在不同年龄段的企业中发展客户分析能力:研究由外而内和由内而外资源的互补性

IF 7.8 1区 管理学 Q1 BUSINESS
Hamed Mehrabi , Yongjian Ken Chen , Abbas Keramati
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引用次数: 0

摘要

尽管客户分析能力具有提高竞争力的潜力,但企业的客户分析能力仍然发展不足。以往的研究主要集中于由内向外的组织因素,认为它们是客户分析能力的驱动因素。本文研究了由外而内资源的作用、由外而内资源与由内而外资源之间的互补性及其边界条件。具体来说,我们研究了不同年龄段企业的客户导向文化(外向型资源)如何与数据驱动文化(内向型资源)相辅相成,从而推动客户分析能力的提高,进而提高企业绩效。利用从加拿大企业获得的调查数据,我们发现客户导向不仅与客户分析能力呈正相关,而且还加强了数据驱动文化的效果。我们进一步发现,随着企业年龄的增长,客户导向的条件效应会变得更强。特别是,在年龄较大的企业中,当客户导向较高时,数据驱动文化的影响最大,但当客户导向较低时,其影响变得不显著。我们还利用中介分析和调节中介分析将这些关系与企业绩效联系起来。总之,研究结果表明,要实现卓越的客户分析和由此产生的竞争绩效,市场营销人员就必须不断充当客户拥护者,并倡导数据分析工作,以确保企业采用 "由外而内 "的导向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Developing customer analytics capability in firms of different ages: Examining the complementarity of outside-in and inside-out resources

Customer analytics capability remains underdeveloped among firms despite its potential for enhancing competitiveness. Previous research has predominantly focused on inside-out organizational factors as drivers of customer analytics capability. This paper examines the role of outside-in resource, the complementarity between outside-in and inside-out resources, and their boundary conditions. Specifically, we study how customer orientation culture (an outside-in resource) complements data-driven culture (an inside-out resource) in firms of different ages to drive customer analytics capability and subsequently, firm performance. Using survey data obtained from Canadian firms, we find that customer orientation is not only positively related to customer analytics capability but also reinforces the effect of data-driven culture. We further find that the conditional effect of customer orientation becomes stronger as firm age increases. In particular, among older firms, the impact of data-driven culture is greatest when customer orientation is high, but it becomes nonsignificant when customer orientation is low. We also link these relationships to firm performance using mediation and moderated mediation analyses. Overall, the results suggest that achieving customer analytics excellence and resultant competitive performance requires marketing to continuously act as customer champions and advocate data analytics efforts to ensure the firm embraces an outside-in orientation.

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来源期刊
CiteScore
17.30
自引率
20.40%
发文量
255
期刊介绍: Industrial Marketing Management delivers theoretical, empirical, and case-based research tailored to the requirements of marketing scholars and practitioners engaged in industrial and business-to-business markets. With an editorial review board comprising prominent international scholars and practitioners, the journal ensures a harmonious blend of theory and practical applications in all articles. Scholars from North America, Europe, Australia/New Zealand, Asia, and various global regions contribute the latest findings to enhance the effectiveness and efficiency of industrial markets. This holistic approach keeps readers informed with the most timely data and contemporary insights essential for informed marketing decisions and strategies in global industrial and business-to-business markets.
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