Hamed Mehrabi , Yongjian Ken Chen , Abbas Keramati
{"title":"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","authors":"Hamed Mehrabi , Yongjian Ken Chen , Abbas Keramati","doi":"10.1016/j.indmarman.2024.04.009","DOIUrl":null,"url":null,"abstract":"<div><p>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.</p></div>","PeriodicalId":51345,"journal":{"name":"Industrial Marketing Management","volume":"119 ","pages":"Pages 108-121"},"PeriodicalIF":7.8000,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0019850124000658/pdfft?md5=d925f5873eaa8da7fa9994d1650a7c7a&pid=1-s2.0-S0019850124000658-main.pdf","citationCount":"0","resultStr":"{\"title\":\"Developing customer analytics capability in firms of different ages: Examining the complementarity of outside-in and inside-out resources\",\"authors\":\"Hamed Mehrabi , Yongjian Ken Chen , Abbas Keramati\",\"doi\":\"10.1016/j.indmarman.2024.04.009\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>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.</p></div>\",\"PeriodicalId\":51345,\"journal\":{\"name\":\"Industrial Marketing Management\",\"volume\":\"119 \",\"pages\":\"Pages 108-121\"},\"PeriodicalIF\":7.8000,\"publicationDate\":\"2024-04-25\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.sciencedirect.com/science/article/pii/S0019850124000658/pdfft?md5=d925f5873eaa8da7fa9994d1650a7c7a&pid=1-s2.0-S0019850124000658-main.pdf\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Industrial Marketing Management\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0019850124000658\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Industrial Marketing Management","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0019850124000658","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS","Score":null,"Total":0}
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.
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.