**Psychology students’ attitude towards quantitative disciplines as a predictor of statistics anxiety and academic procrastination**

**Journal Title:**CADMO

**Author/s:**Palmira Faraci, Angela Tirrito

**Year:**2015

**Issue:**2

**Language:**Italian

**Pages:**19

**Pg.**27-45

**FullText PDF:**161 KB

**DOI:**10.3280/CAD2015-002004

(DOI is like a bar code for intellectual property: to have more infomation: clicca qui and here

The purpose of the present study was to investigate the influence of students’ attitude towards learning quantitative disciplines on statistics anxiety and academic procrastination. Participants were 142 graduate students attending a required psychometric course (23.2% male, 76.8% female), with a mean age of 21.5 (SD=4.54). Data were collected administering a 15-item ad hoc questionnaire. Both exploratory and confirmatory factor analyses were conducted to gather construct validity of the constructing measure. Multiple regression analyses were applied to study what are the relationships between the observed variables. According to our results, the administered scale revealed promising psychometric properties, in terms of structural validity and internal consistency reliability. As expected, false beliefs significantly predict academic procrastination by the mediation of statistic anxiety. Implications for educational interventions aimed at improving achievement are provided.

**Keywords:**Academic procrastination, statistics anxiety, student attitude, quantitative disciplines, educational interventions

- Abd Hamid, H.S., Sulaiman, M.K. (2014), “Statistics Anxiety and Achievement in a Statistics Course among Psychology students”, International Journal of Behavioral Science, IX (1), pp. 55-66.
- Barlow, D.H. (1988), Anxiety and its Disorders: the Nature and Treatment of Anxiety and Panic. New York: Guilford Press. Bartsch, R.A. (2006), “Improving Attitudes toward Statistics in the First Class”, Teaching of Psychology, XXXIII (3), pp. 197-198.
- Ben-Zvi, D., Garfield, J. (2008), “Introducing the Emerging Discipline of Statistics Education”, School Science and Mathematics, CVIII (8), pp. 355-361.
- Bessant, K.C. (1995), “Factors Associated with Types of Mathematics Anxiety in College Students”, Journal for Research in Mathematics Education, XXVI (4), pp. 327-345.
- Beswick, G., Rothblum, E.D., Mann, L. (1988), “Psychological Antecedents to Student Procrastination”, Australian Psychologist, XXIII (2), pp. 207-217.
- Blankson, A.N., Darden, K. (2012), “Attitudes towards Statistics and Psychometrics as Predictors of Performance in a Psychometrics Class”, Poster presented at the Best Practices in Teaching Statistics and Research Methods Conference, Atlanta, GA.
- Carlson, K.A., Winquist, J.R. (2011), “Evaluating an Active Learning Approach to Teaching Introductory Statistics: A Classroom Workbook Approach”, Journal of Statistics Education, XIX (1), pp. 1-22.
- Carmona, J. (2004), “Una revisión de las evidencias de fiabilidad y validez de los cuestionarios de actitudes y ansiedad hacia la estadística”, Statistics Education Research Journal, III (1), pp. 5-28.
- Carnell, L.J. (2008), “The Effect of a Student-Designed Data Collection Project on Attitudes toward Statistics High Point University”, Journal of Statistics Education, XVI (1) Chiesi, F., Primi, C., Carmona, J. (2011), “Measuring Statistics Anxiety: Cross-Country Validity of the Statistical Anxiety Scale (SAS)”, Journal of Psychoeducational Assessment, XXIX (6), pp. 559-569.
- Chiesi, F., Primi, C., Ciancaleoni, M. (2008), “Le proprietà psicometriche della Statistics Anxiety Rating Scale (Stars)”, Psicologia dell’Educazione, III (2), pp. 48-58.
- Chiesi, F., Primi, C. (2009a), “Un modello sul rendimento nelle materie quantitative degli studenti di psicologia”, Giornale italiano di psicologia, XXXVI (1), pp. 161-181.
- Chiesi, F., Primi, C. (2009b), “Assessing Statistics Attitudes among College Students: Psychometric Properties on the Italian Version of the Survey of the Attitudes toward Statistics (SATS)”, Learning and Individual Differences, XIX (2), pp. 309-313.
- Chiesi, F., Primi, C. (2010), “Cognitive and Non-cognitive Factors Related to Students’ Statistics Achievement”, Statistics Education Research Journal, IX (1), pp. 6-26.
- Connor, J.M. (2003), “Making Statistics Come Alive: Using Space and Students’ Bodies to Illustrate Statistical Concepts”, Teaching of Psychology, XXX (2), pp. 141-143.
- Cornell, C. (1999), “I hate Math! I couldn’t learn it, and I can’t teach it!”, Childhood Education, LXXV (4), pp. 225-230.
- Cruise, R.J., Cash, R.W., Bolton, D.L. (1985), “Development and Validation of an Instrument to Measure Statistical Anxiety”, American Statistical Association Proceedings of the Section on Statistical Education, 4, pp. 92-98.
- Dempster, M., McCorry, N.K. (2009), “The Role of Previous Experience and Attitudes toward Statistics in Statistics Assessment Outcomes among Undergraduate Psychology Students”, Journal of Statistics Education, XVII (2).
- Dolinsky, B. (2001), “An Active Learning Approach to Teaching Statistics”, Teaching of Psychology, XXVIII, pp. 55-56.
- Dykeman, B.F. (2011), “Statistics Anxiety: Antecedents and Instructional Interventions”, Education, CXXXII (2), pp. 441-446.
- Emmíoğlu, E., Capa-Aydin, Y. (2012), “Attitudes and Achievement in Statistics: A Meta-analysis Study”, Statistics Education Research Journal, XI (2), pp. 95-102.
- Evans, B. (2007), “Student Attitudes, Conceptions, and Achievement in Introductory Undergraduate College Statistics”, The Mathematics Educator, XVII (2), pp. 24-30.
- Ferrari, J.R. (1991), “Compulsive Procrastination: Some Self-Reported Characteristics”, Psychological Reports, LXVIII (2), pp. 455-458.
- Forte, J.A. (1995). “Teaching Statistics without Sadistics”, Journal of Social Work Education, XXXI, pp. 204-218.
- Garfield, J., Hogg, B., Schau, C., Whittinghill, D. (2002), “First Courses in Statistical Science: The Status of Educational Reform Efforts”, Journal of Statistics Education, X (2).
- Harper, N.W., Dane, C.J. (1998), “Causes and Reduction of Math Anxiety in Preservice Elementary Teachers”, Action in Teacher Education, XIX (4), pp. 29-38.
- Hembree, R. (1990), “The Nature, Effects, and Relief of Mathematics Anxiety”, Journal for Research in Mathematics Education, XXI, pp. 33-46.
- Jackson, C.D. - Leffingwell, R.J. (1999), “The Role of Instructors in Creating Math Anxiety in Students from Kindergarten Through College”, Mathematics Teacher, XCII (7), pp. 583-586.
- Kirk, R.E. (2002), “Teaching Introductory Statistics: Some Things I Have Learned”, Paper presented at the 110th Annual Conference of the American Psychological Association, Chicago, Illinois.
- Kline, P. (1999), The Handbook of Psychological Testing. London: Routledge, 2nd ed.
- Lesser, L.M., Pearl, D.K. (2008), “Functional Fun in Statistics Teaching: Resources, Research and Recommendations”. Journal of Statistics Education, XVI (3), pp. 1-10.
- Macher, D., Paechter, M., Papousek, I., Ruggeri, K. (2012), “Statistics Anxiety, Trait Anxiety, Learning Behavior, and Academic Performance”, European Journal of Psychology of Education, XXVII (4), pp. 483-498.
- Meece, J.L., Wigfield, A., Eccles, J.S. (1990), “Predictors of Math Anxiety and Its Influence on Young Adolescents’ Course Enrollment Intentions and Performance in Mathematics”, Journal of Educational Psychology, LXXXII (1), pp. 60-70.
- Milgram, N.A. (1991), “Procrastination”, in R. Dulbecco (ed), Encyclopedia of Human Biology. New York, Academic Press, pp. 149-155.
- Moore, D.S. (1997), “New Pedagogy and New Content: The Case of Statistics”, International Statistical Review, LXV (2), pp. 137-141.
- Mvududu, N. (2005), “Constructivism in the Statistics Classroom: From Theory to Practice”, Teaching Statistics, XXVII (2), pp. 49-54.
- Neumann, D.L., Hood, M., Neumann, M.M. (2009), “Statistics? You Must be Joking: The Application and Evaluation of Humor when Teaching Statistics”, Journal of Statistics Education, XVII (2), pp. 1-16.
- Nunnally, J.C., Bernstein, I.H. (1994), Psychometric Theory. New York: McGraw-Hill. Onwuegbuzie A.J. (2003), “Modeling Statistics Achievement among Graduate Students”, Educational and Psychological Measurement, LXIII (6), pp. 1020-1038.
- Onwuegbuzie A.J. (2004), “Academic Procrastination and Statistics Anxiety”, Assessment & Evaluation in Higher Education, XXIX (1), pp. 3-19.
- Onwuegbuzie, A.J., DaRos, C., Ryan, J.M. (1997), “The Components of Statistics Anxiety: a Phenomenological Study”, Focus on Learning Problems in Mathematics, XIX (4), pp. 11-35.
- Onwuegbuzie, A.J., Wilson, V.A. (2003), “Statistics Anxiety: Nature, Etiology, Antecedents, Effects and Treatments: A Comprehensive Review of the Literature”, Teaching in Higher Education, VIII (2), pp. 195-209.
- Onwuegbuzie, A.J. (1999), “The Effect of Advance Organizers in Research Methodology Courses”, National Forum of Applied Educational Research Journal-Electronic, XIIE (3), pp. 83-91.
- Pan, W., Tang, M. (2004), “Examining the Effectiveness of Innovative Instructional Methods on Reducing Statistics Anxiety for Graduate Students in the Social Sciences”, Journal of Instructional Psychology, XXXI, pp. 149-159.
- Perepiczka, M., Chandler, N., Becerra, M. (2011), “Relationship between Graduate Students’ Statistics Self-Efficacy, Statistics Anxiety, Attitude Toward Statistics, and Social Support”, The Professional Counselor: Research and Practice, I (2), pp. 99-108.
- Perkins, D.V., Saris, R.N. (2001), “A’Jigsaw Classroom’ Technique for Undergraduate Statistics Courses”, Teaching of Psychology, 28 (2), pp. 111-113.
- Rachman, S. (1998), Anxiety. East Sussex: Psychology Press.
- Ramirez, C. ,Schau, C., Emmíoğlu, E. (2012), “The Importance of Attitudes in Statistics Education”, Statistics Education Research Journal, XI (2), pp. 57-71.
- Roberts, D.M., Bilderback, E.W. (1980), “Reliability and Validity of Statistics Attitude Survey”, Educational and Psychological Measurement, XL (1), pp. 255-238.
- Roberts, D.M., Saxe, J.E. (1982), “Validity of a Statistics Attitude Survey: A Follow up study”, Educational and Psychological Measurement, XLII (3), pp. 907-912.
- Rodarte-Luna, B., Sherry, A. (2008), “Sex Differences in the Relation between Statistics Anxiety and Cognitive Learning Strategies”, Contemporary Educational Psychology, XXXIII, pp. 327-344.
- Rothblum, E.D., Solomon, L.J., Murakami, J. (1986), “Affective, Cognitive, and Behavioral Differences between High and Low Procrastinators”, Journal of Counseling Psychology, XXXIII (4), pp. 387-394.
- Schau, C., Stevens, J., Dauphinee, T., Del Vecchio, A. (1995), “The Development and Validation of the Survey of Attitudes towards Statistics”, Educational and Psychological Measurement, LV (5), pp. 868-875.
- Solomon, L.J., Rothblum, E.D. (1984), “Academic Procrastination: Frequency and Cognitive-Behavioral Correlates”, Journal of Counseling Psychology, XXXI (4), pp. 503-509.
- Traub, R.E. (1994), Reliability for the Social Sciences. Thousand Oaks: Sage. Tremblay, P.F., Gardner, R.C., Heipel, G. (2000), “A Model of the Relationships among Measures of Affect, Aptitude, and Performance in Introductory Statistics”, Canadian Journal of Behavioral Science, XXXII (1), pp. 40-48.
- Vigil-Colet, A., Lorenzo-Seva, U., Condon, L. (2008), “Development and Validation of the Statistical Anxiety Scale”, Psicothema, XX (1), pp. 174-180.
- Walsh, J.J., Ugumba-Agwunobi, G. (2002), “Individual Differences in Statistics Anxiety: the Roles of Perfectionism, Procrastination and Trait Anxiety”, Personality and Individual Differences, XXXIII (2), pp. 239-251.
- Williams, A.S. (2010), “Statistics Anxiety and Instructor Immediacy”, Journal of Statistics Education, XVIII (2), pp. 1-18.
- Wise, S.L. (1985), “The Development and Validation of a Scale Measuring Attitudes toward Statistics”, Educational and Psychological Measurement, XLV (2), pp. 401-405.
- Yunis, F.A. (2006), “Factors Influencing the Psychology Student in Dealing with Statistics Courses”, ICOTS-7.
- Zare, H., Rastegar, A., Hosseini, S.M.D. (2011), “The Relation among Achievement Goals and Academic Achievement in Statistics: The Mediating Role of Statistics Anxiety and Statistics Self-efficacy”, Procedia – Social and Behavioural Sciences, XXX, pp. 1166-1172.
- Zeidner, M. (1991), “Statistics and Mathematics Anxiety in Social Science Students Some Interesting Parallels”, British Journal of Educational Psychology, LXI (3), pp. 319-328.
- Zimprich, D. (2012), “Attitudes towards Statistics among Swiss Psychology Students”, Swiss Journal of Psychology, LXXI (3), pp. 149-155.