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:
Abu Dhabi Univ, Coll Business, Management, Abu Dhabi, U Arab EmiratesAbu Dhabi Univ, Coll Business, Management, Abu Dhabi, U Arab Emirates
Singh, Sanjay Kumar
Del Giudice, Manlio
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机构:
Univ Rome, Fac Int Business Adm, Link Campus, Rome, Italy
Paris Sch Business, Dept Management, Paris, FranceAbu Dhabi Univ, Coll Business, Management, Abu Dhabi, U Arab Emirates
机构:
Univ Texas Rio Grande Valley, Robert C Vackar Coll Business & Entrepreneurship, Edinburg, TX 78539 USAUniv Texas Rio Grande Valley, Robert C Vackar Coll Business & Entrepreneurship, Edinburg, TX 78539 USA
Itani, Omar S.
Kalra, Ashish
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机构:
Univ Dayton, Dept Mkt, Dayton, OH USAUniv Texas Rio Grande Valley, Robert C Vackar Coll Business & Entrepreneurship, Edinburg, TX 78539 USA
Kalra, Ashish
Rostami, Amin
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机构:
Univ Minnesota, Labovitz Sch Business & Econ, 335Q LSBE,1318 Kirby Dr, Duluth, MN 55812 USAUniv Texas Rio Grande Valley, Robert C Vackar Coll Business & Entrepreneurship, Edinburg, TX 78539 USA
机构:
Umea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, SwedenUmea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, Sweden
Holmstrom, Jonny
Kostis, Angelos
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h-index: 0
机构:
Umea Univ, Umea Sch Business Econ & Stat, Biblioteksgrand 6, S-90187 Umea, Sweden
Stanford Univ, 482 Galvez Mall, Stanford, CA 94305 USAUmea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, Sweden
Kostis, Angelos
Galariotis, Emilios
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机构:
KIMEP Univ, Bang Coll Business, Dept Accounting & Finance, Dostyk Ave 87, Alma Ata 050000, KazakhstanUmea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, Sweden
Galariotis, Emilios
Roubaud, David
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机构:
Montpellier Business Sch, 2300 Ave Moulins, F-34000 Montpellier, FranceUmea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, Sweden
Roubaud, David
Zopounidis, Constantin
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机构:
Tech Univ Crete, Univ Campus, Khania 73100, GreeceUmea Univ, Swedish Ctr Digital Innovat, Dept Informat, Campustorget 5, S-90187 Umea, Sweden