Leveraging online customer reviews in new product development: a differential game approach

被引:0
|
作者
Wei Liu
Ke Xu
Ruirui Chai
Xiang Fang
机构
[1] Dongbei University of Finance & Economics,School of Management Science and Engineering
[2] North China University of Water Resources and Electric Power,School of Management and Economics
[3] University of Wisconsin-Milwaukee,Sheldon B. Lubar School of Business
来源
关键词
Online customer reviews; New product development; Customer agility; Customer involvement; Differential game;
D O I
暂无
中图分类号
学科分类号
摘要
Large volumes of online product reviews generated by customers have important strategic values for new product development. We consider a duopoly setting where two manufacturers aim to develop their own new products and services. Applying a differential game framework, we examine how online customer reviews can be leveraged as external knowledge for manufacturers to develop new products. In our base models, we assume that the products supplied by the manufacturers are homogenous. First, we consider a closed innovation setting as a benchmark case in which both manufacturers develop new products by their internal R&D without leveraging online customer reviews. Second, we propose a model in which one manufacturer leverages online customer reviews as external knowledge, while the other manufacturer only relies on internal R&D effort. We derive analytical equilibrium solutions to both models. We find that when one manufacturer uses online customer reviews, if the manufacturer’s R&D process becomes more effective in improving its new product performance or reducing its cost, it certainly hurts the other manufacturer, but it may sometimes hurt this particular manufacturer as well. Furthermore, we demonstrate that when the manufacturer utilizes online customer reviews more in R&D, both manufacturers’ profits can either increase or decrease. In an extended model, we relax the product homogeneity assumption and obtain the equilibrium solution analytically. We show that main managerial insights still hold in the extend model.
引用
收藏
页码:401 / 424
页数:23
相关论文
共 50 条
  • [1] Leveraging online customer reviews in new product development: a differential game approach
    Liu, Wei
    Xu, Ke
    Chai, Ruirui
    Fang, Xiang
    [J]. ANNALS OF OPERATIONS RESEARCH, 2023, 329 (1-2) : 401 - 424
  • [2] Interpretable machine learning-based approach for customer segmentation for new product development from online product reviews
    Joung, Junegak
    Kim, Harrison
    [J]. INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2023, 70
  • [3] Online reviews, customer Q&As, and product sales: A PVAR approach
    Feng, Miao
    Feng, Yituo
    Li, Yang
    [J]. PLOS ONE, 2023, 18 (11):
  • [4] Customer satisfaction-oriented product configuration approach based on online product reviews
    Fangmin Cheng
    Suihuai Yu
    Jianjie Chu
    Jiashuang Fan
    Yukun Hu
    [J]. Multimedia Tools and Applications, 2022, 81 : 4413 - 4433
  • [5] Customer satisfaction-oriented product configuration approach based on online product reviews
    Cheng, Fangmin
    Yu, Suihuai
    Chu, Jianjie
    Fan, Jiashuang
    Hu, Yukun
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2022, 81 (03) : 4413 - 4433
  • [6] Exploring customer online reviews for new product development: The case of identifying reinforcers in the cosmetic industry
    Haddara, Moutaz
    Hsieh, Jenny
    Fagerstrom, Asle
    Eriksson, Niklas
    Sigurdsson, Valdimar
    [J]. MANAGERIAL AND DECISION ECONOMICS, 2020, 41 (02) : 250 - 273
  • [7] Gather customer concerns from online product reviews - A text summarization approach
    Zhan, Jiaming
    Loh, Han Tong
    Liu, Ying
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) : 2107 - 2115
  • [8] Leveraging Online Customer Reviews to Boost Business Performance and Efficiency
    Faizi, Rdouan
    El Fkihi, Sanaa
    [J]. VISION 2025: EDUCATION EXCELLENCE AND MANAGEMENT OF INNOVATIONS THROUGH SUSTAINABLE ECONOMIC COMPETITIVE ADVANTAGE, 2019, : 6604 - 6609
  • [9] The impact of online customer reviews on product iterative innovation
    Tian, Pingye
    Yang, Qing
    [J]. EUROPEAN JOURNAL OF INNOVATION MANAGEMENT, 2023,
  • [10] ANALYZING CUSTOMER NEEDS OF PRODUCT ECOSYSTEMS USING ONLINE PRODUCT REVIEWS
    Ayoub, Jackie
    Zhou, Feng
    Xu, Qianli
    Yang, Jessie
    [J]. PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2019, VOL 2A, 2020,