Explanation facilities and interactive systems
IUI '93 Proceedings of the 1st international conference on Intelligent user interfaces
Recommender systems in e-commerce
Proceedings of the 1st ACM conference on Electronic commerce
Does automation bias decision-making?
International Journal of Human-Computer Studies
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
The role of transparency in recommender systems
CHI '02 Extended Abstracts on Human Factors in Computing Systems
Explaining Control Strategies in Problem Solving
IEEE Expert: Intelligent Systems and Their Applications
Evaluating the Impact of Dss, Cognitive Effort, and Incentives on Strategy Selection
Information Systems Research
Agent-mediated electronic commerce: a survey
The Knowledge Engineering Review
Research Note: The Influence of Recommendations and Consumer Reviews on Evaluations of Websites
Information Systems Research
International Journal of Electronic Commerce
Journal of Management Information Systems
Journal of Management Information Systems
Recommendation Agents for Electronic Commerce: Effects of Explanation Facilities on Trusting Beliefs
Journal of Management Information Systems
Assessing the impact of internet agent on end users' performance
Decision Support Systems
Assessing Screening and Evaluation Decision Support Systems: A Resource-Matching Approach
Information Systems Research
Influence of Query-Based Decision Aids on Consumer Decision Making in Electronic Commerce
Information Resources Management Journal
A brain information-aided intelligent investment system
Decision Support Systems
Optimal product positioning with consideration of negative utility effect on consumer choice rule
Decision Support Systems
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Providing explanation to justify product recommendations is critical in the online purchase decision process. Bulk of the extant literature has focused on the provision of decision aids facilitating screening of product alternatives and presenting of filtered alternatives. In comparison, few studies are conducted to examine decision aids that support the assessment and evaluation of the presented product alternatives prior to actual purchase, i.e., explanation-featured decision aid. This article conceptualizes three implementations of explanation aid differed by the forms of explanation elaboration. Experimental results indicate that a more elaborated explanation aid could heighten a consumer's decision confidence leading to lesser cognitive effort expended and inferior product choice made.