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dc.contributor.author | Peiró Signes, Angel | es_ES |
dc.contributor.author | Trull, Óscar | es_ES |
dc.contributor.author | Segarra-Oña, Marival | es_ES |
dc.contributor.author | García-Díaz, J. Carlos | es_ES |
dc.date.accessioned | 2021-03-04T04:31:18Z | |
dc.date.available | 2021-03-04T04:31:18Z | |
dc.date.issued | 2020-05 | es_ES |
dc.identifier.uri | http://hdl.handle.net/10251/162966 | |
dc.description.abstract | [EN] Students report a high degree of anxiety and reduced self-confidence when facing statistical subjects, especially in secondary education. This anxiety turns into poor academic performance. Most studies have used linear models for studying the interrelation between different attitudes and proving their impact on performance or related variables. This study uses a different approach to explain and better understand the causal patterns of factors stimulating lower levels of anxiety in students when facing statistics in secondary education. We employed the Multi-factorial Scale of Attitudes Toward Statistics (MSATS) and fuzzy-set qualitative comparative analysis (fsQCA) on a sample of 95 secondary school students in Spain. We identified the recipes or causal combination of factors, leading to low and high levels of anxiety. The results indicate that self-confidence and motivation are important factors in these recipes, but there is no single necessary condition that ensures lower levels of anxiety. | es_ES |
dc.language | Inglés | es_ES |
dc.publisher | MDPI AG | es_ES |
dc.relation.ispartof | Mathematics | es_ES |
dc.rights | Reconocimiento (by) | es_ES |
dc.subject | Statistics | es_ES |
dc.subject | Attitudes | es_ES |
dc.subject | Anxiety | es_ES |
dc.subject | Self-confidence | es_ES |
dc.subject | Motivation | es_ES |
dc.subject | FsQCA | es_ES |
dc.subject.classification | ORGANIZACION DE EMPRESAS | es_ES |
dc.subject.classification | ESTADISTICA E INVESTIGACION OPERATIVA | es_ES |
dc.title | Attitudes towards statistics in secondary education: Findings from fsQCA | es_ES |
dc.type | Artículo | es_ES |
dc.identifier.doi | 10.3390/math8050804 | es_ES |
dc.rights.accessRights | Abierto | es_ES |
dc.contributor.affiliation | Universitat Politècnica de València. Departamento de Organización de Empresas - Departament d'Organització d'Empreses | es_ES |
dc.contributor.affiliation | Universitat Politècnica de València. Departamento de Estadística e Investigación Operativa Aplicadas y Calidad - Departament d'Estadística i Investigació Operativa Aplicades i Qualitat | es_ES |
dc.description.bibliographicCitation | Peiró Signes, A.; Trull, Ó.; Segarra-Oña, M.; García-Díaz, JC. (2020). Attitudes towards statistics in secondary education: Findings from fsQCA. Mathematics. 8(5):1-17. https://doi.org/10.3390/math8050804 | es_ES |
dc.description.accrualMethod | S | es_ES |
dc.relation.publisherversion | https://doi.org/10.3390/math8050804 | es_ES |
dc.description.upvformatpinicio | 1 | es_ES |
dc.description.upvformatpfin | 17 | es_ES |
dc.type.version | info:eu-repo/semantics/publishedVersion | es_ES |
dc.description.volume | 8 | es_ES |
dc.description.issue | 5 | es_ES |
dc.identifier.eissn | 2227-7390 | es_ES |
dc.relation.pasarela | S\412188 | es_ES |
dc.description.references | Gal, I., & Ginsburg, L. (1994). The Role of Beliefs and Attitudes in Learning Statistics: Towards an Assessment Framework. Journal of Statistics Education, 2(2). doi:10.1080/10691898.1994.11910471 | es_ES |
dc.description.references | Cashin, S. E., & Elmore, P. B. (2005). The Survey of Attitudes Toward Statistics Scale: A Construct Validity Study. Educational and Psychological Measurement, 65(3), 509-524. doi:10.1177/0013164404272488 | es_ES |
dc.description.references | Garfield, J., & Ben-Zvi, D. (2007). How Students Learn Statistics Revisited: A Current Review of Research on Teaching and Learning Statistics. International Statistical Review, 75(3), 372-396. doi:10.1111/j.1751-5823.2007.00029.x | es_ES |
dc.description.references | Chiesi, F., & Primi, C. (2009). Assessing statistics attitudes among college students: Psychometric properties of the Italian version of the Survey of Attitudes toward Statistics (SATS). Learning and Individual Differences, 19(2), 309-313. doi:10.1016/j.lindif.2008.10.008 | es_ES |
dc.description.references | Beins, B. (1985). Teaching the Relevance of Statistics through Consumer-Oriented Research. Teaching of Psychology, 12(3), 168-169. doi:10.1207/s15328023top1203_16 | es_ES |
dc.description.references | Rojo Robas, V., Madariaga, J. M., & Villarroel, J. D. (2020). Secondary Education Students’ Beliefs about Mathematics and Their Repercussions on Motivation. Mathematics, 8(3), 368. doi:10.3390/math8030368 | es_ES |
dc.description.references | Roberts, D. M., & Bilderback, E. W. (1980). Reliability and Validity of a Statistics Attitude Survey. Educational and Psychological Measurement, 40(1), 235-238. doi:10.1177/001316448004000138 | es_ES |
dc.description.references | Wise, S. L. (1985). The Development and Validation of a Scale Measuring Attitudes toward Statistics. Educational and Psychological Measurement, 45(2), 401-405. doi:10.1177/001316448504500226 | es_ES |
dc.description.references | Schau, C., Stevens, J., Dauphinee, T. L., & Vecchio, A. D. (1995). The Development and Validation of the Survey of Antitudes toward Statistics. Educational and Psychological Measurement, 55(5), 868-875. doi:10.1177/0013164495055005022 | es_ES |
dc.description.references | Roberts, D. M., & Saxe, J. E. (1982). Validity of a Statistics Attitude Survey: A Follow-Up Study. Educational and Psychological Measurement, 42(3), 907-912. doi:10.1177/001316448204200326 | es_ES |
dc.description.references | ZEIDNER, M. (1991). STATISTICS AND MATHEMATICS ANXIETY IN SOCIAL SCIENCE STUDENTS: SOME INTERESTING PARALLELS. British Journal of Educational Psychology, 61(3), 319-328. doi:10.1111/j.2044-8279.1991.tb00989.x | es_ES |
dc.description.references | Baloğlu, M. (2003). Individual differences in statistics anxiety among college students. Personality and Individual Differences, 34(5), 855-865. doi:10.1016/s0191-8869(02)00076-4 | es_ES |
dc.description.references | Schram, C. M. (1996). A Meta-Analysis of Gender Differences in Applied Statistics Achievement. Journal of Educational and Behavioral Statistics, 21(1), 55-70. doi:10.3102/10769986021001055 | es_ES |
dc.description.references | Clute, P. S. (1984). Mathematics Anxiety, Instructional Method, and Achievement in a Survey Course in College Mathematics. Journal for Research in Mathematics Education, 15(1), 50. doi:10.2307/748987 | es_ES |
dc.description.references | Froelich, A. G., Stephenson, W. R., & Duckworth, W. M. (2008). Assessment of Materials for Engaging Students in Statistical Discovery. Journal of Statistics Education, 16(2). doi:10.1080/10691898.2008.11889561 | es_ES |
dc.description.references | Onwuegbuzie, A. J., & Daley, C. E. (1999). Perfectionism and statistics anxiety. Personality and Individual Differences, 26(6), 1089-1102. doi:10.1016/s0191-8869(98)00214-1 | es_ES |
dc.description.references | Benson, J. (1989). Structural Components of Statistical Test Anxiety in Adults. The Journal of Experimental Education, 57(3), 247-261. doi:10.1080/00220973.1989.10806509 | es_ES |
dc.description.references | CARMONA, J. (2005). MATHEMATICAL BACKGROUND AND ATTITUDES TOWARD STATISTICS IN A SAMPLE OF SPANISH COLLEGE STUDENTS. Psychological Reports, 97(5), 53. doi:10.2466/pr0.97.5.53-62 | es_ES |
dc.description.references | Macher, D., Paechter, M., Papousek, I., & Ruggeri, K. (2011). Statistics anxiety, trait anxiety, learning behavior, and academic performance. European Journal of Psychology of Education, 27(4), 483-498. doi:10.1007/s10212-011-0090-5 | es_ES |
dc.description.references | Musch, J., & Broder, A. (1999). Test anxiety versus academic skills: A comparison of two alternative models for predicting performance in a statistics exam. British Journal of Educational Psychology, 69(1), 105-116. doi:10.1348/000709999157608 | es_ES |
dc.description.references | Onwuegbuzie, A. J., & Seaman, M. A. (1995). The Effect of Time Constraints and Statistics Test Anxiety on Test Performance in a Statistics Course. The Journal of Experimental Education, 63(2), 115-124. doi:10.1080/00220973.1995.9943816 | es_ES |
dc.description.references | 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 Behavioural Science / Revue canadienne des sciences du comportement, 32(1), 40-48. doi:10.1037/h0087099 | es_ES |
dc.description.references | Hardy, L., & Hagtvet, K. A. (1996). Anxiety and performance: Measurement and modelling issues. Anxiety, Stress & Coping, 9(1), v-viii. doi:10.1080/10615809608249388 | es_ES |
dc.description.references | King, N. J., Ollendick, T. H., & Gullone, E. (1991). Test anxiety in children and adolescents. Australian Psychologist, 26(1), 25-32. doi:10.1080/00050069108258829 | es_ES |
dc.description.references | Seipp, B. (1991). Anxiety and academic performance: A meta-analysis of findings. Anxiety Research, 4(1), 27-41. doi:10.1080/08917779108248762 | es_ES |
dc.description.references | Sesé, A., Jiménez, R., Montaño, J. J., & Palmer, A. (2015). Can Attitudes toward Statistics and Statistics Anxiety Explain Students’ Performance? // ¿Pueden las actitudes hacia la estadística y la ansiedad estadística explicar el rendimiento de los estudiantes? Revista de Psicodidactica / Journal of Psychodidactics, 20(2), 285-304. doi:10.1387/revpsicodidact.13080 | es_ES |
dc.description.references | Mondéjar-Jiménez, J., & Vargas-Vargas, M. (2010). Determinant factors of attitude towards quantitative subjects: Differences between sexes. Teaching and Teacher Education, 26(3), 688-693. doi:10.1016/j.tate.2009.10.004 | es_ES |
dc.description.references | Nasser, F. M. (2004). Structural Model of the Effects of Cognitive and Affective Factors on the Achievement of Arabic-Speaking Pre-service Teachers in Introductory Statistics. Journal of Statistics Education, 12(1). doi:10.1080/10691898.2004.11910717 | es_ES |
dc.description.references | Onwuegbuzie, A. J. (2003). Modeling Statistics Achievement among Graduate Students. Educational and Psychological Measurement, 63(6), 1020-1038. doi:10.1177/0013164402250989 | es_ES |
dc.description.references | Lalonde, R. N., & Gardner, R. C. (1993). Statistics as a second language? A model for predicting performance in psychology students. Canadian Journal of Behavioural Science/Revue canadienne des sciences du comportement, 25(1), 108-125. doi:10.1037/h0078792 | es_ES |
dc.description.references | Onwuegbuzie, A. J. (2000). Statistics Anxiety and the Role of Self-Perceptions. The Journal of Educational Research, 93(5), 323-330. doi:10.1080/00220670009598724 | es_ES |
dc.description.references | Katz, B. M., & Tomazic, T. J. (1988). Changing Students’ Attitudes toward Statistics through a Nonquantitative Approach. Psychological Reports, 62(2), 658-658. doi:10.2466/pr0.1988.62.2.658 | es_ES |
dc.description.references | Vanhoof, S., Castro Sotos, A. E., Onghena, P., Verschaffel, L., Van Dooren, W., & Van den Noortgate, W. (2006). Attitudes Toward Statistics and Their Relationship with Short- and Long-Term Exam Results. Journal of Statistics Education, 14(3). doi:10.1080/10691898.2006.11910588 | es_ES |
dc.description.references | Bandalos, D. L., Finney, S. J., & Geske, J. A. (2003). A model of statistics performance based on achievement goal theory. Journal of Educational Psychology, 95(3), 604-616. doi:10.1037/0022-0663.95.3.604 | es_ES |
dc.description.references | Bandalos, D. L., Yates, K., & Thorndike-Christ, T. (1995). Effects of math self-concept, perceived self-efficacy, and attributions for failure and success on test anxiety. Journal of Educational Psychology, 87(4), 611-623. doi:10.1037/0022-0663.87.4.611 | es_ES |
dc.description.references | Schutz, P. A., Drogosz, L. M., White, V. E., & Distefano, C. (1998). Prior knowledge, attitude, and strategy use in an introduction to statistics course. Learning and Individual Differences, 10(4), 291-308. doi:10.1016/s1041-6080(99)80124-1 | es_ES |
dc.description.references | Usher, E. L., & Pajares, F. (2008). Sources of Self-Efficacy in School: Critical Review of the Literature and Future Directions. Review of Educational Research, 78(4), 751-796. doi:10.3102/0034654308321456 | es_ES |
dc.description.references | Comas, C., Martins, J. A., Nascimento, M. M., & Estrada, A. (2017). Estudio de las Actitudes hacia la Estadística en Estudiantes de Psicología. Bolema: Boletim de Educação Matemática, 31(57), 479-496. doi:10.1590/1980-4415v31n57a23 | es_ES |
dc.description.references | Walsh, J. J., & Ugumba-Agwunobi, G. (2002). Individual differences in statistics anxiety: the roles of perfectionism, procrastination and trait anxiety. Personality and Individual Differences, 33(2), 239-251. doi:10.1016/s0191-8869(01)00148-9 | es_ES |
dc.description.references | Ribes Giner, G., Perelló Marín, M. R., & Pantoja Díaz, O. (2017). Revisión sistemática de literatura de las variables clave del proceso de co-creación en las instituciones de educación superior. Literature review of the key variables of the co-creation process in higher education institutions. TEC Empresarial, 11(3), 41. doi:10.18845/te.v11i3.3365 | es_ES |
dc.description.references | Müller-Merbach, H. (2008). Knowledge management: a program for education and leadership. Knowledge Management Research & Practice, 6(4), 350-356. doi:10.1057/kmrp.2008.25 | es_ES |
dc.description.references | Carnell, L. J. (2008). The Effect of a Student-Designed Data Collection Project on Attitudes Toward Statistics. Journal of Statistics Education, 16(1). doi:10.1080/10691898.2008.11889551 | es_ES |
dc.description.references | Slootmaeckers, K., Kerremans, B., & Adriaensen, J. (2013). Too Afraid to Learn: Attitudes towards Statistics as a Barrier to Learning Statistics and to Acquiring Quantitative Skills. Politics, 34(2), 191-200. doi:10.1111/1467-9256.12042 | es_ES |
dc.description.references | Elmore, P. B., & Vasu, E. S. (1986). A Model of Statistics Achievement Using Spatial Ability, Feminist Attitudes and Mathematics-Related Variables as Predictors. Educational and Psychological Measurement, 46(1), 215-222. doi:10.1177/0013164486461025 | es_ES |
dc.description.references | Fiss, P. C. (2011). Building Better Causal Theories: A Fuzzy Set Approach to Typologies in Organization Research. Academy of Management Journal, 54(2), 393-420. doi:10.5465/amj.2011.60263120 | es_ES |
dc.description.references | Fiss, P. C. (2007). A set-theoretic approach to organizational configurations. Academy of Management Review, 32(4), 1180-1198. doi:10.5465/amr.2007.26586092 | es_ES |
dc.description.references | Braumoeller, B. F. (2004). Hypothesis Testing and Multiplicative Interaction Terms. International Organization, 58(04). doi:10.1017/s0020818304040251 | es_ES |
dc.description.references | Rihoux, B. (2006). Qualitative Comparative Analysis (QCA) and Related Systematic Comparative Methods. International Sociology, 21(5), 679-706. doi:10.1177/0268580906067836 | es_ES |
dc.description.references | Woodside, A. G. (2013). Moving beyond multiple regression analysis to algorithms: Calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory. Journal of Business Research, 66(4), 463-472. doi:10.1016/j.jbusres.2012.12.021 | es_ES |
dc.description.references | Liu, Y., Mezei, J., Kostakos, V., & Li, H. (2015). Applying configurational analysis to IS behavioural research: a methodological alternative for modelling combinatorial complexities. Information Systems Journal, 27(1), 59-89. doi:10.1111/isj.12094 | es_ES |
dc.description.references | Betti, G., D’Agostino, A., & Neri, L. (2010). Educational Mismatch of Graduates: a Multidimensional and Fuzzy Indicator. Social Indicators Research, 103(3), 465-480. doi:10.1007/s11205-010-9712-6 | es_ES |
dc.description.references | Tho, N. D., & Trang, N. T. M. (2015). Can knowledge be transferred from business schools to business organizations through in-service training students? SEM and fsQCA findings. Journal of Business Research, 68(6), 1332-1340. doi:10.1016/j.jbusres.2014.12.003 | es_ES |
dc.description.references | Palacios-Marqués, D., Roig-Dobón, S., & Comeig, I. (2016). Background factors to innovation performance: results of an empirical study using fsQCA methodology. Quality & Quantity, 51(5), 1939-1953. doi:10.1007/s11135-016-0414-2 | es_ES |
dc.description.references | Ordanini, A., Parasuraman, A., & Rubera, G. (2013). When the Recipe Is More Important Than the Ingredients. Journal of Service Research, 17(2), 134-149. doi:10.1177/1094670513513337 | es_ES |
dc.description.references | Pappas, I. O., Kourouthanassis, P. E., Giannakos, M. N., & Chrissikopoulos, V. (2016). Explaining online shopping behavior with fsQCA: The role of cognitive and affective perceptions. Journal of Business Research, 69(2), 794-803. doi:10.1016/j.jbusres.2015.07.010 | es_ES |
dc.description.references | Dul, J. (2016). Identifying single necessary conditions with NCA and fsQCA. Journal of Business Research, 69(4), 1516-1523. doi:10.1016/j.jbusres.2015.10.134 | es_ES |
dc.description.references | Beynon, M. J., Jones, P., & Pickernell, D. (2016). Country-based comparison analysis using fsQCA investigating entrepreneurial attitudes and activity. Journal of Business Research, 69(4), 1271-1276. doi:10.1016/j.jbusres.2015.10.091 | es_ES |
dc.description.references | Schneider, C. Q., & Wagemann, C. (2010). Standards of Good Practice in Qualitative Comparative Analysis (QCA) and Fuzzy-Sets. Comparative Sociology, 9(3), 397-418. doi:10.1163/156913210x12493538729793 | es_ES |
dc.description.references | Ragin, C. C. (2006). Set Relations in Social Research: Evaluating Their Consistency and Coverage. Political Analysis, 14(3), 291-310. doi:10.1093/pan/mpj019 | es_ES |
dc.description.references | Harlow, L. L., Burkholder, G. J., & Morrow, J. A. (2002). Evaluating Attitudes, Skill, and Performance in a Learning-Enhanced Quantitative Methods Course: A Structural Modeling Approach. Structural Equation Modeling: A Multidisciplinary Journal, 9(3), 413-430. doi:10.1207/s15328007sem0903_6 | es_ES |
dc.subject.ods | 04.- Garantizar una educación de calidad inclusiva y equitativa, y promover las oportunidades de aprendizaje permanente para todos | es_ES |