Business;
Natural language processing;
Leadership;
Aerodynamics;
Social networking (online);
Behavioral sciences;
Computers;
Big data analytics;
customer relationship management (CRM);
firm performance;
leadership support;
natural language processing;
operational efficiency;
WORD-OF-MOUTH;
DYNAMIC CAPABILITIES;
SEARCH ENGINES;
HEALTH-CARE;
TRIPLE-A;
PLS-SEM;
PERFORMANCE;
INFORMATION;
MODELS;
AGILITY;
D O I:
10.1109/TEM.2022.3202871
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Big data analytics (BDA) is an advanced analytic technique used with very large and diverse sets of data from different sources. Natural language processing (NLP) is a technology that interfaces with different fields such as computer science, linguistics, and human-computer interactions. Over the past few years, there is a growing number of firms, which are using different BDA and NLP applications in their businesses. Only a few of the research have investigated different dimensions of NLP and BDA and their impacts on the overall organizational performance. There is a growing interest among researchers and practitioners in understanding the consequences for firms that adopt BDA and NLP applications. In this context, the aim of this article is to determine the factors for the usage of BDA and NLP applications in business. With the help of dynamic capability view theory and existing literature, a theoretical model was developed conceptually. Later, the model was validated using structural equation modeling approach considering 1287 samples from 23 firms, primarily based in Asia and Europe, which use NLP and BDA applications. The article finds that NLP and BDA applications help the firms to improve their operational efficiency, which in turn improves the overall firm performance.
机构:
Univ Wollongong, Sydney Business Sch, Wollongong, NSW, AustraliaUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
Akter, Shahriar
;
Wamba, Samuel Fosso
论文数: 0引用数: 0
h-index: 0
机构:
Toulouse Univ, Toulouse Business Sch, Toulouse, FranceUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
Wamba, Samuel Fosso
;
Dewan, Saifullah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Canberra, Sch Informat Syst & Accounting, Fac Business Govt & Law, Canberra, ACT, AustraliaUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USAWest Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USA
机构:
Univ Wollongong, Sydney Business Sch, Wollongong, NSW, AustraliaUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
Akter, Shahriar
;
Wamba, Samuel Fosso
论文数: 0引用数: 0
h-index: 0
机构:
Toulouse Univ, Toulouse Business Sch, Toulouse, FranceUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
Wamba, Samuel Fosso
;
Dewan, Saifullah
论文数: 0引用数: 0
h-index: 0
机构:
Univ Canberra, Sch Informat Syst & Accounting, Fac Business Govt & Law, Canberra, ACT, AustraliaUniv Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
机构:
West Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USAWest Virginia Univ, John Chambers Coll Business & Econ, Management Dept, POB 6025,1601 Univ Ave, Morgantown, WV 26506 USA