Using PLS path modeling in new technology research: updated guidelines

被引:4486
作者
Henseler, Jorg [1 ]
Hubona, Geoffrey [2 ]
Ray, Pauline Ash [3 ]
机构
[1] Univ Twente, Lab Design Prod & Management, CTW, POB 217, NL-7500 AE Enschede, Netherlands
[2] Georgia R Sch, Chattanooga, TN USA
[3] Thomas Univ, Business Div, Thomasville, GA USA
关键词
PLS; Structural equation modeling; Guidelines; Model test; PARTIAL LEAST-SQUARES; STRUCTURAL EQUATION MODELS; LATENT-VARIABLES; FIT INDEXES; COMMON BELIEFS; FINITE MIXTURE; RETHINKING; VALIDITY; SEGMENTATION; CONSISTENT;
D O I
10.1108/IMDS-09-2015-0382
中图分类号
TP39 [计算机的应用];
学科分类号
080201 [机械制造及其自动化];
摘要
Purpose - Partial least squares (PLS) path modeling is a variance-based structural equation modeling (SEM) technique that is widely applied in business and social sciences. Its ability to model composites and factors makes it a formidable statistical tool for new technology research. Recent reviews, discussions, and developments have led to substantial changes in the understanding and use of PLS. The paper aims to discuss these issues. Design/methodology/approach - This paper aggregates new insights and offers a fresh look at PLS path modeling. It presents new developments, such as consistent PLS, confirmatory composite analysis, and the heterotrait-monotrait ratio of correlations. Findings - PLS path modeling is the method of choice if a SEM contains both factors and composites. Novel tests of exact fit make a confirmatory use of PLS path modeling possible. Originality/value - This paper provides updated guidelines of how to use PLS and how to report and interpret its results.
引用
收藏
页码:2 / 20
页数:19
相关论文
共 82 条
[1]
Aguirre-Urreta MI, 2015, COMMUN ASSOC INF SYS, V36, P33
[2]
Partial Least Squares and Models with Formatively Specified Endogenous Constructs: A Cautionary Note [J].
Aguirre-Urreta, Miguel I. ;
Marakas, George M. .
INFORMATION SYSTEMS RESEARCH, 2014, 25 (04) :761-778
[3]
Albers S., 2010, HDB PARTIAL LEAST SQ, P409, DOI DOI 10.1007/978-3-540-32827-819
[4]
[Anonymous], 1999, Test Theory A Unified Treat
[5]
[Anonymous], 2015, ADANCO 2.0
[6]
[Anonymous], 2010, Handbook of Partial Least Squares: Concepts, Methods and Applications, DOI [DOI 10.1007/978-3-540-32827-8_1, 10.1007/978-3-540-32827-83, DOI 10.1007/978-3-540-32827-83]
[7]
On making causal claims: A review and recommendations [J].
Antonakis, John ;
Bendahan, Samuel ;
Jacquart, Philippe ;
Lalive, Rafael .
LEADERSHIP QUARTERLY, 2010, 21 (06) :1086-1120
[8]
Becker J. M., 2013, INT C INF SYST MIL D
[9]
DISCOVERING UNOBSERVED HETEROGENEITY IN STRUCTURAL EQUATION MODELS TO AVERT VALIDITY THREATS [J].
Becker, Jan-Michael ;
Rai, Arun ;
Ringle, Christian M. ;
Voelckner, Franziska .
MIS QUARTERLY, 2013, 37 (03) :665-+
[10]
On Components, Latent Variables, PLS and Simple Methods: Reactions to Rigdon's Rethinking of PLS [J].
Bentler, Peter M. ;
Huang, Wenjing .
LONG RANGE PLANNING, 2014, 47 (03) :138-145