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Journal ArticleDOI

PLS-SEM’s most wanted guidance

TLDR
In this paper , the most prominent questions and answers posed in a well-known PLS-SEM discussion forum were identified by using a text analysis technique to identify the most salient topics.
Abstract
Purpose Partial least squares structural equation modeling (PLS-SEM) has attracted much attention from both methodological and applied researchers in various disciplines – also in hospitality management research. As PLS-SEM is relatively new compared to other multivariate analysis techniques, there are still numerous open questions and uncertainties in its application. This study aims to address this important issue by offering guidance regarding its use in contexts with which researchers struggle. Design/methodology/approach The authors examine the most prominent questions and answers posed in a well-known PLS-SEM discussion forum. The authors do so by using a text analysis technique to identify the most salient topics. Findings The data analysis identifies three salient PLS-SEM topics (i.e. bootstrapping and significance testing, higher-order constructs and moderation). Research limitations/implications The results allow us to address the PLS-SEM community’s main methodological issues. The authors discuss each area separately and provide explanations and guidelines. Practical implications The guidelines on the most important PLS-SEM topics provide decision-making and application aids. In this way, the authors make a decisive contribution to clarifying ambiguities when applying the PLS-SEM method in hospitality management research and other disciplines. Originality/value There has as yet been no systematic analysis of this kind in the field of PLS-SEM; the authors, therefore, present the first research results. The findings and recommendations provide guidance for PLS-SEM applications in hospitality research and practice.

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Journal ArticleDOI

Disentangling the impact of ICT adoption on SMEs performance: the mediating roles of corpo-rate social responsibility and innovation

TL;DR: In this paper , the authors examined how ICT affects SMEs? performance through CSR and innovation, and showed that CSR-oriented ICT impacts innovation by changing strategies and business model in companies.
Journal ArticleDOI

A perspective on using partial least squares structural equation modelling in data articles.

TL;DR: In this paper , a perspective article on using partial least squares structural equation modelling (PLS-SEM) is intended as a guide for authors who wish to publish datasets that can be analyzed with this method as stand-alone data articles.
Journal ArticleDOI

A brief review of partial least squares structural equation modeling (PLS-SEM) use in quality management studies

TL;DR: The use of PLS-SEM in quality management often only draws on limited information and analysis results as mentioned in this paper , thus, the discipline would benefit from the method's more comprehensive use by following established guidelines.
Journal ArticleDOI

Improving PLS-SEM use for business marketing research

TL;DR: A review of studies published in Industrial Marketing Management over the past two decades and more shows that these studies not only used partial least squares structural equation modeling (PLS-SEM) widely to estimate and empirically substantiate theoretically established models with constructs, but did so increasingly as mentioned in this paper .
Journal ArticleDOI

Multigroup analysis of more than two groups in PLS-SEM: A review, illustration, and recommendations

TL;DR: In this article , the authors used an empirical illustration to fully understand multigroup analysis with more than two groups, providing valuable guidelines and comprehensible recommendations for researchers applying PLS-MGA.
References
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Journal ArticleDOI

A power primer.

TL;DR: A convenient, although not comprehensive, presentation of required sample sizes is providedHere the sample sizes necessary for .80 power to detect effects at these levels are tabled for eight standard statistical tests.
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A new criterion for assessing discriminant validity in variance-based structural equation modeling

TL;DR: In this paper, the heterotrait-monotrait ratio of correlations is used to assess discriminant validity in variance-based structural equation modeling. But it does not reliably detect the lack of validity in common research situations.
Journal ArticleDOI

When to use and how to report the results of PLS-SEM

TL;DR: A comprehensive overview of the considerations and metrics required for partial least squares structural equation modeling (PLS-SEM) analysis and result reporting can be found in this paper, where the authors provide an overview of previously and recently proposed metrics as well as rules of thumb for evaluating the research results based on the application of PLSSEM.
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A Critical Review of Construct Indicators and Measurement Model Misspecification in Marketing and Consumer Research

TL;DR: A set of conceptual criteria is developed that can be used to determine whether a construct should be modeled as having formative or reflective indicators, and an estimate of the extent of measurement model misspecification in the field is estimated.
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