity for children to recall sequences of greater list length (Wells et al., 2018).”
ResultSoto, A. J., Vargas, J. P., Díaz, E., & López, J. C. (2021) · IntechOpen eBooks · doi:10.5772/intechopen.94507 · Cited by 5 · see citing works
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“DS-B, such as DS-F, is a test of short-term memory, but is more related to working memory [72].”
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“Consistent with best practice recommendations, stimuli correct per trial were considered (Conway et al., 2005; Kasper et al., 2012; Wells et al., 2018), and separate scores at each word set size condition were derived.”
MethodJusko, M. L., Raiker, J. S., Campez, M., Smith, J. N., Fosco, W. D., Horta, L., Little, K., Espinal, K., Sánchez, G. G., Mattfeld, A. T., et al. (2021) · Child Neuropsychology · doi:10.1080/09297049.2021.1876014 · Cited by 4 · see citing works
“Partial scoring methods employed in past work have yielded similar results when evaluating neurocognitive abilities of youth with ADHD (Tarle et al., 2017; Wells et al., 2018).”
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“…in scores, both of which yield more accurate impairment estimates and provide useful information for research purposes (Conway et al., 2005; Engle et al., 1999; Gignac et al., 2019; Kasper et al., 2012; Kofler et al., in press; Rapport et al., 2013; Tarle et al., 2017; Wells et al., 2018).”
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“Short-term memory, working memory capacity, and attentional control were evaluated using the Digit Span Test (forward, backward, and total scores) [13].”
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“1,57 Further, the resting state neurophysiological activity patterns differ in children with neurodevelopmental disorders and typically developing children.”
Academic Achievements in Children with ADHD in China: The Mediating Role of Executive FunctionsPreprint
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“…and validity evidence includes high internal consistency (α = 0.81–0.97) and 1–3-week test–retest reliability (0.76–0.90; Kofler et al., 2019; Sarver et al., 2015), and expected relations with criterion working memory complex span ( r = 0.69) and updating tasks ( r = 0.61) (Wells et al., 2018).”
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“For both forward and backward digit spans, the score was the total number of correctly recalled sequences, with a higher score indicating better performance [48,49].”
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“Previous studies have shown that the DB subtest is closely correlated with executive function working memory, and the DF subtest is more strongly correlated with transient working memory (Conklin et al., 2000; Twamley et al., 2006; Wells et al., 2018).”
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“Wells et al. (2018) found that particularly digit span backward scores on the WISC-IV failed to predict working memory deficits in 34 children with ADHD ages 8–13 ( M = 10.41; 11 girls), specifically due to the impact discontinue rule.”
InfluentialMarsh, C. L., Gaye, F., Cibrian, E., Cho, S., Tatsuki, M. O., Obi, J. O., Geren, M. E., Harmon, S. L., & Kofler, M. J. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1536942
“Reliability and validity evidence includes high internal consistency ( a = .82-.97; 66); 1-to 3-week ( r = .76-.90; 67) and 10-week ( r = .73-.84; 30) test-retest reliability; and expected magnitude relations with working memory updating and complex span tasks ( r = .61-.69; 68).”
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“Short-term memory capacity was assessed using an adaptive version of a forward digit span task (Wells et al., 2018).”
The effects of L2 proficiency on working memory and speech-in-noise perception in young adults
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“…as within the A1–A2 and C1–C2 groups, no statistically significant relationship was found between age and either the Backward Digit Span score or the Matrix Test results ( p > .05). memory because it requires both temporary storage and mental manipulation of auditory-verbal information [28, 29].”
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“The digit backwards span task assesses working memory (Wells et al., 2018).”
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“Forward digit span primarily reflects short-term verbal maintenance, whereas back-ward digit span additionally involves information manipulation and executive updating (Baddeley, 2003; Wells et al., 2018).”
Çil, M. A., Karataş, N., Ozgeris, F. B., Taşğın, E., Sarı, S., & Özkalaycı, R. E. (2026) · Nutrients · doi:10.3390/nu18203442
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- Authors
- Wells, E. L., Kofler, M. J., Soto, E. F., Schaefer, H. S., & Sarver, D. E.
- Affiliations
- Florida State University (US)
- Tufts University (US)
- University of Mississippi Medical Center (US)
- Corresponding author
- Kofler, Michael J.
- Venue
- Research in Developmental Disabilities
- Publisher
- Elsevier BV
- Published
- 2018-01
- Volume
- 72
- Pages
- 166-178
- ISSN
- 0891-4222 (ISSN-L)
- PMC
- PMC5743590
- OpenAlex
- W2770337398
- Cited by
- 84
- References
- 71
- Citations by year
- 2026: 9 · 2025: 9 · 2024: 13 · 2023: 10 · 2022: 10 · 2021: 12 · 2020: 9 · 2019: 7 · 2018: 5
- FWCI
- 4.71
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Licence
- Locations
- Research in Developmental Disabilities (acceptedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- UVa Curry School of Education Foundation grant (PI: Kofler)
- Galant Family and an NIH (R34 MH102499-01)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Attention Deficit Hyperactivity Disorder
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- attention deficit hyperactivity disorder, working memory, backward digit span, construct validity, predictive validity, WISC-IV, academic performance, children
- MeSH terms
- Academic Success, Attention Deficit Disorder with Hyperactivity, Child, Female, Humans, Male, Memory, Short-Term, Predictive Value of Tests, Wechsler Scales, Reproducibility of Results
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