探索大数据在预测供应链有效性中的应用:一个有调节和中介的模型联系

IF 2.3 Q3 BUSINESS Global Business Review Pub Date : 2023-09-01 DOI:10.1177/09721509231183767
Amjad Ali, Asim Rafiq, Muddassir Hussien, Salman Sarwat, Abdul Raziq
{"title":"探索大数据在预测供应链有效性中的应用:一个有调节和中介的模型联系","authors":"Amjad Ali, Asim Rafiq, Muddassir Hussien, Salman Sarwat, Abdul Raziq","doi":"10.1177/09721509231183767","DOIUrl":null,"url":null,"abstract":"This study aims to predict the direct and indirect relationship between the usage of Big Data and the effectiveness of the Supply Chain (SC). Additionally, it identifies Top Management Support (TMS) as a moderator. The data were collected through the survey of small and medium-sized businesses (SMEs) and most respondents were senior and middle-level managers with in-depth knowledge of the SC and Big Data usage. SPSS and PLS 3.0 were used to test the hypothesis. The results demonstrate that Big Data usage impacts direct supply chain effectiveness (SCE), however, supply chain agility (SCA) and supply chain networks (SCNs) as mediators between SCE. TMS was used as a moderator between big data usage, SCA and SCNs. The research suggests that, among SMEs, this is the first study to be carried out in Pakistan that looked at the relationship between the usage of big data and the efficacy of SCs, with TMS acting as a moderator (SMEs).","PeriodicalId":47569,"journal":{"name":"Global Business Review","volume":null,"pages":null},"PeriodicalIF":2.3000,"publicationDate":"2023-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Exploring Big Data Usage to Predict Supply Chain Effectiveness: A Moderated and Mediated Model Linkage\",\"authors\":\"Amjad Ali, Asim Rafiq, Muddassir Hussien, Salman Sarwat, Abdul Raziq\",\"doi\":\"10.1177/09721509231183767\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This study aims to predict the direct and indirect relationship between the usage of Big Data and the effectiveness of the Supply Chain (SC). Additionally, it identifies Top Management Support (TMS) as a moderator. The data were collected through the survey of small and medium-sized businesses (SMEs) and most respondents were senior and middle-level managers with in-depth knowledge of the SC and Big Data usage. SPSS and PLS 3.0 were used to test the hypothesis. The results demonstrate that Big Data usage impacts direct supply chain effectiveness (SCE), however, supply chain agility (SCA) and supply chain networks (SCNs) as mediators between SCE. TMS was used as a moderator between big data usage, SCA and SCNs. The research suggests that, among SMEs, this is the first study to be carried out in Pakistan that looked at the relationship between the usage of big data and the efficacy of SCs, with TMS acting as a moderator (SMEs).\",\"PeriodicalId\":47569,\"journal\":{\"name\":\"Global Business Review\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.3000,\"publicationDate\":\"2023-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Global Business Review\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1177/09721509231183767\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"BUSINESS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Global Business Review","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1177/09721509231183767","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BUSINESS","Score":null,"Total":0}
引用次数: 0

摘要

本研究旨在预测大数据的使用与供应链有效性之间的直接和间接关系。此外,它还将最高管理层支持(TMS)确定为主持人。数据是通过对中小型企业(SME)的调查收集的,大多数受访者是对SC和大数据使用有深入了解的高级和中级管理人员。采用SPSS软件和PLS 3.0对上述假设进行检验。结果表明,大数据的使用影响直接供应链的有效性,而供应链敏捷性和供应链网络是直接供应链有效性之间的中介。TMS被用作大数据使用、SCA和SCN之间的调节器。研究表明,在中小企业中,这是巴基斯坦首次研究大数据的使用与SC疗效之间的关系,TMS是其中的调节因子。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Exploring Big Data Usage to Predict Supply Chain Effectiveness: A Moderated and Mediated Model Linkage
This study aims to predict the direct and indirect relationship between the usage of Big Data and the effectiveness of the Supply Chain (SC). Additionally, it identifies Top Management Support (TMS) as a moderator. The data were collected through the survey of small and medium-sized businesses (SMEs) and most respondents were senior and middle-level managers with in-depth knowledge of the SC and Big Data usage. SPSS and PLS 3.0 were used to test the hypothesis. The results demonstrate that Big Data usage impacts direct supply chain effectiveness (SCE), however, supply chain agility (SCA) and supply chain networks (SCNs) as mediators between SCE. TMS was used as a moderator between big data usage, SCA and SCNs. The research suggests that, among SMEs, this is the first study to be carried out in Pakistan that looked at the relationship between the usage of big data and the efficacy of SCs, with TMS acting as a moderator (SMEs).
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
CiteScore
7.10
自引率
12.50%
发文量
107
期刊介绍: Global Business Review is designed to be a forum for the wider dissemination of current management and business practice and research drawn from around the globe but with an emphasis on Asian and Indian perspectives. An important feature is its cross-cultural and comparative approach. Multidisciplinary in nature and with a strong practical orientation, this refereed journal publishes surveys relating to and report significant developments in management practice drawn from business/commerce, the public and the private sector, and non-profit organisations. The journal also publishes articles which provide practical insights on doing business in India/Asia from local and global and macro and micro perspectives.
期刊最新文献
Contrasting the Efficacy of the Type of Influencer to the Type of Product: The Mediating Effect of Perceived Authenticity A Study on How Consumer-generated Advertising Influences the Purchase Intention of Online Consumers in C2C Marketplace Brand Personality and Loyalty as Drivers of Repurchase Intentions: Evidence from Pakistani Mobile Phone Users Going Green from Within: The Mediation of Employee Green Creativity in the Relationship Between Green Inclusive Leadership and Green Organizational Citizenship Behaviour Nexus among Blockchain Technology, Digital Accounting Practices, Transformational Leadership and Sustainable Performance: Moderated-mediating Model
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1