Bootstrapping and PLS-SEM: A step-by-step guide to get more out of your bootstrap results

被引:610
作者
Streukens, Sandra [1 ]
Leroi-Werelds, Sara [1 ]
机构
[1] Hasselt Univ, Dept Mkt & Strategy, P Martelarenlaan 42, BE-3500 Hasselt, Belgium
关键词
PLS-SEM; Bootstrapping; (Bias-corrected) percentile bootstrap confidence intervals; Statistical inference; Hypothesis testing; Direct effects; Indirect effects; Total effects; Comparing effects; Coefficient of determination; STRATEGIC MANAGEMENT RESEARCH; EUROPEAN MANAGEMENT; 3-STEP METHOD; PERFORMANCE; NUMBER; RECOMMENDATIONS; PRODUCT; QUALITY; FUTURE; FIT;
D O I
10.1016/j.emj.2016.06.003
中图分类号
F [经济];
学科分类号
02 ;
摘要
Statistical inference, which relies on bootstrapping in partial least squares structural equation modeling (PLS-SEM), lies at the heart of developing practically relevant and academically rigorous theory. Inspection of PLS-SEM applications in European management research reveals that there is still much to be gained in terms of bootstrapping. This paper suggests several bootstrapping best practices and demonstrates how to conduct them for frequently encountered, yet often ignored, PLS-SEM situations such as the assessment of (non) direct effects, the comparison of effects, and the evaluation of the coefficient of determination. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:618 / 632
页数:15
相关论文
共 67 条
[51]   Partial least squares structural equation modeling (PLS-SEM): A useful tool for family business researchers [J].
Sarstedt, Marko ;
Ringle, Christian M. ;
Smith, Donna ;
Reams, Russell ;
Hair, Joseph F., Jr. .
JOURNAL OF FAMILY BUSINESS STRATEGY, 2014, 5 (01) :105-115
[52]   The elephant in the room: Predictive performance of PLS models [J].
Shmueli, Galit ;
Ray, Soumya ;
Estrada, Juan Manuel Velasquez ;
Chatla, Suneel Babu .
JOURNAL OF BUSINESS RESEARCH, 2016, 69 (10) :4552-4564
[53]  
Shmueli G, 2011, MIS QUART, V35, P553
[54]   To Explain or to Predict? [J].
Shmueli, Galit .
STATISTICAL SCIENCE, 2010, 25 (03) :289-310
[55]   An assessment of the use of structural equation modeling in strategic management research [J].
Shook, CL ;
Ketchen, DJ ;
Hult, GTM ;
Kacmar, KM .
STRATEGIC MANAGEMENT JOURNAL, 2004, 25 (04) :397-404
[56]  
Siegel S., 1988, Nonparametric statistics for the behavioral sciences, V2nd
[57]   Silver Bullet or Voodoo Statistics? A Primer for Using the Partial Least Squares Data Analytic Technique in Group and Organization Research [J].
Sosik, John J. ;
Kahai, Surinder S. ;
Piovoso, Michael J. .
GROUP & ORGANIZATION MANAGEMENT, 2009, 34 (01) :5-36
[58]   International SME Alliances: The Impact of Alliance Building and Configurational Fit on Success [J].
Swoboda, Bernhard ;
Meierer, Markus ;
Foscht, Thomas ;
Morschett, Dirk .
LONG RANGE PLANNING, 2011, 44 (04) :271-288
[59]   PLS path modeling [J].
Tenenhaus, M ;
Vinzi, VE ;
Chatelin, YM ;
Lauro, C .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2005, 48 (01) :159-205
[60]  
Thietart R., 2001, DOING MANAGEMENT RES