Big data analytics use;
Bigness of data;
Data accessibility;
Data completeness;
IT proactive Climate;
Resource-based view;
INFORMATION-TECHNOLOGY CAPABILITY;
FIRM PERFORMANCE;
DATA QUALITY;
BUSINESS VALUE;
VALUE CREATION;
ORGANIZATIONAL AGILITY;
DATA COMPLETENESS;
PLS-SEM;
MANAGEMENT;
ADOPTION;
D O I:
10.1108/BIJ-11-2021-0670
中图分类号:
C93 [管理学];
学科分类号:
12 ;
1201 ;
1202 ;
120202 ;
摘要:
PurposeThis study uses the resource-based view (RBV) and isomorphism to investigate the influence of data-based resources (i.e. bigness of data, data accessibility (DA) and data completeness (DC)) on big data analytics (BDA) use under the moderation effect of organizational culture (i.e. IT proactive climate). It also analyzes the possible relationship between BDA implementation and value creation.Design/methodology/approachThe empirical validation of the research model was performed through a cross-sectional procedure to gather survey-based responses. The data obtained from a sample of 190 IT executives having relevant educational backgrounds and experienced in the field of big data and business analytics were analyzed using structural equation modeling.FindingsBDA usage can generate significant value if supported by proper levels of DA and DC, which are benefits obtained from the bigness of data (high volume, variety and velocity of data). In addition, data-driven benefits have stronger impacts on BDA usage in firms with higher levels of IT proactive climate.Originality/valueThe present paper has extended the existing literature as it demonstrates facilitating characteristic of data-based resources (i.e. DA and DC) on BDA implementation which can be intensified with an established IT proactive climate in the firm. Additionally, it provides further theoretical and practical insights which are illustrated ahead.
机构:
Kobe Univ, Grad Sch Business Adm, 2-1,Rokkodai Cho,Nada Ku, Kobe 6578501, JapanKobe Univ, Grad Sch Business Adm, 2-1,Rokkodai Cho,Nada Ku, Kobe 6578501, Japan
Morimura, Fumikazu
Sakagawa, Yuji
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机构:
Hokkaido Univ, Fac Econ & Business Div Modern Econ & Management, Kita9-Nishi7, Kita-ku, Sapporo 0600809, JapanKobe Univ, Grad Sch Business Adm, 2-1,Rokkodai Cho,Nada Ku, Kobe 6578501, Japan
机构:
Univ Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, PortugalUniv Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal
Corte-Real, Nadine
Ruivo, Pedro
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Univ Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, PortugalUniv Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal
Ruivo, Pedro
Oliveira, Tiago
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h-index: 0
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Univ Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, PortugalUniv Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal
Oliveira, Tiago
Popovic, Ales
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机构:
Univ Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal
Univ Ljubljana, Fac Econ, Kardeljeva Ploscad 17, SI-1000 Ljubljana, SloveniaUniv Nova Lisboa, NOVA IMS, Campus Campolide, P-1070312 Lisbon, Portugal