Big data analytics capabilities and supply chain performance: testing a moderated mediation model using partial least squares approach

被引:31
作者
AL-Khatib, Ayman Wael [1 ]
Ramayah, T. [1 ,2 ,3 ,4 ]
机构
[1] Univ Sains Malaysia, Sch Management, George Town, Malaysia
[2] Daffodil Int Univ, Dept Informat Technol & Management, Dhaka, Bangladesh
[3] Univ Kebangsaan Malaysia, Fak Ekon & Pengurusan, Bangi, Malaysia
[4] Univ Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur, Malaysia
关键词
Big data analytics capability; Supply chain performance; Supply chain innovation; Data-driven culture; DATA-DRIVEN; PLS-SEM; INNOVATION; IMPACT; MANAGEMENT; DISRUPTION; LEADERSHIP; LOGISTICS; DETERMINANTS; INFORMATION;
D O I
10.1108/BPMJ-04-2022-0179
中图分类号
F [经济];
学科分类号
02 ;
摘要
PurposeIn this study, the authors investigate the effect of big data analytics capability (BDAC) on supply chain performance (SCP) to assess the mediating effect of supply chain innovation (SCI) and the moderating effect of a data-driven culture (DDC).Design/methodology/approachThe authors collected the primary data through an online questionnaire survey from the manufacturing sector operating in Jordan. The authors used 420 samples for the final data analysis, which the authors performed via partial least squares structural equation modelling using SmartPLS 3.3.9 software.FindingsThe results indicate that BDAC has a strong relationship with SCI and SCP. SCI shows a positive relationship with SCP as well as a mediating effect on SCI. The authors confirmed that DDC moderated the relationship between SCI and SCP.Originality/valueThe authors developed a conceptual and empirical model to investigate the relationship between BDAC, SCI, DDC and SCP. The authors contributed new theoretical and managerial insights that add value to the supply chain management literature through testing the moderated-mediated model of these constructs in Jordan's manufacturing sector.
引用
收藏
页码:393 / 412
页数:20
相关论文
共 127 条
[1]   The effect of supply chain quality management on supply chain performance: the indirect roles of supply chain agility and innovation [J].
Abdallah, Ayman Bahjat ;
Alfar, Nour A. ;
Alhyari, Salah .
INTERNATIONAL JOURNAL OF PHYSICAL DISTRIBUTION & LOGISTICS MANAGEMENT, 2021, 51 (07) :785-812
[2]   The Effect of Data Driven Culture on Customer Development and Firm Performance: The Role of Supply Chain Information Sharing and Supply Chain Information Quality [J].
Agyei-Owusu, Benjamin ;
Amedofu, Mawuli Kobla ;
Asamoah, David ;
Kumi, Caleb Amankwaa .
RESPONSIBLE AI AND ANALYTICS FOR AN ETHICAL AND INCLUSIVE DIGITIZED SOCIETY, I3E 2021, 2021, 12896 :481-492
[3]   Data-driven and adaptive leadership contributing to sustainability: global agri-food supply chains connected with emerging markets [J].
Akhtar, Pervaiz ;
Tse, Ying Kei ;
Khan, Zaheer ;
Rao-Nicholson, Rekha .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2016, 181 :392-401
[4]   An Empirical Investigation of Reasons Influencing Student Acceptance and Rejection of Mobile Learning Apps Usage [J].
Al-Bashayreh, Mahmood ;
Almajali, Dmaithan ;
Altamimi, Ahmad ;
Masa'deh, Ra'ed ;
Al-Okaily, Manaf .
SUSTAINABILITY, 2022, 14 (07)
[5]   Radical innovation, incremental innovation, and competitive advantage, the moderating role of technological intensity: evidence from the manufacturing sector in Jordan [J].
Al-Khatib, Ayman Wad ;
Al-ghanem, Eyad Mustafa .
EUROPEAN BUSINESS REVIEW, 2022, 34 (03) :344-369
[6]   The impact of big data analytics capabilities on green supply chain performance: is green supply chain innovation the missing link? [J].
AL-Khatib, Ayman Wael .
BUSINESS PROCESS MANAGEMENT JOURNAL, 2023, 29 (01) :22-42
[7]   Big data analytics capabilities and green supply chain performance: investigating the moderated mediation model for green innovation and technological intensity [J].
Al-Khatib, Ayman Wael .
BUSINESS PROCESS MANAGEMENT JOURNAL, 2022, 28 (5/6) :1446-1471
[8]   Green Intellectual Capital and Green Supply Chain Performance: Does Big Data Analytics Capabilities Matter? [J].
AL-Khatib, Ayman Wael ;
Shuhaiber, Ahmed .
SUSTAINABILITY, 2022, 14 (16)
[9]   Can big data analytics capabilities promote a competitive advantage? Green radical innovation, green incremental innovation and data-driven culture in a moderated mediation model [J].
Al-Khatib, Ayman Wael .
BUSINESS PROCESS MANAGEMENT JOURNAL, 2022, 28 (04) :1025-1046
[10]   Intellectual capital and innovation performance: the moderating role of big data analytics: evidence from the banking sector in Jordan [J].
AL-Khatib, Ayman Wael .
EUROMED JOURNAL OF BUSINESS, 2022, 17 (03) :391-423