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How to Write Up and Report PLS Analyses

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TLDR
A discussion of key differences and rationale that researchers can use to support their use of PLS is provided, followed by two examples from the discipline of Information Systems.
Abstract
The objective of this paper is to provide a basic framework for researchers interested in reporting the results of their PLS analyses. Since the dominant paradigm in reporting Structural Equation Modeling results is covariance based, this paper begins by providing a discussion of key differences and rationale that researchers can use to support their use of PLS. This is followed by two examples from the discipline of Information Systems. The first consists of constructs with reflective indicators (mode A). This is followed up with a model that includes a construct with formative indicators (mode B).

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The impact of corporate social responsibility on customer loyalty in hypermarkets: A new socially responsible strategy

TL;DR: In this article, the impact of corporate social responsibility (CSR) activities on retailers' performance (hypermarkets) is analyzed using a comprehensive conceptualization of CSR, which reveals that CSR has positive implications for hypermarkets' performance and illustrates which CSR dimensions are the most important to focus on.
Journal ArticleDOI

Impact of support from social network on entrepreneurial intention of fresh business graduates: A structural equation modelling approach

TL;DR: In this article, the authors investigated the relationship between perceived social support from one's social network and entrepreneurial intention (EI), and found that SS positively influences EI and also this relationship is fully mediated by attitude towards entrepreneurship (ATE), subjective norms (SN) and perceived behavioural control (PBC).
Journal ArticleDOI

Supporting entrepreneurial business success at the base of pyramid through entrepreneurial competencies

TL;DR: In this article, the influence of support provided by large private organizations (LPOs) in terms of technical and training, increased entrepreneurial competencies among the BoP entrepreneurs in Bangladesh.
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Understanding the soft side of software projects: An empirical study on the interactive effects of social skills and political skills on complexity – performance relationship

TL;DR: In this article, the dynamic nature of complexity-performance relationship by integrating social exchange theory with recent developments in project management research to develop and test a novel framework involving interactive roles of social skills and political skills in software-projects.
Journal ArticleDOI

Factors Influencing the Adoption of Big Data Analytics in the Digital Transformation Era: Case Study of Jordanian SMEs

TL;DR: In this paper , the authors examined the influence of technological, organizational and environmental factors on big data adoption in the Jordanian SMEs context, using PLS-SEM for the analysis and found that the relative advantage, complexity, security, top management support, organizational readiness and government support influenced the adoption of BD, whilst pressure of competition and compatibility appeared to be of insignificant influence.
References
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Book

Statistical Power Analysis for the Behavioral Sciences

TL;DR: The concepts of power analysis are discussed in this paper, where Chi-square Tests for Goodness of Fit and Contingency Tables, t-Test for Means, and Sign Test are used.
Journal ArticleDOI

Evaluating Structural Equation Models with Unobservable Variables and Measurement Error

TL;DR: In this paper, the statistical tests used in the analysis of structural equation models with unobservable variables and measurement error are examined, and a drawback of the commonly applied chi square test, in additit...
Journal ArticleDOI

Cross-Validatory Choice and Assessment of Statistical Predictions

TL;DR: In this article, a generalized form of the cross-validation criterion is applied to the choice and assessment of prediction using the data-analytic concept of a prescription, and examples used to illustrate the application are drawn from the problem areas of univariate estimation, linear regression and analysis of variance.
Journal ArticleDOI

A Partial Least Squares Latent Variable Modeling Approach for Measuring Interaction Effects: Results from a Monte Carlo Simulation Study and an Electronic-Mail Emotion/Adoption Study

TL;DR: A new latent variable modeling approach is provided that can give more accurate estimates of interaction effects by accounting for the measurement error that attenuates the estimated relationships.
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