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Partial least squares structural equation modeling (PLS-SEM) has become a standard approach for analyzing complex inter-relationships between observed and latent variables. Researchers appreciate the many advantages of PLS-SEM such as the possibility to estimate very complex models and the method’s flexibility in terms of data requirements and measurement specification. This practical open access guide provides a step-by-step treatment of the major choices in analyzing PLS path models using R, a free software environment for statistical computing, which runs on Windows, macOS, and UNIX computer platforms. Adopting the R software’s SEMinR package, which brings a friendly syntax to creating and estimating structural equation models, each chapter offers a concise overview of relevant topics and metrics, followed by an in-depth description of a case study. Simple instructions give readers the “how-tos” of using SEMinR to obtain solutions and document their results. Rules of thumb in every chapter provide guidance on best practices in the application and interpretation of PLS-SEM.
Ten chapters discuss key aspects of advanced PLS analysis and its practical applications, covering new guidelines and improvements in the use of PLS-PM as well as various individual topics.
Diese Open Access Publikation bündelt Ergebnisse aus der ersten Förderphase des interdisziplinären DFG-Schwerpunktprogramms 2267 „Digitalisierung der Arbeitswelten“. Digitalisierung verändert Arbeit mit vielfältigen Konsequenzen für Arbeit(smarkt) und Qualifizierung. Wie dramatisch und grundsätzlich diese Veränderungen sind, wird seit Jahren kontrovers diskutiert und anwendungsbezogen erforscht. Das Schwerpunktprogramm nimmt die Veränderung der Arbeitsgesellschaft als Ganzes in den Blick – Geschichts-, Sozial- und Wirtschaftswissenschaften analysieren die vielschichtigen und widersprüchlichen Dynamiken als eine systemische Transformation. Leitend ist dabei die These von drei Bewegungsdynamiken: die Durchdringung (z.B. von digitalen Arbeitsprozessen), die Verfügbarmachung (z.B. von Daten über einzelne Arbeitshandlungen) und die Verselbständigung (z.B. von datengetriebenen Wertschöpfungsketten). Methodische Reflexionen zu Erfassbarkeit der Transformation runden den Band ab.
This book pulls together robust practices in Partial Least Squares Structural Equation Modeling (PLS-SEM) from other disciplines and shows how they can be used in the area of Banking and Finance. In terms of empirical analysis techniques, Banking and Finance is a conservative discipline. As such, this book will raise awareness of the potential of PLS-SEM for application in various contexts. PLS-SEM is a non-parametric approach designed to maximize explained variance in latent constructs. Latent constructs are directly unobservable phenomena such as customer service quality and managerial competence. Explained variance refers to the extent we can predict, say, customer service quality, by exa...
An authoritative, up-to-date survey of the state of the art in artificial intelligence, written for non-specialists.
Australia’s nature is exceptional, wonderful and important. But much has been lost, and the ongoing existence of many species now hangs by a thread. Against a relentless tide of threats to our biodiversity, many Australians, and government and non-government agencies, have devoted themselves to the challenge of conserving and recovering plant and animal species that now need our help to survive. This dedication has been rewarded with some outstanding and inspiring successes: of extinctions averted, of populations increasing, of communities actively involved in recovery efforts. Recovering Australian Threatened Species showcases successful conservation stories and identifies approaches and ...
Highlights the achievements and significance of women playwrights in early American drama.
The meat of wild species, referred to in this report as ‘wild meat’, is an essential source of protein and a generator of income for millions of forest-living communities in tropical and subtropical regions. However, unsustainable harvest rates currently
Considers films that lurk on the boundaries of acceptability in taste, style, and politics. B Is for Bad Cinema continues and extends, but does not limit itself to, the trends in film scholarship that have made cult and exploitation films and other low genres increasingly acceptable objects for critical analysis. Springing from discussions of taste and value in film, these original essays mark out the broad contours of badthat is, aesthetically, morally, or commercially disreputablecinema. While some of the essays share a kinship with recent discussions of B movies and cult films, they do not describe a single aesthetic category or represent a single methodology or critical agend...
"This reference offers a wide-ranging selection of key research in a complex field of study,discussing topics ranging from using machine learning to improve the effectiveness of agents and multi-agent systems to developing machine learning software for high frequency trading in financial markets"--Provided by publishe