A Model for Inferring Market Preferences from Online Retail Product Information Matrices

被引:6
|
作者
Gilbride, Timothy J. [1 ]
Currim, Imran S. [2 ]
Mintz, Ofer [3 ]
Siddarth, S. [4 ]
机构
[1] Univ Notre Dame, Mendoza Coll Business, Notre Dame, IN 46556 USA
[2] Univ Calif Irvine, Paul Merage Sch Business, Irvine, CA 92697 USA
[3] Louisiana State Univ, EJ Ourso Coll Business, Baton Rouge, LA 70803 USA
[4] Univ Southern Calif, Marshall Sch Business, Los Angeles, CA 90089 USA
关键词
Choice models; Information processing; E-commerce; Sequential search; Expected utility; DECISION-MAKING; CHOICE; SEARCH; ACQUISITION; KNOWLEDGE; BEHAVIOR; BUY;
D O I
10.1016/j.jretai.2016.07.002
中图分类号
F [经济];
学科分类号
02 ;
摘要
This research extends information display board methods, currently employed to study information processing patterns in laboratory settings, to a field based setting that also yields managerially useful estimates of market preferences. A new model is proposed based on statistical, behavioral, and economic theories, which integrates three decisions consumers must make in this context: which product-attribute to inspect next, when to stop processing, and which, if any, product to purchase. Several theoretical options are considered on how to model product attribute selection and how to treat uninspected attributes. The modeling options are empirically tested employing datasets collected at a popular e-tailer's website, while customers were making product evaluation and purchase decisions. Subsequent to identifying the best model, we show how the resulting attribute preference estimates can be managerially employed to improve customer targeting of abandoned shopping carts for follow up communications aimed at improving sales conversions. (C) 2016 New York University. Published by Elsevier Inc. All rights reserved.
引用
收藏
页码:470 / 485
页数:16
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