Tourist choice processing: evaluating decision rules and methods of their measurement

A detailed understanding of decision rules is essential in order to better explain consumption behavior, yet the variety of decision rules used have been somewhat neglected in tourism research. This study adopts an innovative method, greedoid analysis, to estimate a noncompensatory type of decision...

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Main Authors: Li, Chunxiao, McCabe, Scott, Song, Haiyan
Format: Article
Published: SAGE 2016
Subjects:
Online Access:https://eprints.nottingham.ac.uk/43580/
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author Li, Chunxiao
McCabe, Scott
Song, Haiyan
author_facet Li, Chunxiao
McCabe, Scott
Song, Haiyan
author_sort Li, Chunxiao
building Nottingham Research Data Repository
collection Online Access
description A detailed understanding of decision rules is essential in order to better explain consumption behavior, yet the variety of decision rules used have been somewhat neglected in tourism research. This study adopts an innovative method, greedoid analysis, to estimate a noncompensatory type of decision rule known as lexicographic by aspect (LBA). It is quite different from the weighted additive (WADD) model commonly assumed in tourism studies. By utilizing an experimental research design, this study enables the evaluation of the two types of decision rules regarding their predictive and explanatory power. Additionally, we introduce a novel evaluation indicator (“cost”), which allows further investigation of the heterogeneity in the use of decision rules. The results suggest that although the out-of-sample accuracy is lower, the LBA model has a better explanatory performance on respondents’ preference order. Moreover, the different perspective provided by the LBA model is useful for obtaining managerial implications.
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spelling nottingham-435802020-05-04T18:05:58Z https://eprints.nottingham.ac.uk/43580/ Tourist choice processing: evaluating decision rules and methods of their measurement Li, Chunxiao McCabe, Scott Song, Haiyan A detailed understanding of decision rules is essential in order to better explain consumption behavior, yet the variety of decision rules used have been somewhat neglected in tourism research. This study adopts an innovative method, greedoid analysis, to estimate a noncompensatory type of decision rule known as lexicographic by aspect (LBA). It is quite different from the weighted additive (WADD) model commonly assumed in tourism studies. By utilizing an experimental research design, this study enables the evaluation of the two types of decision rules regarding their predictive and explanatory power. Additionally, we introduce a novel evaluation indicator (“cost”), which allows further investigation of the heterogeneity in the use of decision rules. The results suggest that although the out-of-sample accuracy is lower, the LBA model has a better explanatory performance on respondents’ preference order. Moreover, the different perspective provided by the LBA model is useful for obtaining managerial implications. SAGE 2016-08-23 Article PeerReviewed Li, Chunxiao, McCabe, Scott and Song, Haiyan (2016) Tourist choice processing: evaluating decision rules and methods of their measurement. Journal of Travel Research, 56 (6). pp. 699-711. ISSN 1552-6763 tourist decision making destination choice measurement noncompensatory methods greedoid analysis China outbound market http://journals.sagepub.com/doi/abs/10.1177/0047287516663651 doi:10.1177/0047287516663651 doi:10.1177/0047287516663651
spellingShingle tourist decision making
destination choice measurement
noncompensatory methods
greedoid analysis
China outbound market
Li, Chunxiao
McCabe, Scott
Song, Haiyan
Tourist choice processing: evaluating decision rules and methods of their measurement
title Tourist choice processing: evaluating decision rules and methods of their measurement
title_full Tourist choice processing: evaluating decision rules and methods of their measurement
title_fullStr Tourist choice processing: evaluating decision rules and methods of their measurement
title_full_unstemmed Tourist choice processing: evaluating decision rules and methods of their measurement
title_short Tourist choice processing: evaluating decision rules and methods of their measurement
title_sort tourist choice processing: evaluating decision rules and methods of their measurement
topic tourist decision making
destination choice measurement
noncompensatory methods
greedoid analysis
China outbound market
url https://eprints.nottingham.ac.uk/43580/
https://eprints.nottingham.ac.uk/43580/
https://eprints.nottingham.ac.uk/43580/