Segmenting the customers of system delivery projects based on data heterogeneity

IF 3.6 4区 管理学 Q2 BUSINESS
Matti Haverila, Kai Christian Haverila, Caitlin McLaughlin
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Abstract

Purpose This paper aims to examine project management segments based on customer satisfaction drivers and loyalty rather than traditional demographic or behavioural variables. Design/methodology/approach Data were gathered over 18 consecutive months, and 3,129 surveys were completed using a questionnaire. The statistical methods included partial least squares (PLS) structural equation modelling, finite mixture segmentation, prediction-oriented segmentation (PLS-POS) and multi-group analysis (PLS-MGA). Findings The findings indicate the existence of three segments among system delivery project customers based on the differences in the strengths of the path coefficients in the customer-centric structural model. In Segment 1, satisfaction based on the proposal was crucial for loyalty, with the value-for-money construct negatively impacting the repurchase intent construct. Segment 2 had a solid value-for-money orientation. In Segment 3, the critical path indicated that satisfaction drove repurchase intention, with satisfaction based mainly on the installation. Originality/value The research contributes to the segmentation theory by introducing a new way to segment the systems delivery projects customers based on the perceived strength of the relationships in a customer-centric structural model, which aligns with traditional segmentation theory in a way that most segmentation analyses do not. A new segmentation approach to the domain of project management theory is presented. Based on the results, treating the system delivery project customer base as a single homogenous group can lead to managerially misleading conclusions.
根据数据异构性对系统交付项目的客户进行细分
本文旨在研究基于客户满意度驱动因素和忠诚度的项目管理细分,而不是传统的人口统计或行为变量。设计/方法/方法连续18个月收集数据,通过问卷调查完成3129项调查。统计方法包括偏最小二乘(PLS)结构方程建模、有限混合分割、面向预测的分割(PLS- pos)和多群分析(PLS- mga)。基于以客户为中心的结构模型中路径系数强度的差异,研究结果表明系统交付项目客户之间存在三个细分。在片段1中,基于提案的满意度对忠诚度至关重要,物有所值结构对回购意图结构产生负向影响。第2部分的目标是物有所值。在片段3中,关键路径表明满意度驱动了再购买意愿,满意度主要基于安装。独创性/价值本研究通过引入一种新的方法来细分系统交付项目客户,该方法基于以客户为中心的结构模型中关系的感知强度,这与传统的细分理论在某种程度上是一致的,这是大多数细分分析所没有的。提出了项目管理理论领域的一种新的分段方法。基于这些结果,将系统交付项目的客户基础视为一个单一的同质组可能会导致在管理上产生误导的结论。
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
CiteScore
6.60
自引率
25.80%
发文量
143
期刊介绍: The Journal of Business & Industrial Marketing (JBIM) publishes research on new ideas concerning business-to-business marketing, that is, how one company or organization markets its goods/services/ideas to another company or organization. It is a valuable source for academics, directors and executives of marketing, providing them with new, fresh insights which are applicable within real life settings. JBIM''s emphasis on insistence of proof is one of the cornerstones of its success and its reputation. Contributors to the journal must not only present new theories or ideas, but also back them up with research. In the process, many myths are exploded, philosophies reinvented and the scene set for topical debate on critical issues in B2B marketing. The B2B landscape evolves and so does the research that explores the emerging features and properties of B2B markets. From 2019 the journal hosts the IMP Forum that invites research advancing the boundaries of B2B marketing. Prior research has evidenced that interactivity and interdependences characterize interorganizational business relationships. The Forum aims to bring out research that explores interactivity and interdependences in business relationships and their implications for marketing management, business development and for society at large. Coverage: -Competition and cooperation- Networks in business markets- Buyer behaviour – purchasing and supply management- Managing product offerings- New product development and innovation- Networks in business markets- Distribution and routes to market- Market and customer communication - Customer relationship management- Sales and key account management- Organizing for global markets -
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