Big data and dynamic capabilities in the digital revolution: The hidden role of source variety
被引:11
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作者:
Pedota, Mattia
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机构:
Politecn Milan, Dept Management Econ & Ind Engn, Via R Lambruschini 4b, I-20156 Milan, ItalyPolitecn Milan, Dept Management Econ & Ind Engn, Via R Lambruschini 4b, I-20156 Milan, Italy
Pedota, Mattia
[1
]
机构:
[1] Politecn Milan, Dept Management Econ & Ind Engn, Via R Lambruschini 4b, I-20156 Milan, Italy
Artificial intelligence;
Big data;
Digitalization;
Digital revolution;
Dynamic capabilities;
Knowledge;
ABSORPTIVE-CAPACITY;
DATA ANALYTICS;
OPEN INNOVATION;
FIRM;
ORGANIZATIONS;
DETERMINANTS;
MICROFOUNDATIONS;
CREATIVITY;
MANAGEMENT;
EVOLUTION;
D O I:
10.1016/j.respol.2023.104812
中图分类号:
C93 [管理学];
学科分类号:
12 ;
1201 ;
1202 ;
120202 ;
摘要:
Recent research frames big data as a resource enhancing dynamic capabilities through improved prediction, decisionmaking, and data-driven innovation. In contrast, this study frames big data as an evolutionary driver that channels firms' knowledge and attention in specific directions, implying that firms need multiple big data sources to be receptive and dynamically capable. I apply this framework to the context of the digital revolution and focus on the impact of big data on firms' digitalization priorities. By leveraging a large-scale survey of more than twenty thousand Italian firms of all sizes, I find that big data improves the digitalization awareness of firms only if they gather big data from more than one source (otherwise, counterintuitively, it may even decrease it). I also find a positive effect of source variety both on the likelihood of prioritizing individual digitalization factors and on the variety of digitalization factors prioritized. Such effects appear to be stronger for small firms relative to their larger counterparts. Given the path dependence of digitalization trajectories, these findings have relevant policy implications in the context of initiatives like the European strategy for data and the SME strategy for a sustainable and digital Europe.
机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Braganza, Ashley
Brooks, Laurence
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机构:
De Montfort Univ, CCSR, Leicester LE1 9BH, Leics, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Brooks, Laurence
Nepelski, Daniel
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机构:
European Commiss, Joint Res Ctr, Inst Prospect Technol Studies, Calle Inca Garcilaso 3, Seville 41092, SpainBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Nepelski, Daniel
Ali, Maged
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机构:
Univ Essex, Essex Business Sch, Wivenhoe Pk, Colchester CO4 3SQ, Essex, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
Ali, Maged
Moro, Russ
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机构:
Brunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, EnglandBrunel Univ London, Coll Business Arts & Social Sci, Brunel Business Sch, Uxbridge UB8 3PH, Middx, England
机构:
IMS Unison Univ, Dehra Dun, Uttarakhand, IndiaIMS Unison Univ, Dehra Dun, Uttarakhand, India
Gupta, Yuvika
Khan, Farheen Mujeeb
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机构:
ICFAI Business Sch, Hyderabad, IndiaIMS Unison Univ, Dehra Dun, Uttarakhand, India
Khan, Farheen Mujeeb
Kumar, Anil
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机构:
London Metropolitan Univ, Guildhall Sch Business & Law, Dept Operat Supply Chain & Business Analyt, London, EnglandIMS Unison Univ, Dehra Dun, Uttarakhand, India
Kumar, Anil
Luthra, Sunil
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机构:
Govt Polytech, Dept Mech Engn, Jhajjar, Jhajjarrural, IndiaIMS Unison Univ, Dehra Dun, Uttarakhand, India
Luthra, Sunil
Queiroz, Maciel M.
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机构:
FGV EAESP, Sao Paulo, BrazilIMS Unison Univ, Dehra Dun, Uttarakhand, India