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University of Illinois at Urbana-Champaign

Consumer Responses to Preference Elicitation Processes in Destination Recommendation Systems

Abstract

dc:description

A total of 401 subjects participated in a Web-based experiment which involved using a destination recommendation system for Spring Break vacation destinations. The data was analyzed primarily using a structural equation modeling methodology. The results suggest that the content of the questions asked during the course of the preference elicitation process does not matter much. In contrast, form of measurement---and to some extent the number of questions asked---have small but significant direct effects on the evaluation of the recommendation provided by the system. Gender, need for cognition, and trust in recommendation systems are identified as important aspects to consider when examining the persuasive potential of the preference elicitation process. Importantly, the results indicate that explicit measurement seems to persuade more than implicit measurement and lead subjects to make more favorable judgments based on explicit attitudes constructed at the time of preference measurement. The theoretical and practical implications of the research are discussed, followed by potential limitations and directions for future research. Specifically, it is argued that preference measurement in recommendation systems plays an important role and that especially its impact on trust and perceived personalization needs to be more extensively considered in recommendation system design.

Degree

thesis:*
Name thesis:degree_name
Ph.D.
Level thesis:degree_level
Dissertation
Discipline thesis:degree_discipline
Communications
Grantor
University of Illinois at Urbana-Champaign
Year dc:date
2015

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Gretzel, Ulrike
Contributors dc:contributor
  • Daniel Fesenmaier

Subjects

dc:subject × 1

Rights

Language dc:language
eng

Identifiers

dc:identifier.*
Identifier
(MiAaPQ)AAI3153305
OAI identifier oai:identifier
oai:www.ideals.illinois.edu:2142/86568

Chain of custody

source
Harvested from
University of Illinois - Urbana-Champaign
Base URL
www.ideals.illinois.edu/oai-pmh
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
citation

Gretzel, Ulrike. Consumer Responses to Preference Elicitation Processes in Destination Recommendation Systems. Dissertation thesis, University of Illinois at Urbana-Champaign, 2015. http://hdl.handle.net/2142/86568