How to present results from logistic regression analysis in hospitality and tourism research

Author: Thrane, Christer

Source: Tourism and Hospitality Research, Volume 5, Number 4, August 2005 , pp. 295-305(11)

Publisher: Palgrave Macmillan

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Abstract:

Many papers in hospitality and tourism research use logistic regression as the multivariate estimation strategy. When the results from these models are presented, only the logistic regression coefficients are usually reported. This is unfortunate since these coefficients have no intuitive metric. Hence, it is very difficult both for other researchers and for laymen to evaluate if the effects of the independent variables in question have important effects on the dependent variable or not. By using logistic regression coefficients from two real datasets as input in simple calculations, this paper shows how the question of the independent variables' net and relative importance can be more satisfactorily assessed.

Keywords: logistic regression; presentation of results; predicted probabilities

Document Type: Regular paper

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