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:
Univ Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, MalaysiaUniv Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, Malaysia
Maroufkhani, Parisa
Wagner, Ralf
论文数: 0引用数: 0
h-index: 0
机构:
Univ Kassel, DMCC, D-34125 Kassel, GermanyUniv Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, Malaysia
Wagner, Ralf
Ismail, Wan Khairuzzaman Wan
论文数: 0引用数: 0
h-index: 0
机构:
Sulaiman AlRajhi Coll, Sulaiman AlRajhi Sch Business, Al Bukayriyah 51941, Saudi ArabiaUniv Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, Malaysia
Ismail, Wan Khairuzzaman Wan
Baroto, Mas Bambang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, MalaysiaUniv Teknol Malaysia, Azman Hashim Int Business Sch, Kuala Lumpur 54100, Malaysia
机构:
Univ Sharjah, Coll Business Adm, Dept Management, Sharjah, U Arab EmiratesUniv Sharjah, Coll Business Adm, Dept Management, Sharjah, U Arab Emirates
Tipu, Syed Awais Ahmad
Fantazy, Kamel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Winnipeg, Winnipeg, MB, CanadaUniv Sharjah, Coll Business Adm, Dept Management, Sharjah, U Arab Emirates
机构:
Bina Nusantara Univ, BINUS Business Sch Doctor Res Management, Jakarta, Indonesia
Minist Finance, Directorate Transformat & Informat Syst, Jakarta, IndonesiaBina Nusantara Univ, BINUS Business Sch Doctor Res Management, Jakarta, Indonesia
机构:
Univ Manchester, Alliance Manchester Business Sch, Manchester, Lancs, EnglandUniv Manchester, Alliance Manchester Business Sch, Manchester, Lancs, England
Liu, Chien-Hung
Mehandjiev, Nikolay
论文数: 0引用数: 0
h-index: 0
机构:
Univ Manchester, Alliance Manchester Business Sch, Manchester, Lancs, EnglandUniv Manchester, Alliance Manchester Business Sch, Manchester, Lancs, England
Mehandjiev, Nikolay
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2020,
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