The measurement of students performance. The use of an extended Rasch model for the analysis of predictors of high educational performance


Abstract


Characteristics of the higher educational programs (e.g. non systematic variability of course’s difficulty among and within programs and over times) make observed  data (e.g. number of credits acquired) poorly informative indexes of the students’ performance. As alternative, it is proposed an extended version of Rasch model (the Three Facets Model, TFM). TFM conceptualizes student’s performance the expression of a three-component latent variable to be esteemed.  In so doing, TFM is able to take into account  the non-systematic sources of variation characterizing higher educatonal settings, thus avoiding limits entailed in the use of indexes based on observed data. An exemplificative longitudinal  case study has been performed, aimed at detecting predictors of performance within an undergraduate program of psychology of an Italian university. Two regression models have been compared: one using a traditional index of performance based on observed data versus one using the TFM estimation.

DOI Code: 10.1285/i20705948v5n3p393

Keywords: Rasch Analysis; Three Facets Model; Higher educational performance; Performance predictors

References


Kamsuriah A. Nazlena M. A., Suhaila Z. (2011) An Improved Course Assessment Measurement for Analyzing Learning Outcomes Performance Using Rasch Model. Procedia Social and Behavioral Sciences, 18, 442–449.

Linacre, J.M. (1994). Many-Facet Rasch Measurement. 2nd Ed. Chicago: MESA Press.

Linacre, J.M. (2012). A User's Guide to FACETS Rasch-Model Computer Programs. Program Manual 3.70.0. Beaverton, Oregon: Winsteps.com.

Mouw, J. T., Khanna, R. K. (1983). Prediction of Academic Success: A review of the literature and some recommendations. College Student Journal, 27(3), 328-336.

Rasch, G. (1960). Probabilistic Models for Some Intelligence and Attainment Tests. Chicago: MESA Press.

Rohde, T. E., Thompson, L. A., (2007). Predicting academic achievement with cognitive ability. Intelligence, 35(1), 83-92

Venuleo, C., Mossi, P. (2011). Modelli di interpretazione dell’ambiente sociale e continuità degli studi universitari. Un caso studio. [Interpretative models of the social environment and retention study. A case study]. Psicologia scolastica [School Psychology], 10(2), 171-193.

Venuleo, C., Mossi, P., Salvatore, S. Meaning and retention study at university. A case study. Submitted

Waugh, R. (2003), Evaluation of quality of student experiences at university using a rasch measurement model. Studies in Educational Evaluation, 29, 145-168


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