数据分析能力改变风险管理和公司绩效

Q2 Business, Management and Accounting
Moloud Soltanian Fallahieh, Suhana Mohezar, Kanagi Kanapathy
{"title":"数据分析能力改变风险管理和公司绩效","authors":"Moloud Soltanian Fallahieh,&nbsp;Suhana Mohezar,&nbsp;Kanagi Kanapathy","doi":"10.1002/joe.22274","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>In the contemporary globalized business environment, the escalating complexity in supply chains has led organizations to face an array of burgeoning risk factors. To address these challenges, firms strive to enhance their visibility across various supply chain levels by equipping themselves with the ability to scrutinize operational activities and effectively manage supply chain risks. This study employed a quantitative approach by administering a survey questionnaire to 158 manufacturing companies in Malaysia. Partial least squares structural equation modeling (PLS-SEM) was utilized to examine the anticipated relationships. By drawing on organizational information processing theory principles, this study investigates the influence of supply chain operational reference (SCOR)—based data analytics capability (SCOR-DAC) in bolstering firm performance by developing a more secure, risk-averse enterprise, and improved strategic alignment. Additionally, this study investigates the mediating role of supply chain and risk management performance in the relationship between SCOR-driven data analytics and organizational performance and the interaction between business strategy alignment and SCOR-DAC. The study accentuates the notion that the capacity to manage disruptions, attained through improved risk management performance, positively impacts a firm's performance. Furthermore, the research underscores the importance of the synergy between data analytics and organizational strategies in constructing a holistic approach to risk management and performance enhancement. The findings offer valuable insights for companies aiming to enhance risk management and improve overall performance by increasing investments in data analytics and fostering a data-driven culture for consistent business growth.</p>\n </div>","PeriodicalId":35064,"journal":{"name":"Global Business and Organizational Excellence","volume":"44 3","pages":"50-65"},"PeriodicalIF":0.0000,"publicationDate":"2024-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Data Analytics Capability Transforms Risk Management and Firm Performance\",\"authors\":\"Moloud Soltanian Fallahieh,&nbsp;Suhana Mohezar,&nbsp;Kanagi Kanapathy\",\"doi\":\"10.1002/joe.22274\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div>\\n \\n <p>In the contemporary globalized business environment, the escalating complexity in supply chains has led organizations to face an array of burgeoning risk factors. To address these challenges, firms strive to enhance their visibility across various supply chain levels by equipping themselves with the ability to scrutinize operational activities and effectively manage supply chain risks. This study employed a quantitative approach by administering a survey questionnaire to 158 manufacturing companies in Malaysia. Partial least squares structural equation modeling (PLS-SEM) was utilized to examine the anticipated relationships. By drawing on organizational information processing theory principles, this study investigates the influence of supply chain operational reference (SCOR)—based data analytics capability (SCOR-DAC) in bolstering firm performance by developing a more secure, risk-averse enterprise, and improved strategic alignment. Additionally, this study investigates the mediating role of supply chain and risk management performance in the relationship between SCOR-driven data analytics and organizational performance and the interaction between business strategy alignment and SCOR-DAC. The study accentuates the notion that the capacity to manage disruptions, attained through improved risk management performance, positively impacts a firm's performance. Furthermore, the research underscores the importance of the synergy between data analytics and organizational strategies in constructing a holistic approach to risk management and performance enhancement. The findings offer valuable insights for companies aiming to enhance risk management and improve overall performance by increasing investments in data analytics and fostering a data-driven culture for consistent business growth.</p>\\n </div>\",\"PeriodicalId\":35064,\"journal\":{\"name\":\"Global Business and Organizational Excellence\",\"volume\":\"44 3\",\"pages\":\"50-65\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-09-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Global Business and Organizational Excellence\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://onlinelibrary.wiley.com/doi/10.1002/joe.22274\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"Business, Management and Accounting\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Global Business and Organizational Excellence","FirstCategoryId":"1085","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/joe.22274","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"Business, Management and Accounting","Score":null,"Total":0}
引用次数: 0

摘要

在当今全球化的商业环境中,供应链不断升级的复杂性导致组织面临一系列新兴的风险因素。为了应对这些挑战,公司努力通过装备自己审查运营活动和有效管理供应链风险的能力来提高他们在各个供应链层面的可见性。本研究采用定量方法,对马来西亚158家制造企业进行问卷调查。利用偏最小二乘结构方程模型(PLS-SEM)来检验预期关系。通过借鉴组织信息处理理论原理,本研究探讨了基于供应链运营参考(SCOR)的数据分析能力(SCOR- dac)在通过发展更安全、规避风险的企业和改进的战略一致性来提升企业绩效方面的影响。此外,本研究还探讨了供应链和风险管理绩效在scor驱动的数据分析与组织绩效之间的中介作用,以及企业战略一致性与SCOR-DAC之间的交互作用。该研究强调了这样一种观点,即通过改善风险管理绩效而获得的管理中断的能力,对公司的绩效产生了积极影响。此外,研究强调了数据分析和组织战略之间的协同作用在构建风险管理和绩效提升的整体方法中的重要性。研究结果为旨在加强风险管理和提高整体绩效的公司提供了有价值的见解,这些公司通过增加对数据分析的投资和培养数据驱动的文化来实现持续的业务增长。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Data Analytics Capability Transforms Risk Management and Firm Performance

In the contemporary globalized business environment, the escalating complexity in supply chains has led organizations to face an array of burgeoning risk factors. To address these challenges, firms strive to enhance their visibility across various supply chain levels by equipping themselves with the ability to scrutinize operational activities and effectively manage supply chain risks. This study employed a quantitative approach by administering a survey questionnaire to 158 manufacturing companies in Malaysia. Partial least squares structural equation modeling (PLS-SEM) was utilized to examine the anticipated relationships. By drawing on organizational information processing theory principles, this study investigates the influence of supply chain operational reference (SCOR)—based data analytics capability (SCOR-DAC) in bolstering firm performance by developing a more secure, risk-averse enterprise, and improved strategic alignment. Additionally, this study investigates the mediating role of supply chain and risk management performance in the relationship between SCOR-driven data analytics and organizational performance and the interaction between business strategy alignment and SCOR-DAC. The study accentuates the notion that the capacity to manage disruptions, attained through improved risk management performance, positively impacts a firm's performance. Furthermore, the research underscores the importance of the synergy between data analytics and organizational strategies in constructing a holistic approach to risk management and performance enhancement. The findings offer valuable insights for companies aiming to enhance risk management and improve overall performance by increasing investments in data analytics and fostering a data-driven culture for consistent business growth.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Global Business and Organizational Excellence
Global Business and Organizational Excellence Business, Management and Accounting-Business and International Management
CiteScore
7.70
自引率
0.00%
发文量
40
期刊介绍: For leaders and managers in an increasingly globalized world, Global Business and Organizational Excellence (GBOE) offers first-hand case studies of best practices of people in organizations meeting varied challenges of competitiveness, as well as perspectives on strategies, techniques, and knowledge that help such people lead their organizations to excel. GBOE provides its readers with unique insights into how organizations are achieving competitive advantage through transformational leadership--at the top, and in various functions that make up the whole. The focus is always on the people -- how to coordinate, communicate among, organize, reward, teach, learn from, and inspire people who make the important things happen.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信