Item Response Theory to analyze academic attitudes and conceptions in the Statistics Discipline
DOI:
https://doi.org/10.5902/2179460X40543Keywords:
Likert Scale, Two-parameter Logistic Model, Conceptions, Attitudes, FeelingsAbstract
The research aimed to analyze the attitudes and the conception of undergraduate students of the Federal University of Santa Maria in relation to the discipline of Statistics. Were interviewed 256 academics from various undergraduate courses who attended the discipline of Statistics. The applied questionnaire adopted the Likert scale, composed of 20 statements about Statistics, where 10 were positive statements and 10 negative statements, and for data analysis used the Two Parameter Logistic Model of Item Response Theory. The results showed that all 20 items have a good quality and can adequately estimate the level of feeling of students who have a medium feeling in relation to Statistics, between about 1.5 standard deviation around the average. However, there is a lack of items to adequately measure those students who have extreme feelings about Statistics, that is, those who are positioned 1.5 standard deviation above or below average.
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References
ANDRADE DF, TAVARES HR, VALLE RC. Teoria da resposta ao item: conceitos e aplicações. São Paulo: ABE - Associação Brasileira de Estatística, 2000.
BAKER FB. The Basics of Item Response Theory. 2 ed. USA: ERIC Clearinghouse on Assessment and Evaluation, 2001.
BEATON AE, ALLEN NL. Interpreting Scales through Scale Anchoring. Journal of Educational Statistics, n. 17, p. 191-204, 1992.
BIRNBAUM A. Some Latent Trait Models and Their Use in Infering an Examinee’s Ability. In: LORD FM, NOVICK, MR. Statistical Theories of Mental Test Scores. Reading, MA: Addison-Wesley, 1978.
BOCK RD. Estimating item parameters and latent ability when responses are scored in two or more nominal categories. Psychometrika, 1972;37:29-51.
BRITO MRF. Um Estudo sobre as Atitudes em Relação à Matemática em estudantes de 1º e 2º graus. FE-UNICAMP. Campinas-SP. Tese de Livre Docência, 1996.
DE AYALA RJ. The Theory and Practice of Item Response Theory. New York, USA: The Guilford Press, 2008.
DEMPSTER AP, LAIRD NM, RUBIN DB. Maximum likelihood from incomplete data via the EM algorithm (with discussion). Journal of the Royal Statistical Society. 1977; 39 Series B:1-38.
EMBRETSON SE, REISE SP. Item Response Theory for Psychologists. New Jersey, USA: Lawrence Erlbaum Associates, 2000.
HAMBLETON RK, SWAMINATHAN H. Item Response Theory: Principles and Applications. Boston: Kluwer Nijoff; 1985.
KLEIN R, FONTANIVE NS, ELLIOT LG. O Exame Nacional do Ensino Médio – Tecnologia e Principais Resultados Em 2005. REICE - Revista Electrónica Iberoamericana sobre Calidad, Eficacia y Cambio en Educación. 2007;5(2e):116-131.
KOLEN MJ, BRENNAN RL. Test Equating - Methods and Pratices. New York, USA: Springer, 1995.
ISSAC E, KELLER HB. Analysis of Numerical Methods. New York: Wiley & Sons, 1966.
MOREIRA JUNIOR FJ. Aplicações da Teoria da Resposta ao Item (TRI) no Brasil. Revista Brasileira de Biometria. 2010;28(4):137-170.
MOREIRA JUNIOR, FJ. Sistemática para a Implantação de Testes Adaptativos Informatizados baseados na Teoria da Resposta ao Item. 2011. 334 f. Tese (Doutorado em Engenharia de Produção) – Programa de Pós-Graduação em Engenharia de Produção, Centro Tecnológico, Universidade Federal de Santa Catarina, Florianópolis, 2011.
MORON, C. F. As Atitudes e as concepções dos professores de educação infantil com relação à matemática. Zetetiké –CEMPEM – FE/UNICAMP. 1999;7(1);87-102.
PONTE JP. Concepções dos professores de matemática e processo de formação. In: Brown, M, et al. Educação Matemática: Temas de Investigação. Lisboa: Instituto de Inovação Nacional e Secção de Educação e Matemática, 1992.
RAO CR. Linear Statistical Inference and Its Applications. New York: Wiley & Sons, 1973.
RECKASE MD. Multidimensional Item Response Theory. Statistical for Social and Behavioral Sciences. New York: Springer Science+Business Media, LLC, 2009.
SILVA CB, CAZORLA IM, BRITTO MRF. Concepções e atitudes em relação à Estatística. Anais da Conferência Internacional Experiências e Perspectivas do Ensino de Estatística: desafios para o século XXI. 1999; 18-29. 2006 jul 17-21; Florianópolis, SC,
SOUZA SZ. 40 Anos de Contribuição à Avaliação Educacional. Estudos em Avaliação Educacional. 2005;16(31):7-36.
TESSER A, SHAFFER DR. Attitudes Change. Annual Review of Psychology.1990;41:479-523.
VALLE RCA. Construção e a Interpretação de Escalas de Conhecimento – Considerações Gerais e uma Visão do que vem sendo feito no SARESP. Estudos em Avaliação Educacional. 2001(23):71-92.
VENDRAMINI CMM, SILVA MC, CANEL M. Análise de Itens de uma Prova de Raciocínio Estatístico. Psicologia em Estudo. 2004;9(3):487-498.
ZANNA MP, REMPEL JK. Attitudes: a new look at an old concept. In The Social Psychology of Knowledge, ed. D. Bar-TaJ, A. Kruglanski. New York: Cambridge Univ. Press. 1988.
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