Agent-based modelling of user engagement in new product development

被引:2
作者
Liu, Yun [1 ]
Onggo, Bhakti Stephan [2 ]
Busby, Jerry [3 ]
机构
[1] Nanjing Univ, Sch Management & Engn, Nanjing 210093, Peoples R China
[2] Univ Southampton, Southampton Business Sch, Southampton SO17 1BJ, England
[3] Univ Lancaster, Dept Management Sci, Lancaster LA1 4YX, England
基金
中国国家自然科学基金;
关键词
Multi -agent systems; Decision processes; User engagement; New product development; CUSTOMER ENGAGEMENT; SOCIAL MEDIA; CO-CREATION; VIRTUAL COMMUNITIES; SYSTEMS-DEVELOPMENT; BRAND COMMUNITIES; INNOVATION; SIMULATION; KNOWLEDGE; PARTICIPATION;
D O I
10.1016/j.technovation.2024.103062
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Intertwining users' engagement with the development of new products is becoming increasingly important for improving the products' performance. Therefore, a method to model the dynamics of collective user engagement is essential. This paper proposes a method to model the dynamics of collective user engagement in new product development using agent-based simulation. The model integrates an indirect engagement process - in which users exchange information and knowledge, draw from past experiences, and psychologically invest in the product - with a direct engagement process - in which users interact with the product and the firm to contribute. We demonstrate how the model can be calibrated using a consumer survey. Our findings reveal an overall increase in user engagement, characterised by nonlinear growth during the idea and design stages, followed by a relatively steady increase during the test stage. Moreover, our study identifies the significance of various factors, such as social network parameters, past experience, product connection, and match degree, in shaping user engagement in new product development. This research provides a systematic approach to model user engagement within the context of new product development. It also offers practical implications that can guide management decisions in effectively engaging with users during new product development.
引用
收藏
页数:13
相关论文
共 132 条
[71]   Strategic bidding of offer curves: An agent-based approach to exploring supply curve equilibria [J].
Kimbrough, Steven O. ;
Murphy, Frederic H. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2013, 229 (01) :165-178
[72]   Clinical Trials for New Drug Development: Optimal Investment and Application [J].
Kouvelis, Panos ;
Milner, Joseph ;
Tian, Zhili .
M&SOM-MANUFACTURING & SERVICE OPERATIONS MANAGEMENT, 2017, 19 (03) :437-452
[73]   Monte Carlo evaluation of derivative-based global sensitivity measures [J].
Kucherenko, S. ;
Rodriguez-Fernandez, M. ;
Pantelides, C. ;
Shah, N. .
RELIABILITY ENGINEERING & SYSTEM SAFETY, 2009, 94 (07) :1135-1148
[74]   Undervalued or Overvalued Customers: Capturing Total Customer Engagement Value [J].
Kumar, V. ;
Aksoy, Lerzan ;
Donkers, Bas ;
Venkatesan, Rajkumar ;
Wiesel, Thorsten ;
Tillmanns, Sebastian .
JOURNAL OF SERVICE RESEARCH, 2010, 13 (03) :297-310
[75]   The Engagement Process During Value Co-Creation: Gamification in New Product-Development Platforms [J].
Leclercq, Thomas ;
Poncin, Ingrid ;
Hammedi, Wafa .
INTERNATIONAL JOURNAL OF ELECTRONIC COMMERCE, 2017, 21 (04) :454-488
[76]   Agent simulation-based ordinal optimisation for new product design [J].
Lee, Hoyeop ;
Lim, Jongsu ;
Lee, Keeheon ;
Kim, Chang Ouk .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2019, 70 (03) :502-515
[77]   Fans as a source of extended innovation capabilities: A case study of Xiaomi Technology [J].
Li, Mingwei ;
Jia, Suling ;
Du, Wenyu .
INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT, 2019, 44 :204-208
[78]   A dynamic model for managing overlapped iterative product development [J].
Lin, Jun ;
Chai, Kah Hin ;
Wong, Yoke San ;
Brombacher, Aarnout C. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 185 (01) :378-392
[79]   Leveraging online customer reviews in new product development: a differential game approach [J].
Liu, Wei ;
Xu, Ke ;
Chai, Ruirui ;
Fang, Xiang .
ANNALS OF OPERATIONS RESEARCH, 2023, 329 (1-2) :401-424
[80]  
Liu Y., 2017, Simulat. Series Soc. Computer Simulat., V49, P37