The role of the management sciences in research on personalization
成果类型:
Review
署名作者:
Murthi, BPS; Sarkar, S
署名单位:
University of Texas System; University of Texas Dallas
刊物名称:
MANAGEMENT SCIENCE
ISSN/ISSBN:
0025-1909
DOI:
10.1287/mnsc.49.10.1344.17313
发表日期:
2003
页码:
1344-1362
关键词:
Customization
choice models
Internet marketing
online tracking
learning consumer preferences
Recommendation systems
摘要:
We present a review of research studies that deal with personalization and synthesize current knowledge about these areas. We identify issues that we envision will be of interest to researchers working in the management sciences, taking an interdisciplinary approach that spans the areas of economics, marketing, information technology (IT), and operations research. We present a framework for personalization that allows us to identify key players in the personalization process as well as key stages of personalization. The framework enables us to examine the strategic role of personalization in the interactions between a firm and other key players in the firm's value system. We conceptualize the personalization process as consisting of three stages: (1) learning about consumer preferences, (2) matching offerings to customers, and (3) evaluation of the learning and matching processes. This review focuses on the learning stage, with an emphasis on utility-based approaches to estimate preference functions using data on customer interactions with a firm.