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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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Technology Evaluation and Imitation: Do They Have Differential or Dichotomous Effects on ERP Adoption and Assimilation in China?

TL;DR: New ways for IT and innovation researchers to explore social behavior in IT diffusion processes are offered to consider the merits or risks of such behavior alongside the conventional rational approach (i.e., evaluation) are offered.
Journal ArticleDOI

The effect of compliance knowledge and compliance support systems on information security compliance behavior

TL;DR: A structural model is proposed based on the theory of planned behavior and the IT relatedness theory that behavioral belief about compliance and social pressure affect compliance knowledge and compliance intention, and compliance knowledge partially mediates the impact of both independent variables on compliance intention.
Journal ArticleDOI

Human error data collection and comparison with predictions by SPAR-H.

TL;DR: The empirical HEPs showed that the HEP decreased with experience and time availability levels, and the tendency of SPAR-H to produce relatively optimistic results in this study was shown.
Journal ArticleDOI

A Cross-Cultural Comparison of Electronic Government Adoption in Spain and the USA

TL;DR: The authors explore the effects of perceived ease of use, perceived usefulness, compatibility and trust on intentions to use e-government services and indicate that there are differences in the relationship between compatibility and use intention, with stronger effects in the USA sample.
Journal ArticleDOI

Effects of climate change policies on aviation carbon offsetting: a three-year panel study

TL;DR: In this article, a natural experiment, a panel of the same Australian residents was tracked over a three-year period before and after the historic COP21, and a hierarchical model was also tested using Partial Least Squares SEM.
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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