Abstract
Predictors of math achievement in attention-deficit/hyperactivity disorder (ADHD) are not well-known. To address this gap in the literature, we examined individual differences in neurocognitive functioning domains on math computation in a cross-sectional sample of youth with ADHD. Gender and anxiety symptoms were explored as potential moderators. The sample consisted of 281 youth (aged 8–15 years) diagnosed with ADHD. Neurocognitive tasks assessed auditory-verbal working memory, visuospatial working memory, and processing speed. Auditory-verbal working memory speed significantly predicted math computation. A three-way interaction revealed that at low levels of anxious perfectionism, slower processing speed predicted poorer math computation for boys compared to girls. These findings indicate the uniquely predictive values of auditory-verbal working memory and processing speed on math computation, and their differential moderation. These findings provide preliminary support that gender and anxious perfectionism may influence the relationship between neurocognitive functioning and academic achievement.
Similar content being viewed by others
References
Merikangas KR, He J-P, Brody D, Fisher PW, Bourdon K, Koretz DS (2010) Prevalence and treatment of mental disorders among U.S. children in the 2001–2004 NHANES. Pediatrics 125(1):75–81
Polanczyk G, de Lima MS, Horta BL, Biederman J, Rohde LA (2007) The worldwide prevalence of ADHD: a systematic review and metaregression analysis. Am J Psychiatry 164(6):942–948
Gadow KD, Sprafkin J, Nolan EE (2001) DSM-IV symptoms in community and clinic preschool children. J Am Acad Child Adolesc Psychiatry 40(12):1383–1392
Fischer M, Barkley RA, Edelbrock CS, Smallish L (1990) The adolescent outcome of hyperactive children diagnosed by research criteria: II. Academic, attentional, and neuropsychological status. J Consult Clin Psychol 58(5):580–588
Mannuzza S, Klein RG, Bessler A, Malloy P, LaPadula M (1993) Adult outcome of hyperactive boys: educational achievement, occupational rank, and psychiatric status. Arch Gen Psychiatry 50(7):565–576
Lahey BB, Pelham WE, Loney J, Lee SS, Willcutt EG (2005) Instability of the DSM-IV subtypes of ADHD from preschool through elementary school. Arch Gen Psychiatry 62(8):896–902
Massetti GM, Lahey BB, Pelham WE, Loney J, Ehrhardt A, Lee SS et al (2008) Academic achievement over 8 years among children who met modified criteria for attention-deficit/hyperactivity disorder at 4–6 years of age. J Abnorm Child Psychol 36(3):399–410
Pingault J-B, Tremblay RE, Vitaro F, Carbonneau R, Genolini C, Falissard B et al (2011) Childhood trajectories of inattention and hyperactivity and prediction of educational attainment in early adulthood: a 16-year longitudinal population-based study. Am J Psychiatry 168(11):1164–1170
DuPaul GJ, Gormley MJ, Laracy SD (2013) Comorbidity of LD and ADHD: implications of DSM-5 for assessment and treatment. J Learn Disabil 46(1):43–51
Greven CU, Rijsdijk FV, Asherson P, Plomin R (2012) A longitudinal twin study on the association between ADHD symptoms and reading. J Child Psychol Psychiatry 53(3):234–242
Willcutt EG, Pennington BF (2000) Comorbidity of reading disability and attention-deficit/hyperactivity disorder: differences by gender and subtype. J Learn Disabil 33(2):179–191
Mok MMC, McInerney DM, Zhu J, Or A (2015) Growth trajectories of mathematics achievement: longitudinal tracking of student academic progress. Br J Educ Psychol 85(2):154–171
Xenidou-Dervou I, De Smedt B, van der Schoot M, van Lieshout ECDM (2013) Individual differences in kindergarten math achievement: the integrative roles of approximation skills and working memory. Learn Individ Differ 28:119–129
James J (2013)The surprising impact of high school math on job market outcomes [Internet]. Available from: https://www.clevelandfed.org/newsroom-and-events/publications/economic-commentary/2013-economic-commentaries/ec-201314-the-surprising-impact-of-high-school-math-on-job-market-outcomes.aspx
Ritchie SJ, Bates TC (2013) Enduring links from childhood mathematics and reading achievement to adult socioeconomic status. Psychol Sci 24(7):1301–1308
Loo SK, Humphrey LA, Tapio T, Moilanen IK, McGough JJ, McCracken JT et al (2007) Executive functioning among Finnish adolescents with attention-deficit/hyperactivity disorder. J Am Acad Child Adolesc Psychiatry 46(12):1594–1604
Shanahan MA, Pennington BF, Yerys BE, Scott A, Boada R, Willcutt EG et al (2006) Processing speed deficits in attention deficit/hyperactivity disorder and reading disability. J Abnorm Child Psychol 34(5):584
Willcutt EG, Doyle AE, Nigg JT, Faraone SV, Pennington BF (2005) Validity of the executive function theory of attention-deficit/hyperactivity disorder: a meta-analytic review. Biol Psychiatry 57(11):1336–1346
Raiford SE, Weiss LG, Rolfhus E, Coalson D (2005) Technical report #4 general ability index
Mayes SD, Calhoun SL (2007) Wechsler intelligence scale for children-third and -fourth edition predictors of academic achievement in children with attention-deficit/hyperactivity disorder. Sch Psychol Quart 22(2):234–249
Jarrold C, Mackett N, Hall D (2014) Individual differences in processing speed mediate a relationship between working memory and children’s classroom behaviour. Learn Individ Differ 30:92–97
Lewandowski LJ, Lovett BJ, Parolin R, Gordon M, Codding RS (2007) Extended time accommodations and the mathematics performance of students with and without ADHD. J Psychoeduc Assess 25(1):17–28
Camarata S, Woodcock R (2006) Sex differences in processing speed: developmental effects in males and females. Intelligence 34(3):231–252
Rucklidge JJ, Tannock R (2002) Neuropsychological profiles of adolescents with ADHD: effects of reading difficulties and gender. J Child Psychol Psychiatry 43(8):988–1003
Seidman LJ, Biederman J, Monuteaux MC, Valera E, Doyle AE, Faraone SV (2005) Impact of gender and age on executive functioning: do girls and boys with and without attention deficit hyperactivity disorder differ neuropsychologically in preteen and teenage years? Dev Neuropsychol 27(1):79–105
Rucklidge JJ, Tannock R (2001) Psychiatric, psychosocial, and cognitive functioning of female adolescents with ADHD. J Am Acad Child Adolesc Psychiatry 40(5):530–540
Hyde JS, Lindberg SM, Linn MC, Ellis AB, Williams CC (2008) Gender similarities characterize math performance. Science 321(5888):494–495
Bull R, Espy KA, Wiebe SA (2008) Short-term memory, working memory, and executive functioning in preschoolers: longitudinal predictors of mathematical achievement at age 7 years. Dev Neuropsychol 33(3):205–228
Raghubar KP, Barnes MA, Hecht SA (2010) Working memory and mathematics: a review of developmental, individual difference, and cognitive approaches. Learn Individ Differ 20(2):110–122
Rennie B, Beebe-Frankenberger M, Swanson HL (2014) A longitudinal study of neuropsychological functioning and academic achievement in children with and without signs of attention-deficit/hyperactivity disorder. J Clin Exp Neuropsychol 36(6):621–635
Derakshan N, Eysenck MW (2009) Anxiety, processing efficiency, and cognitive performance: new developments from attentional control theory. Eur Psychol 14(2):168–176
Ghanizadeh A, Mohammadi MR, Moini R (2008) Comorbidity of psychiatric disorders and parental psychiatric disorders in a sample of Iranian children with ADHD. J Atten Disord 12(2):149–155
Bloemsma JM, Boer F, Arnold R, Banaschewski T, Faraone SV, Buitelaar JK et al (2013) Comorbid anxiety and neurocognitive dysfunctions in children with ADHD. Eur Child Adolesc Psychiatry 22(4):225–234
American Psychiatric Association (2013) Diagnostic and statistical manual of mental disorders. 5th edn. American Psychiatric Association, Washington, D. C.
Hechtman L, Abikoff H, Klein RG, Weiss G, Respitz C, Kouri J et al (2004) Academic achievement and emotional status of children with ADHD treated with long-term methylphenidate and multimodal psychosocial treatment. J Am Acad Child Adolesc Psychiatry 43(7):812–819
Currie J, Stabile M, Jones L (2014) Do stimulant medications improve educational and behavioral outcomes for children with ADHD?. J Health Econ 37:58–69
Shaw M, Hodgkins P, Caci H, Young S, Kahle J, Woods AG et al (2012) A systematic review and analysis of long-term outcomes in attention deficit hyperactivity disorder: effects of treatment and non-treatment. BMC Med 10:99
Loe IM, Feldman HM (2007) Academic and educational outcomes of children with ADHD. J Pediatr Psychol 32(6):643–654
Biederman J, Petty CR, Clarke A, Lomedico A, Faraone SV (2011) Predictors of persistent ADHD: an 11-year follow-up study. J Psychiatr Res 45(2):150–155
Sub A, Prabha C (2003) Academic performance in relation to perfectionism, test procrastination and test anxiety of high school children. Psychol Stud 48(3):77–81
Jensen P, Arnold LE, Richters JE, Severe JB, Vereen D, Vitiello B, Schiller E, Hinshaw S, Elliott GR, Conners CK, Wells KC (1999) Moderators and mediators of treatment response for children with attention-deficit/hyperactivity disorder: the Multimodal Treatment Study of children with Attention-deficit/hyperactivity disorder. Arch Gen Psychiatry 56(12):1088–1096
McCracken JT, McGough JJ, Loo SK, Levitt J, Del’Homme M, Cowen J et al. (2016) Combined stimulant and guanfacine administration in attention-deficit/hyperactivity disorder: a controlled, comparative study. J Am Acad Child Adolesc Psychiatry 55(8):657–666
Wechsler D (1999) Wechsler abbreviated scale of intelligence. Psychological Corporation, San Antonio
Chhabildas N, Pennington BF, Willcutt EG (2001) A comparison of the neuropsychological profiles of the DSM-IV subtypes of ADHD. J Abnorm Child Psychol 29(6):529–540
Kaufman J, Birmaher B, Brent D, Rao U, Flynn C, Moreci P et al (1997) Schedule for affective disorders and schizophrenia for school-age children-present and lifetime version (K-SADS-PL): initial reliability and validity data. J Am Acad Child Adolesc Psychiatry 36(7):980–988
Mayes SD, Calhoun SL (2006) WISC-IV and WISC-III profiles in children with ADHD. J Atten Disord 9(3):486–493
Hale JB, Fiorello CA, Bertin M, Sherman R (2003) Predicting math achievement through neuropsychological interpretation of WISC-III variance components. J Psychoeduc Assess 21(4):358–380
Wechsler D (2003) WISC-IV technical and interpretive manual. Psychological Corporation, San Antonio
March JS, Parker JD, Sullivan K, Stallings P, Conners CK (1997) The multidimensional anxiety scale for children (MASC): factor structure, reliability, and validity. J Am Acad Child Adolesc Psychiatry 36(4):554–565
Grills-Taquechel AE, Ollendick TH, Fisak B (2008) Reexamination of the MASC factor structure and discriminant ability in a mixed clinical outpatient sample. Depress Anxiety 25(11):942–950
March JS, Conners C, Arnold G, Epstein J, Parker J, Hinshaw S et al (1999) The multidimensional anxiety scale for children (MASC): confirmatory factor analysis in a pediatric ADHD sample. J Atten Disord 3(2):85–89
Wilkinson GS, Robertson GJ (2006) Wide range achievement test. Fourth. Psychological Assessment Resources, Lutz
Chen Q, Li J (2014) Association between individual differences in non-symbolic number acuity and math performance: a meta-analysis. Acta Psychol 148:163–172
Swanson HL, Beebe-Frankenberger M (2004) The relationship between working memory and mathematical problem solving in children at risk and not at risk for serious math difficulties. J Educ Psychol 96(3):471–491
Aiken LS, West SG (1991) Multiple regression: testing and interpreting interactions. Sage, Thousand Oaks
Geary DC, Hoard MK, Byrd-Craven J, DeSoto MC (2004) Strategy choices in simple and complex addition: contributions of working memory and counting knowledge for children with mathematical disability. J Exp Child Psychol 88(2):121–151
Ashcraft MH (1982) The development of mental arithmetic: a chronometric approach. Dev Rev 2(3):213–236
Fuchs LS, Fuchs D, Compton DL, Powell SR, Seethaler PM, Capizzi AM et al (2006) The cognitive correlates of third-grade skill in arithmetic, algorithmic computation, and arithmetic word problems. J Educ Psychol 98(1):29–43
Passolunghi MC, Lanfranchi S (2012) Domain-specific and domain-general precursors of mathematical achievement: a longitudinal study from kindergarten to first grade. Br J Educ Psychol 82(Pt 1):42–63
Georgiou GK, Tziraki N, Manolitsis G, Fella A (2013) Is rapid automatized naming related to reading and mathematics for the same reason(s)? A follow-up study from kindergarten to Grade 1. J Exp Child Psychol 115(3):481–496
MTA Cooperative Group (1999) A 14-month randomized clinical trial of treatment strategies for attention-deficit/hyperactivity disorder. Arch Gen Psychiatry 56(12):1073–1086
Walkup JT, Albano AM, Piacentini J, Birmaher B, Compton SN, Sherrill JT et al. (2008) Cognitive behavioral therapy, sertraline, or a combination in childhood anxiety. N Engl J Med 359(26):2753–2766
Gettinger M, Hurd HD (2011) Developing and implementing evidence-based academic interventions. In: Davis A (ed) The handbook of pediatric neuropsychology. Springer, New York, pp 1167–1179
Tosto MG, Momi SK, Asherson P, Malki K (2015) A systematic review of attention deficit hyperactivity disorder (ADHD) and mathematical ability: current findings and future implications. BMC Med 13:204
Birmaher B, Brent DA, Chiappetta L, Bridge J, Monga S, Baugher M (1999) Psychometric properties of the screen for child anxiety related emotional disorders (SCARED): a replication study. J Am Acad Child Adolesc Psychiatry 38(10):1230–1236
March JS (2012) Manual for the multidimensional anxiety scale for children-(MASC 2). MHS, North Tonawanda
Wechsler D (2011) Wechsler abbreviated scale of intelligence, 2nd edn. Pearson, Bloomington
Wechsler D (2014) WISC-V: administration and scoring manual. NCS Pearson, Bloomington
Funding
This work was partially supported by NIMH P50 MH “Translational Research to Enhance Cognitive Control” [McCracken] and NIH/National Center for Advancing Translational Science UCLA CTSI UL1TR000124 [Rozenman]. The authors would like to acknowledge and thank the children and their parents who participated in this research.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Sturm, A., Rozenman, M., Piacentini, J.C. et al. The Effect of Neurocognitive Function on Math Computation in Pediatric ADHD: Moderating Influences of Anxious Perfectionism and Gender. Child Psychiatry Hum Dev 49, 822–832 (2018). https://doi.org/10.1007/s10578-018-0798-4
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10578-018-0798-4