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Published in: Information Systems Frontiers 4/2017

02-03-2016

Consumer decision support systems for novice buyers – a design science approach

Authors: Heng Tang, Chang Boon Patrick Lee, Kwee Keong Choong

Published in: Information Systems Frontiers | Issue 4/2017

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Abstract

For business-to-consumer e-commerce to have a significant impact, consumer decision support systems (CDSS) must accommodate a wide variety of online buyers. The popular parameter-based CDSS (PCDSS) are limited by their inability to help novice consumers in their purchase of highly differentiated products. Drawing on Cognitive Fit Theory, we propose that a needs-based CDSS (NCDSS) that derives product selections based on user specified usage context is suitable for buyers without sufficient expertise in the product category. We adopt a design science paradigm to develop several approaches that serve this purpose. The effectiveness of our design is empirically evaluated through a user study in a simulated scenario. The results show that in general, the proposed needs-based decision supporting mechanisms significantly outperform the conventional PCDSS when applied to aid e-buyers to make purchase decisions. Moreover, they can also be utilized as the complement of the popular PCDSS in order to enable purchase decision support for online shoppers at various expertise levels.

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Footnotes
1
The terms “parameter” and “feature” mean the same in this paper. The term “attribute” primarily refers to the less technical features of a commodity in relation to its functionality; however, we have not formally differentiated this term from feature itself (Choffray and Lilien 1980).
 
2
A unified multiclass Bayesian classifier is unsuitable here because various usages of the same product may not be mutually exclusive. In addition, a unified multiclass Bayesian classifier has poor flexibility as it must be re-trained whenever a new usage is to be incorporated therein. Separately training and maintaining a FUM for each usage context allows incremental enrichment of the FUM base, and hence is a preferable solution.
 
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Metadata
Title
Consumer decision support systems for novice buyers – a design science approach
Authors
Heng Tang
Chang Boon Patrick Lee
Kwee Keong Choong
Publication date
02-03-2016
Publisher
Springer US
Published in
Information Systems Frontiers / Issue 4/2017
Print ISSN: 1387-3326
Electronic ISSN: 1572-9419
DOI
https://doi.org/10.1007/s10796-016-9639-9

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