We aim at proposing a new reliability measurement for polytomous ordinal items. Conventionally, reliability coefficients, such as Cronbach Alpha, are calculated using the Pearson correlation matrix. We suggest a modification of the classical Cronbach Alpha for ordinal variables, by using the empirical polychoric correlation coefficient. It builds upon the theoretical framework of the classic polychoric correlation coefficient, but relaxes its fundamental assumption that the ordinal variables have a specific underlying continuous joint distributions. The proposed index, defined by the means of the empirical copula, is a non parametric reliability measure particularly suitable for ordinal data. A simulation study is conducted in order to compare the proposed index to classical reliability measures.

Bonanomi, A., Nai Ruscone, M., Osmetti, S. A., Reliability measurement for polytomous ordinal items: the empirical polychoric ordinal Alpha, <<QUADERNI DI STATISTICA>>, 2012; 14 (1): 53-56 [http://hdl.handle.net/10807/19912]

Reliability measurement for polytomous ordinal items: the empirical polychoric ordinal Alpha

Bonanomi, Andrea;Nai Ruscone, Marta;Osmetti, Silvia Angela
2012

Abstract

We aim at proposing a new reliability measurement for polytomous ordinal items. Conventionally, reliability coefficients, such as Cronbach Alpha, are calculated using the Pearson correlation matrix. We suggest a modification of the classical Cronbach Alpha for ordinal variables, by using the empirical polychoric correlation coefficient. It builds upon the theoretical framework of the classic polychoric correlation coefficient, but relaxes its fundamental assumption that the ordinal variables have a specific underlying continuous joint distributions. The proposed index, defined by the means of the empirical copula, is a non parametric reliability measure particularly suitable for ordinal data. A simulation study is conducted in order to compare the proposed index to classical reliability measures.
2012
Inglese
Bonanomi, A., Nai Ruscone, M., Osmetti, S. A., Reliability measurement for polytomous ordinal items: the empirical polychoric ordinal Alpha, <<QUADERNI DI STATISTICA>>, 2012; 14 (1): 53-56 [http://hdl.handle.net/10807/19912]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/19912
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