Big data analytics capability and decision making performance in emerging market firms: The role of contractual and relational governance mechanisms
被引:110
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作者:
Shamim, Saqib
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Univ Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, EnglandUniv Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, England
Shamim, Saqib
[1
]
Zeng, Jing
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Univ Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, EnglandUniv Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, England
Zeng, Jing
[1
]
Khan, Zaheer
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机构:
Univ Aberdeen, Kings Coll, Business Sch, Aberdeen AB24 3FX, ScotlandUniv Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, England
Khan, Zaheer
[2
]
Ul Zia, Najam
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Tomas Bata Univ Zlin, Fac Management & Econ, Zlin, Czech RepublicUniv Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, England
Ul Zia, Najam
[3
]
机构:
[1] Univ Kent, Kent Business Sch, Room G33,Chipperfield Bldg, Canterbury CT2 7NP, Kent, England
Big data;
Contractual governance;
Relational governance;
Big data analytics capability;
Culture;
Decision-making performance;
Emerging markets;
DYNAMIC CAPABILITIES;
PREDICTIVE ANALYTICS;
INNOVATION;
STRATEGY;
CULTURE;
D O I:
10.1016/j.techfore.2020.120315
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
This study examines the role of big data contractual and relational governance in big data decision-making performance of firms based in China. It investigates the mediation of big data analytics (BDA) capability in the association of contractual and relational governance with decision-making performance. Furthermore, moderating role of data-driven culture in the relationship of BDA capability and decision-making performance is examined. Data are collected from 108 Chinese firms engaged in big data-related activities. Structural equation modeling is employed to test the hypotheses. This study contributes towards the literature on big data management and governance mechanisms, by establishing the relationship of decision-making performance with big data contractual and relational governance directly and through the mediation of BDA capabilities. It also contributes towards knowledge based dynamic capabilities (KBDCs) view of firms, arguing that dynamic capabilities such as BDA capabilities can be influenced through knowledge sources and activities. We add to the discussions on whether contractual and relational governance are alternatives or they complement each other, by establishing the moderating role of big data relational governance in the relationship of contractual governance and decision-making performance. Finally, we argue that social capital can enhance KBDCs through contractual and relational governance in big data context.
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:
Sheffield Hallam Univ, Sheffield Business Sch, Sheffield, S Yorkshire, EnglandSheffield Hallam Univ, Sheffield Business Sch, Sheffield, S Yorkshire, England
Thi Song Hanh Pham
Le Monkhouse, Lien
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Univ Sheffield, Sch Management, Mkt, Sheffield, S Yorkshire, EnglandSheffield Hallam Univ, Sheffield Business Sch, Sheffield, S Yorkshire, England
Le Monkhouse, Lien
Barnes, Bradley R.
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机构:
Univ Sheffield, Sch Management, Sheffield, S Yorkshire, EnglandSheffield Hallam Univ, Sheffield Business Sch, Sheffield, S Yorkshire, England
机构:
UTM, Azman Hashim Int Business Sch, Kuala Lumpur, MalaysiaTunku Abdul Rahman Univ Coll, Fac Accountancy Finance & Business, Kuala Lumpur, Malaysia
Rasid, Siti Zaleha Abdul
Khalid, Haliyana
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机构:
UTM, Azman Hashim Int Business Sch, Kuala Lumpur, MalaysiaTunku Abdul Rahman Univ Coll, Fac Accountancy Finance & Business, Kuala Lumpur, Malaysia
Khalid, Haliyana
Ramayah, T.
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机构:
USM, Sch Management, Technol Management, George Town, MalaysiaTunku Abdul Rahman Univ Coll, Fac Accountancy Finance & Business, Kuala Lumpur, Malaysia
机构:
Natl Inst Technol, Dept Management Studies, Durgapur, W Bengal, India
Calcutta Business Sch, Decis Sci & Operat Management Area, South 24 Parganas, W Bengal, IndiaNatl Inst Technol, Dept Management Studies, Durgapur, W Bengal, India
Biswas, Sanjib
Bandyopadhyay, Gautam
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Natl Inst Technol, Dept Management Studies, Durgapur, W Bengal, IndiaNatl Inst Technol, Dept Management Studies, Durgapur, W Bengal, India
Bandyopadhyay, Gautam
Pamucar, Dragan
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机构:
Univ Belgrade, Fac Org Sci, Dept Operat Res & Stat, Belgrade, SerbiaNatl Inst Technol, Dept Management Studies, Durgapur, W Bengal, India
Pamucar, Dragan
Sanyal, Aparajita
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机构:
Calcutta Business Sch, Mkt Area, South 24 Parganas, W Bengal, IndiaNatl Inst Technol, Dept Management Studies, Durgapur, W Bengal, India