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Effect of different distributional assumption of random parameters in the mixed logit model on willingness-to-pay values


Citation

W Mohamad, Wan Norhidayah and Willis, Ken and Powe, Neil (2019) Effect of different distributional assumption of random parameters in the mixed logit model on willingness-to-pay values. International Journal of Economics and Management, 13 (2). pp. 421-433. ISSN 1823-836X; ESSN: 2600-9390

Abstract

Understanding consumers’ willingness-to-pay (WTP) value is vital for rational valuation of consumers’ benefit. Stated preference techniques such as Choice Experiment (CE) have been widely used to account for WTP value and one of the popular model specifications is the Mixed Logit (MXL) model. In the MXL model, it is essential to assume the types of distribution of random parameters. The specification of MXL models with different distributional assumptions of random parameters has been explored by many researchers. Nevertheless, the effect of different distributional assumptions of random parameters on goodness-of-fit, the significance of the coefficients and WTP values has not been studied adequately particularly in the context of Malaysia. In the present work, the analysis is carried out in this regard based on visitors’ preferences for tourist facilities at Tasik Kenyir, Malaysia. A number of MXL models were attempted with different distributional assumptions of random parameters; normal, log-normal, triangular and uniform. The results suggested that, in all MXL models, the goodness-of-fit statistics, the significance of the attribute coefficients and WTP values were quite comparable, except for the log-normal distribution. The methodological implications concern the importance of developing several MXL models with different distributional assumptions as well as the recommendation for policy makers to improve the facilities at the lake.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Economics and Management
Institute of Tropical Forestry and Forest Products
Publisher: Faculty of Economics and Management, Universiti Putra Malaysia
Keywords: Willingness-to-pay; Mixed logit model; Stated preference; Random parameters; Choice experiment
Depositing User: Nabilah Mustapa
Date Deposited: 04 Feb 2020 08:46
Last Modified: 04 Feb 2020 08:46
URI: http://psasir.upm.edu.my/id/eprint/76501
Statistic Details: View Download Statistic

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