Agent-based modelling of user engagement in new product development

IF 11.1 1区 管理学 Q1 ENGINEERING, INDUSTRIAL Technovation Pub Date : 2024-07-01 DOI:10.1016/j.technovation.2024.103062
Yun Liu , Bhakti Stephan Onggo , Jerry Busby
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Abstract

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.

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基于代理的新产品开发用户参与模型
将用户的参与与新产品的开发结合起来,对于提高产品性能越来越重要。因此,建立用户集体参与动态模型的方法至关重要。本文提出了一种利用基于代理的模拟来模拟新产品开发中用户集体参与动态的方法。该模型将间接参与过程--用户交流信息和知识、借鉴过去的经验并对产品进行心理投资--与直接参与过程--用户与产品和公司互动并做出贡献--整合在一起。我们展示了如何利用消费者调查对模型进行校准。我们的研究结果表明,用户参与度总体上呈上升趋势,其特点是在创意和设计阶段呈非线性增长,随后在测试阶段呈相对稳定的增长。此外,我们的研究还发现了社交网络参数、过往经验、产品联系和匹配度等各种因素在新产品开发过程中对用户参与度的影响。这项研究为新产品开发背景下的用户参与度建模提供了一种系统方法。它还提供了实际意义,可以指导管理决策,在新产品开发过程中有效地与用户互动。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Technovation
Technovation 管理科学-工程:工业
CiteScore
15.10
自引率
11.20%
发文量
208
审稿时长
91 days
期刊介绍: The interdisciplinary journal Technovation covers various aspects of technological innovation, exploring processes, products, and social impacts. It examines innovation in both process and product realms, including social innovations like regulatory frameworks and non-economic benefits. Topics range from emerging trends and capital for development to managing technology-intensive ventures and innovation in organizations of different sizes. It also discusses organizational structures, investment strategies for science and technology enterprises, and the roles of technological innovators. Additionally, it addresses technology transfer between developing countries and innovation across enterprise, political, and economic systems.
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