Impact of digital technologies on manufacturing firm resilience during COVID-19 pandemic: a PLS-SEM and artificial neural network analysis

被引：1
|
作者：
Basit, Abdul [1 ]
Wang, Laijun [2 ]
Javed, Asma [1 ]
Shoaib, Muhammad [1 ]
Aslam, Muhammad Umer [1 ]
机构：
[1] Changan Univ, Sch Econ & Management, Dept Logist Engn & Management, Xian, Peoples R China
[2] Changan Univ, Coll Transportat Engn, Xian, Peoples R China
来源：
JOURNAL OF MANUFACTURING TECHNOLOGY MANAGEMENT | 2025年 / 36卷 / 02期
关键词：
Digital technologies; Supply chain integration; Supply chain memory; Supply chain absorptive capacity; Firm resilience; INFORMATION; DETERMINANTS; MANAGEMENT; TRUST;
D O I：
10.1108/JMTM-08-2024-0421
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
Purpose-The emergence oftheCOVID-19epidemichas considerablyincreasedtheintricacyofinformation,exacerbatingthe difficultiesfirms encounterin efficientlyprocessingand understandingaccuratedata andknowledge.Consequently, the COVID-19epidemichas profoundlyexacerbatedproductionambiguityforfirms, therebydisruptingtheir regularbusinessoperationsand supplychain activities.Digitaltechnologies(DTs) areessentialtoolsforfirms toprocessandinterpretinformationandknowledge,therebyimprovingtheirresilienceagainstsupplychain interruptions. Design/methodology/approach-ThisresearchinvestigatestheeffectofdigitaltechnologiesonfirmresiliencethroughoutCOVID-19,utilizingPLS-SEMandartificialneuralnetworks(ANN)derivedfromacomprehensivesurveyof Pakistanimanufacturingfirms. Findings-Our researchassessesthe mediatingrole of supplychain integration,memory, and absorptivecapacity,aswellasthemoderatinginfluenceofinformationcomplexity.Theoutcomesdemonstratethatsupplychain integration(SCI),memory(SCM),and absorptivecapacity(SCAC)mediatedigitaltechnologies'influenceon firm resilience.Moreover, in situationswhere informationis highly complex,DTs have a greatereffect on a firm's resilience. Originality/value-The results enhanceour comprehensionand awarenessof the resilience-relatedeffects ofDTsandoffersignificantmanagementinsightsforstrengtheningfirmresilienceinthesettingoftheCOVID-19pandemic.
引用
收藏
页码：358 / 384
页数：27
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