Artificial intelligence;
Servitization;
Social innovation;
Fuzzy set qualitative comparative analysis
(fsQCA);
Dynamic capabilities;
BUSINESS-MODEL INNOVATION;
DIGITAL SERVITIZATION;
SERVICE INNOVATION;
SCALE DEVELOPMENT;
MANUFACTURING FIRMS;
COMPLEXITY THEORY;
BIG DATA;
TECHNOLOGIES;
PERFORMANCE;
CREATION;
D O I:
10.1016/j.jbusres.2022.113609
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
The advent of artificial intelligence (AI)-based technologies has opened new opportunities for manufacturers to maintain their technological edge and address pressing societal challenges. This research investigates the nature of the relationships between AI capabilities, servitization, and the role of absorptive capacity. Building on dy-namic capabilities literature, we developed and empirically tested a model using structural equation modeling (SEM) and further applied a fuzzy-set qualitative comparative analysis (fsQCA). Through the construct of AI capabilities and its four sub-dimensions, we find supportive evidence from our model estimates employing data from 185 manufacturing firms in the US and EU. The study findings highlight the positive impact of AI capa-bilities on servitization; this relationship is positively moderated by absorptive capacity. Furthermore, the road to servitization is through advancing AI capabilities related to internal process and resource optimization coupled with AI for social innovation services. The study's theoretical and pragmatic implications are discussed.
机构:
Univ Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
Tecnol Monterrey, Sch Engn & Sci, Mexico City, MexicoUniv Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
Ayala, Nestor Fabian
da Silva, Jassen Rodrigues
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机构:
Univ Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, BrazilUniv Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
da Silva, Jassen Rodrigues
Tinoco, Maria Auxiliadora Cannarozzo
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h-index: 0
机构:
Univ Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, BrazilUniv Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
Tinoco, Maria Auxiliadora Cannarozzo
Saccani, Nicola
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机构:
Univ Brescia, Dept Mech & Ind Engn, RISE Lab, Brescia, ItalyUniv Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
Saccani, Nicola
Frank, Alejandro G.
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机构:
Univ Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, BrazilUniv Fed Rio Grande do Sul, Dept Ind Engn, Org Engn Grp, Nucleo Engn Org NEO, Porto Alegre, Brazil
机构:
Rhein Westfal TH Aachen, Inst Ind Management, Aachen, GermanyRhein Westfal TH Aachen, Inst Ind Management, Aachen, Germany
Gudergan, Gerhard
Gudergan, Siegfried
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h-index: 0
机构:
James Cook Univ, Coll Business Law & Governance, Townsville, Australia
Vienna Univ Econ & Business, Dept Global Business & Trade, Vienna, Austria
Aalto Univ, Sch Business, Helsinki, FinlandRhein Westfal TH Aachen, Inst Ind Management, Aachen, Germany
机构:
Shanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Fujian Jiangxia Univ, Sch Foreign Languages, Fuzhou, Peoples R China
Yunnan Normal Univ, Sch Econ & Management, Kunming, Yunnan, Peoples R ChinaShanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Zhan, Jun
Zhang, Ziyan
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h-index: 0
机构:
Shanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R ChinaShanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Zhang, Ziyan
Zhang, Shun
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h-index: 0
机构:
Shanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Cisco Syst China Res & Dev Co Ltd, Shanghai, Peoples R ChinaShanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Zhang, Shun
Zhao, Jiabao
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机构:
East China Normal Univ, Inst AI Educ, Shanghai, Peoples R ChinaShanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
Zhao, Jiabao
Wang, Fuhong
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h-index: 0
机构:
Shanghai Jianqiao Univ, Sch Business, Shanghai, Peoples R ChinaShanghai Maritime Univ, Sch Econ & Management, Shanghai, Peoples R China
机构:
Abu Dhabi Univ, Coll Business, Management Dept, Abu Dhabi, U Arab EmiratesAbu Dhabi Univ, Coll Business, Management Dept, Abu Dhabi, U Arab Emirates
Dhaheri, Mariam Hamad Al
Ahmad, Syed Zamberi
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机构:
Canadian Univ Dubai, Sch Management, Al Safa St Al Wasl,POB 117781,City Walk Mall, Dubai, U Arab EmiratesAbu Dhabi Univ, Coll Business, Management Dept, Abu Dhabi, U Arab Emirates