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Volumn 10, Issue 1, 2014, Pages

Mathematical anxiety is linked to reduced cognitive reflection: A potential road from discomfort in the mathematics classroom to susceptibility to biases

Author keywords

Cognitive reflection test; Decision making; Dual task manipulation; Heuristics and biases; Mathematical anxiety; Numeracy; Rationality; Test anxiety; Working memory

Indexed keywords

ACHIEVEMENT TEST; ADOLESCENT; ADULT; ANALYSIS OF VARIANCE; ANXIETY; ARTICLE; COGNITION; COGNITIVE REFLECTION TEST; CONTROLLED STUDY; DECISION MAKING; EXPERIMENTAL COGNITIVE TEST; FEMALE; HIGH SCHOOL STUDENT; HUMAN; KNOWLEDGE; MAJOR CLINICAL STUDY; MATHEMATICS; UNIVERSITY STUDENT; WORKING MEMORY; ACHIEVEMENT; MIDDLE AGED; PHYSIOLOGY; PROBLEM SOLVING; PSYCHOLOGY; SHORT TERM MEMORY; YOUNG ADULT;

EID: 84907394078     PISSN: None     EISSN: 17449081     Source Type: Journal    
DOI: 10.1186/1744-9081-10-31     Document Type: Article
Times cited : (83)

References (49)
  • 2
    • 0025471075 scopus 로고
    • Mathematics achievement of children in China and the United States
    • 2209177
    • Stevenson HW, Lee SY, Chen C, Lummis M, Stigler J, Fan L, Ge E. Mathematics achievement of children in China and the United States. Child Dev 1990, 61:1053-1066. 10.2307/1130875, 2209177.
    • (1990) Child Dev , vol.61 , pp. 1053-1066
    • Stevenson, H.W.1    Lee, S.Y.2    Chen, C.3    Lummis, M.4    Stigler, J.5    Fan, L.6    Ge, E.7
  • 4
    • 0036026180 scopus 로고    scopus 로고
    • Math anxiety: personal, educational, and cognitive consequences
    • Ashcraft MH. Math anxiety: personal, educational, and cognitive consequences. Curr Dir Psychol Sci 2002, 11:181-185.
    • (2002) Curr Dir Psychol Sci , vol.11 , pp. 181-185
    • Ashcraft, M.H.1
  • 5
    • 0001852741 scopus 로고
    • The nature, effects, and relief of mathematics anxiety
    • Hembree R. The nature, effects, and relief of mathematics anxiety. J Res Math Educ 1990, 21:33-46.
    • (1990) J Res Math Educ , vol.21 , pp. 33-46
    • Hembree, R.1
  • 9
    • 70449467152 scopus 로고    scopus 로고
    • How numeracy influences risk comprehension and medical decision making
    • 2844786, 19883143
    • Reyna VF, Nelson W, Han P, Dieckmann NF. How numeracy influences risk comprehension and medical decision making. Psychol Bull 2009, 135:943-973. 2844786, 19883143.
    • (2009) Psychol Bull , vol.135 , pp. 943-973
    • Reyna, V.F.1    Nelson, W.2    Han, P.3    Dieckmann, N.F.4
  • 10
    • 22844453629 scopus 로고    scopus 로고
    • A meta-analysis of the relationship between anxiety toward mathematics and achievement in mathematics
    • Ma X. A meta-analysis of the relationship between anxiety toward mathematics and achievement in mathematics. J Res Math Educ 1999, 30:520-540.
    • (1999) J Res Math Educ , vol.30 , pp. 520-540
    • Ma, X.1
  • 11
    • 85078652663 scopus 로고    scopus 로고
    • Math Anxiety And Its Cognitive Consequences
    • New York: Psychology Press, Campbell JID
    • Ashcraft MH, Ridley KS. Math Anxiety And Its Cognitive Consequences. Handbook Of Mathematical Cognition 2005, 315-327. New York: Psychology Press, Campbell JID.
    • (2005) Handbook Of Mathematical Cognition , pp. 315-327
    • Ashcraft, M.H.1    Ridley, K.S.2
  • 12
    • 84903997242 scopus 로고    scopus 로고
    • The relationships among working memory, math anxiety, and performance
    • Ashcraft MH, Kirk EP. The relationships among working memory, math anxiety, and performance. J Exp Psychol Gen 2001, 130:224-237.
    • (2001) J Exp Psychol Gen , vol.130 , pp. 224-237
    • Ashcraft, M.H.1    Kirk, E.P.2
  • 13
    • 34547502980 scopus 로고    scopus 로고
    • Working memory, math performance, and math anxiety
    • 17694908
    • Ashcraft MH, Krause JA. Working memory, math performance, and math anxiety. Psychon Bull Rev 2007, 14:243-248. 10.3758/BF03194059, 17694908.
    • (2007) Psychon Bull Rev , vol.14 , pp. 243-248
    • Ashcraft, M.H.1    Krause, J.A.2
  • 14
    • 84864911438 scopus 로고    scopus 로고
    • Mathematics anxiety: separating the math from the anxiety
    • Lyons IM, Beilock SL. Mathematics anxiety: separating the math from the anxiety. Cereb Cortex 2011, http://dx.doi.org/10.1093/cercor/bhr289.
    • (2011) Cereb Cortex
    • Lyons, I.M.1    Beilock, S.L.2
  • 15
    • 0002096799 scopus 로고
    • Mathematics anxiety and mental arithmetic performance: an exploratory investigation
    • Ashcraft MH, Faust M. Mathematics anxiety and mental arithmetic performance: an exploratory investigation. Cognition Emotion 1994, 8:97-125.
    • (1994) Cognition Emotion , vol.8 , pp. 97-125
    • Ashcraft, M.H.1    Faust, M.2
  • 16
    • 0002634683 scopus 로고    scopus 로고
    • Mathematics anxiety effects in simple and complex addition
    • Faust MW, Ashcraft MH, Fleck DE. Mathematics anxiety effects in simple and complex addition. Math Cogn 1996, 2:25-62.
    • (1996) Math Cogn , vol.2 , pp. 25-62
    • Faust, M.W.1    Ashcraft, M.H.2    Fleck, D.E.3
  • 17
    • 80052282049 scopus 로고    scopus 로고
    • Choke or thrive? The relation between salivary cortisol and math performance depends on individual differences in working memory and math anxiety
    • Mattarella-Micke A, Mateo J, Kozak MN, Foster K, Beilock SL. Choke or thrive? The relation between salivary cortisol and math performance depends on individual differences in working memory and math anxiety. Emotion 2011, 11:1000-1005.
    • (2011) Emotion , vol.11 , pp. 1000-1005
    • Mattarella-Micke, A.1    Mateo, J.2    Kozak, M.N.3    Foster, K.4    Beilock, S.L.5
  • 18
    • 84903612294 scopus 로고    scopus 로고
    • Math anxiety and exposure to statistics in messages about genetically modified foods: Effects of numeracy, math self-efficacy, and form of presentation
    • Silk KJ, Parrott RL. Math anxiety and exposure to statistics in messages about genetically modified foods: Effects of numeracy, math self-efficacy, and form of presentation. J Health Commun 2014, doi:10.1080/10810730.2013.837549.
    • (2014) J Health Commun
    • Silk, K.J.1    Parrott, R.L.2
  • 19
    • 33645810587 scopus 로고    scopus 로고
    • Cognitive reflection and decision making
    • Frederick S. Cognitive reflection and decision making. J Econ Perspect 2005, 19:25-42.
    • (2005) J Econ Perspect , vol.19 , pp. 25-42
    • Frederick, S.1
  • 20
    • 79959988606 scopus 로고    scopus 로고
    • Measuring mathematical ability needed for “ non-mathematical“ majors: the construction of a scale applying IRT and differential item functioning across educational contexts
    • Galli S, Chiesi F, Primi C. Measuring mathematical ability needed for “ non-mathematical“ majors: the construction of a scale applying IRT and differential item functioning across educational contexts. Learn Individ Differ 2011, 21:392-402.
    • (2011) Learn Individ Differ , vol.21 , pp. 392-402
    • Galli, S.1    Chiesi, F.2    Primi, C.3
  • 21
    • 84856626833 scopus 로고    scopus 로고
    • Individual differences in numeracy and cognitive reflection, with implications for biases and fallacies in probability judgment
    • Liberali JM, Reyna VF, Furlan S, Stein LM, Pardo ST. Individual differences in numeracy and cognitive reflection, with implications for biases and fallacies in probability judgment. J Behav Decis Mak 2012, doi:10.1002/bdm.752.
    • (2012) J Behav Decis Mak
    • Liberali, J.M.1    Reyna, V.F.2    Furlan, S.3    Stein, L.M.4    Pardo, S.T.5
  • 23
    • 84856413981 scopus 로고    scopus 로고
    • The Cognitive Reflection Test as a predictor of performance on heuristics and biases tasks
    • Toplak ME, West RF, Stanovich KE. The Cognitive Reflection Test as a predictor of performance on heuristics and biases tasks. Mem Cogn 2011, 39:1275-1289.
    • (2011) Mem Cogn , vol.39 , pp. 1275-1289
    • Toplak, M.E.1    West, R.F.2    Stanovich, K.E.3
  • 24
    • 70350151112 scopus 로고    scopus 로고
    • Cognitive abilities and superior decision making under risk: a protocol analysis and process model evaluation
    • Cokely ET, Kelley CM. Cognitive abilities and superior decision making under risk: a protocol analysis and process model evaluation. Judgment Decis Mak 2009, 4:20-33.
    • (2009) Judgment Decis Mak , vol.4 , pp. 20-33
    • Cokely, E.T.1    Kelley, C.M.2
  • 25
    • 84897060334 scopus 로고    scopus 로고
    • Does the cognitive reflection test measure cognitive reflection? A mathematical modeling approach
    • Campitelli G, Gerrans P. Does the cognitive reflection test measure cognitive reflection? A mathematical modeling approach. Mem Cogn 2014, 42:434-447.
    • (2014) Mem Cogn , vol.42 , pp. 434-447
    • Campitelli, G.1    Gerrans, P.2
  • 26
    • 84863511684 scopus 로고    scopus 로고
    • Gender differences in mathematics anxiety and the relation to mathematics performance while controlling for test anxiety
    • Devine A, Fawcett K, Szucs D, Dowker A. Gender differences in mathematics anxiety and the relation to mathematics performance while controlling for test anxiety. Behav Brain Funct 2012, 1. http://www.behavioralandbrainfunctions.com/content/8/1/33.
    • (2012) Behav Brain Funct , vol.1
    • Devine, A.1    Fawcett, K.2    Szucs, D.3    Dowker, A.4
  • 28
    • 84907405206 scopus 로고    scopus 로고
    • Math self-assessment, but not negative feelings, predicts mathematics performance of elementary school children
    • Haase VG, Júlio-Costa A, Pinheiro-Chagas P, Oliveira LFS, Micheli LR, Wood G. Math self-assessment, but not negative feelings, predicts mathematics performance of elementary school children. Child Dev Res 2012, 2012. Article ID 982672.
    • (2012) Child Dev Res , vol.2012
    • Haase, V.G.1    Júlio-Costa, A.2    Pinheiro-Chagas, P.3    Oliveira, L.F.S.4    Micheli, L.R.5    Wood, G.6
  • 29
    • 84866585472 scopus 로고    scopus 로고
    • The abbreviated math anxiety scale (AMAS): construction, validity, and reliability
    • 12801189
    • Hopko DR, Mahadevan R, Bare RL, Hunt MK. The abbreviated math anxiety scale (AMAS): construction, validity, and reliability. Assessment 2003, 10:178-182. 10.1177/1073191103010002008, 12801189.
    • (2003) Assessment , vol.10 , pp. 178-182
    • Hopko, D.R.1    Mahadevan, R.2    Bare, R.L.3    Hunt, M.K.4
  • 30
    • 84903782663 scopus 로고    scopus 로고
    • Measuring math anxiety in Italian college and high school students: validity, reliability and gender invariance of the Abbreviated Math Anxiety Scale (AMAS)
    • Primi C, Busdraghi C, Tomasetto C, Morsanyi K, Chiesi F. Measuring math anxiety in Italian college and high school students: validity, reliability and gender invariance of the Abbreviated Math Anxiety Scale (AMAS). Learn Individ Differ 2014, 34:51-56.
    • (2014) Learn Individ Differ , vol.34 , pp. 51-56
    • Primi, C.1    Busdraghi, C.2    Tomasetto, C.3    Morsanyi, K.4    Chiesi, F.5
  • 31
    • 0037272928 scopus 로고    scopus 로고
    • Confirmatory factor analysis of the math anxiety rating scale-revised
    • Hopko DR. Confirmatory factor analysis of the math anxiety rating scale-revised. Educ Psychol Meas 2003, 63:336-351.
    • (2003) Educ Psychol Meas , vol.63 , pp. 336-351
    • Hopko, D.R.1
  • 33
    • 0000118815 scopus 로고
    • The Test Anxiety Scale: Concept And Research
    • Washington, D.C.: Hemisphere, Spielberger CD, Sarason IG
    • Sarason IG. The Test Anxiety Scale: Concept And Research. Stress And Anxiety 1978, 5:193-216. Washington, D.C.: Hemisphere, Spielberger CD, Sarason IG.
    • (1978) Stress And Anxiety , vol.5 , pp. 193-216
    • Sarason, I.G.1
  • 34
    • 70949095633 scopus 로고    scopus 로고
    • Beyond Baron and Kenny: statistical mediation analysis in the new millennium
    • Hayes AF. Beyond Baron and Kenny: statistical mediation analysis in the new millennium. Commun Monograghs 2009, 76:408-420.
    • (2009) Commun Monograghs , vol.76 , pp. 408-420
    • Hayes, A.F.1
  • 35
    • 3042811867 scopus 로고    scopus 로고
    • Confidence limits for indirect effect: distribution of the product and resampling methods
    • MacKinnon DP, Lockwood CM, Williams J. Confidence limits for indirect effect: distribution of the product and resampling methods. Multivar Behav Res 2004, 39:99-128.
    • (2004) Multivar Behav Res , vol.39 , pp. 99-128
    • MacKinnon, D.P.1    Lockwood, C.M.2    Williams, J.3
  • 36
    • 44949168308 scopus 로고    scopus 로고
    • Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models
    • 18697684
    • Preacher KJ, Hayes AF. Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behav Res Methods 2008, 40:879-891. 10.3758/BRM.40.3.879, 18697684.
    • (2008) Behav Res Methods , vol.40 , pp. 879-891
    • Preacher, K.J.1    Hayes, A.F.2
  • 37
    • 79958851756 scopus 로고    scopus 로고
    • Effect size measures for mediation models: quantitative strategies for communicating indirect effects
    • Preacher KJ, Kelley K. Effect size measures for mediation models: quantitative strategies for communicating indirect effects. Psychol Methods 2011, 16:93-115.
    • (2011) Psychol Methods , vol.16 , pp. 93-115
    • Preacher, K.J.1    Kelley, K.2
  • 38
    • 33646228837 scopus 로고    scopus 로고
    • Dual processing in reasoning: two systems but one reasoner
    • 16683931
    • De Neys W. Dual processing in reasoning: two systems but one reasoner. Psychol Sci 2006, 17:428-433. 10.1111/j.1467-9280.2006.01723.x, 16683931.
    • (2006) Psychol Sci , vol.17 , pp. 428-433
    • De Neys, W.1
  • 39
    • 60749084397 scopus 로고    scopus 로고
    • Proportional reasoning as a heuristic-based process: time constraint and dual-task considerations
    • 19261584
    • Gillard E, Van Dooren W, Schaeken W, Verschaffel L. Proportional reasoning as a heuristic-based process: time constraint and dual-task considerations. Exp Psychol 2009, 56:92-99. 10.1027/1618-3169.56.2.92, 19261584.
    • (2009) Exp Psychol , vol.56 , pp. 92-99
    • Gillard, E.1    Van Dooren, W.2    Schaeken, W.3    Verschaffel, L.4
  • 40
    • 70149086038 scopus 로고    scopus 로고
    • Mathematics anxiety as a function of multidimensional self-regulation and self-efficacy
    • Jain S, Dowson M. Mathematics anxiety as a function of multidimensional self-regulation and self-efficacy. Contemp Educ Psychol 2009, 34:240-249.
    • (2009) Contemp Educ Psychol , vol.34 , pp. 240-249
    • Jain, S.1    Dowson, M.2
  • 42
    • 85047684989 scopus 로고    scopus 로고
    • How are visuospatial working memory, executive functioning, and spatial abilities related? A latent-variable analysis
    • Miyake A, Friedman NP, Rettinger DA, Shah P, Hegarty M. How are visuospatial working memory, executive functioning, and spatial abilities related? A latent-variable analysis. J Exp Psychol Gen 2001, 130:621-640.
    • (2001) J Exp Psychol Gen , vol.130 , pp. 621-640
    • Miyake, A.1    Friedman, N.P.2    Rettinger, D.A.3    Shah, P.4    Hegarty, M.5
  • 43
    • 84879673269 scopus 로고    scopus 로고
    • Mathematics anxiety and stereotype threat: shared mechanisms, negative consequences, and promising interventions
    • Maloney E, Schaeffer M, Beilock SL. Mathematics anxiety and stereotype threat: shared mechanisms, negative consequences, and promising interventions. Res Math Educ 2013, 15:115-128.
    • (2013) Res Math Educ , vol.15 , pp. 115-128
    • Maloney, E.1    Schaeffer, M.2    Beilock, S.L.3
  • 44
    • 77951269995 scopus 로고    scopus 로고
    • Do mental processes share a domain-general resource?
    • 20424075
    • Vergauwe E, Barrouillet P, Camos V. Do mental processes share a domain-general resource?. Psychol Sci 2010, 21:384-390. 10.1177/0956797610361340, 20424075.
    • (2010) Psychol Sci , vol.21 , pp. 384-390
    • Vergauwe, E.1    Barrouillet, P.2    Camos, V.3
  • 45
    • 85107517860 scopus 로고    scopus 로고
    • The Cognitive Reflection Test: how much more than numerical ability?
    • Austin, TX: Cognitive Science Society, Knauff M, Pauen M, Sebanz N, Wachsmuth I
    • Welsh M, Burns N, Delfabbro P. The Cognitive Reflection Test: how much more than numerical ability?. Proceedings of the 35th Annual Conference of the Cognitive Science Society 2013, 1587-1592. Austin, TX: Cognitive Science Society, Knauff M, Pauen M, Sebanz N, Wachsmuth I.
    • (2013) Proceedings of the 35th Annual Conference of the Cognitive Science Society , pp. 1587-1592
    • Welsh, M.1    Burns, N.2    Delfabbro, P.3
  • 46
    • 14544308785 scopus 로고    scopus 로고
    • When high-powered people fail: Working memory and choking under pressure
    • 15686575
    • Beilock SL, Carr TH. When high-powered people fail: Working memory and 'choking under pressure' in math. Psychol Sci 2005, 16:101-105. 10.1111/j.0956-7976.2005.00789.x, 15686575.
    • (2005) Math Psychol Sci , vol.16 , pp. 101-105
    • Beilock, S.L.1    Carr, T.H.2
  • 47
    • 36048993046 scopus 로고    scopus 로고
    • From poor performance to success under stress: working memory, strategy selection, and mathematical problem solving under pressure
    • Beilock SL, DeCaro MS. From poor performance to success under stress: working memory, strategy selection, and mathematical problem solving under pressure. J Exp Psychol Learn Mem Cogn 2007, 33:983-998.
    • (2007) J Exp Psychol Learn Mem Cogn , vol.33 , pp. 983-998
    • Beilock, S.L.1    DeCaro, M.S.2
  • 48
    • 0003333569 scopus 로고
    • Mechanization in problem solving: the effect of Einstellung
    • Luchins AS. Mechanization in problem solving: the effect of Einstellung. Psychol Monographs 1942, 54:1-95.
    • (1942) Psychol Monographs , vol.54 , pp. 1-95
    • Luchins, A.S.1
  • 49
    • 85067731001 scopus 로고    scopus 로고
    • Does Maths Anxiety Make People Bad Decision-Makers? The Link Between Mathematical Anxiety And Cognitive Reflection
    • Austin, TX: Cognitive Science Society, Bello P, Guarini M, McShane M, Scassellati B
    • Morsanyi K, Busdraghi C, Primi C. Does Maths Anxiety Make People Bad Decision-Makers? The Link Between Mathematical Anxiety And Cognitive Reflection. Proceedings of the 36th Annual Conference of the Cognitive Science Society 2014, 1042-1047. Austin, TX: Cognitive Science Society, Bello P, Guarini M, McShane M, Scassellati B.
    • (2014) Proceedings of the 36th Annual Conference of the Cognitive Science Society , pp. 1042-1047
    • Morsanyi, K.1    Busdraghi, C.2    Primi, C.3


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