Why PLS-SEM is suitable for complex modelling? An empirical illustration in big data analytics quality

被引:290
作者
Akter, Shahriar [1 ]
Wamba, Samuel Fosso [2 ]
Dewan, Saifullah [3 ]
机构
[1] Univ Wollongong, Sydney Business Sch, Wollongong, NSW, Australia
[2] Toulouse Univ, Toulouse Business Sch, Toulouse, France
[3] Univ Canberra, Sch Informat Syst & Accounting, Fac Business Govt & Law, Canberra, ACT, Australia
关键词
PLS-SEM; big data; big data analytics quality; business value; satisfaction; PARTIAL LEAST-SQUARES; STRUCTURAL EQUATION MODELS; MULTIDIMENSIONAL CONSTRUCTS; MANAGEMENT RESEARCH; HIERARCHICAL MODEL; CRITICAL-LOOK; PATH; INFORMATION; PERFORMANCE; GUIDELINES;
D O I
10.1080/09537287.2016.1267411
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The emergence of multivariate analysis techniques transforms empirical validation of theoretical concepts in social science and business research. In this context, structural equation modelling (SEM) has emerged as a powerful tool to estimate conceptual models linking two or more latent constructs. This paper shows the suitability of the partial least squares (PLS) approach to SEM (PLS-SEM) in estimating a complex model drawing on the philosophy of verisimilitude and the methodology of soft modelling assumptions. The results confirm the utility of PLS-SEM as a promising tool to estimate a complex, hierarchical model in the domain of big data analytics quality.
引用
收藏
页码:1011 / 1021
页数:11
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