Big data analytics capability for improved performance of higher education institutions in the Era of IR 4.0: A multi-analytical SEM & ANN perspective.
被引:57
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作者:
Ashaari, Mohamed Azlan
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机构:
Univ Sains Malaysia, Sch Distance Educ, George Town, MalaysiaUniv Sains Malaysia, Sch Distance Educ, George Town, Malaysia
Ashaari, Mohamed Azlan
[1
]
Singh, Karpal Singh Dara
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机构:
Univ Sains Malaysia, Grad Sch Business, George Town, MalaysiaUniv Sains Malaysia, Sch Distance Educ, George Town, Malaysia
Singh, Karpal Singh Dara
[2
]
Abbasi, Ghazanfar Ali
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机构:
Al Akhawayn Univ, Sch Business Adm, Ifrane, MoroccoUniv Sains Malaysia, Sch Distance Educ, George Town, Malaysia
Abbasi, Ghazanfar Ali
[3
]
Amran, Azlan
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机构:
Univ Sains Malaysia, Grad Sch Business, George Town, MalaysiaUniv Sains Malaysia, Sch Distance Educ, George Town, Malaysia
Amran, Azlan
[2
]
Liebana-Cabanillas, Francisco J.
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机构:
Univ Granada, Fac Econ & Business Adm, Granada, SpainUniv Sains Malaysia, Sch Distance Educ, George Town, Malaysia
Liebana-Cabanillas, Francisco J.
[4
]
机构:
[1] Univ Sains Malaysia, Sch Distance Educ, George Town, Malaysia
[2] Univ Sains Malaysia, Grad Sch Business, George Town, Malaysia
[3] Al Akhawayn Univ, Sch Business Adm, Ifrane, Morocco
[4] Univ Granada, Fac Econ & Business Adm, Granada, Spain
Big data analytics;
Big data analytics capabilities;
Management capabilities;
People capabilities;
Technology capabilities;
Higher education institutions;
Performance;
IR4;
0;
Artificial neural network;
Partial least squares structural equation modelling;
SUPPLY CHAIN;
FIRM PERFORMANCE;
INFORMATION-TECHNOLOGY;
BUSINESS ANALYTICS;
DECISION;
STRATEGY;
IMPACT;
ORGANIZATIONS;
OPPORTUNITIES;
GOVERNANCE;
D O I:
10.1016/j.techfore.2021.121119
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Despite the growing interest towards big data within higher education institutions (HEI), research on big data analytics capability within the HEI context is somewhat limited. This study's main objective is to have a better understanding of the utilisation of big data analytics capability for data-driven decision-making to achieve better performance from Malaysian HEIs. Despite the growing interest towards big data within higher education institutions (HEI), research on big data analytics capability within the HEI context is rather limited. This study's main objective is to have a better understanding of the utilisation of big data analytics capability for data-driven decision-making to achieve better performance from Malaysian HEIs. This study validates an integrative model by combining information processing theory and resource-based view theory. Unlike extant literature, this study proposed methodology involving dual-stage analysis involving of Partial Least Squares Structural Equation Modelling and evolving Artificial Intelligence named deep learning (Artificial Neural Network) were performed. The application of deep ANN architecture can predict 83% of accuracy for the proposed model. Besides, the outcome of data-driven decision making from the relationship between big data analytic capability and datadriven decision making towards the performance of HEIs has significant findings. Results revealed that datadriven decision making could positively play an essential role in the relationship between big data analytic capability and performance of HEIs. Theoretically, the newly integrated theoretical model that incorporates information processing theory and resource-based view provides useful guidelines to HEI's about the crucial capabilities and resources that must be put into place to reap the benefits associated with big data implementations in the wake of Industry Revolution 4.0.
机构:
Univ Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, MalaysiaUniv Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, Malaysia
Baig, Maria Ijaz
Yadegaridehkordi, Elaheh
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机构:
Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Ctr Software Technol & Management, Bangi 43600, Selangor, MalaysiaUniv Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, Malaysia
Yadegaridehkordi, Elaheh
Shuib, Liyana
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h-index: 0
机构:
Univ Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, MalaysiaUniv Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, Malaysia
Shuib, Liyana
Sallehuddin, Hasimi
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h-index: 0
机构:
Univ Kebangsaan Malaysia, Fac Informat Sci & Technol, Ctr Software Technol & Management, Bangi 43600, Selangor, MalaysiaUniv Malaya, Fac Comp Sci & Informat Technol, Dept Informat Syst, Kuala Lumpur 50603, Malaysia
机构:
Univ Sains Malaysia, Grad Sch Business, Gelugor, MalaysiaUniv Sains Malaysia, Grad Sch Business, Gelugor, Malaysia
Khan, Rizwan Ullah
Richardson, Christopher
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h-index: 0
机构:
Univ Sains Malaysia, Grad Sch Business, Gelugor, MalaysiaUniv Sains Malaysia, Grad Sch Business, Gelugor, Malaysia
Richardson, Christopher
Salamzadeh, Yashar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sunderland, Fac Business Law & Tourism, Sch Business & Management, Sunderland, Durham, EnglandUniv Sains Malaysia, Grad Sch Business, Gelugor, Malaysia