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Multilevel Modeling Of Categorical Outcomes Using Ibm Spss


Author : Ronald H Heck
language : en
Publisher: Routledge
Release Date : 2013-05-07


PDF Download Multilevel Modeling Of Categorical Outcomes Using Ibm Spss Books For free written by Ronald H Heck and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-05-07 with Psychology categories.


This is the first workbook that introduces the multilevel approach to modeling with categorical outcomes using IBM SPSS Version 20. Readers learn how to develop, estimate, and interpret multilevel models with categorical outcomes. The authors walk readers through data management, diagnostic tools, model conceptualization, and model specification issues related to single-level and multilevel models with categorical outcomes. Screen shots clearly demonstrate techniques and navigation of the program. Modeling syntax is provided in the appendix. Examples of various types of categorical outcomes demonstrate how to set up each model and interpret the output. Extended examples illustrate the logic of model development, interpretation of output, the context of the research questions, and the steps around which the analyses are structured. Readers can replicate examples in each chapter by using the corresponding data and syntax files available at www.psypress.com/9781848729568. The book opens with a review of multilevel with categorical outcomes, followed by a chapter on IBM SPSS data management techniques to facilitate working with multilevel and longitudinal data sets. Chapters 3 and 4 detail the basics of the single-level and multilevel generalized linear model for various types of categorical outcomes. These chapters review underlying concepts to assist with trouble-shooting common programming and modeling problems. Next population-average and unit-specific longitudinal models for investigating individual or organizational developmental processes are developed. Chapter 6 focuses on single- and multilevel models using multinomial and ordinal data followed by a chapter on models for count data. The book concludes with additional trouble shooting techniques and tips for expanding on the modeling techniques introduced. Ideal as a supplement for graduate level courses and/or professional workshops on multilevel, longitudinal, latent variable modeling, multivariate statistics, and/or advanced quantitative techniques taught in psychology, business, education, health, and sociology, this practical workbook also appeals to researchers in these fields. An excellent follow up to the authors’ highly successful Multilevel and Longitudinal Modeling with IBM SPSS and Introduction to Multilevel Modeling Techniques, 2nd Edition, this book can also be used with any multilevel and/or longitudinal book or as a stand-alone text introducing multilevel modeling with categorical outcomes.

Neue Trends In Den Sozialwissenschaften


Author : Sebastian Jäckle
language : de
Publisher: Springer-Verlag
Release Date : 2017-05-24


PDF Download Neue Trends In Den Sozialwissenschaften Books For free written by Sebastian Jäckle and has been published by Springer-Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-05-24 with Social Science categories.


Dieses Buch stellt einige wichtige und zukunftsträchtige neuere Methoden in den Sozialwissenschaften vor. Ziel des Buches ist, einerseits deren Grundlogik zu klären und andererseits zu zeigen, inwiefern sie den klassischen Methodenkatalog sinnvoll ergänzen können. Dazu wird das Spektrum an mit diesen Techniken bearbeitbaren Fragestellungen aufgezeigt, Beispielarbeiten diskutiert, nötige Voraussetzungen z.B. in Bezug auf die Datenqualität angesprochen, und damit insgesamt das Potential dieser Verfahren veranschaulicht. Zudem gibt jeder Beitrag praktische Tipps für die Umsetzung eigener Forschungsarbeiten und anhand kommentierter Literaturempfehlungen Ansatzpunkte für die intensivere Beschäftigung mit den Methoden. Daneben wird (sofern angebracht) kurz diskutiert welche Softwarepakete sich für die Anwendung eignen.

Multilevel And Longitudinal Modeling With Ibm Spss


Author : Ronald H. Heck
language : en
Publisher: Routledge
Release Date : 2013-08-22


PDF Download Multilevel And Longitudinal Modeling With Ibm Spss Books For free written by Ronald H. Heck and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-22 with Psychology categories.


This book demonstrates how to use multilevel and longitudinal modeling techniques available in the IBM SPSS mixed-effects program (MIXED). Annotated screen shots provide readers with a step-by-step understanding of each technique and navigating the program. Readers learn how to set up, run, and interpret a variety of models. Diagnostic tools, data management issues, and related graphics are introduced throughout. Annotated syntax is also available for those who prefer this approach. Extended examples illustrate the logic of model development to show readers the rationale of the research questions and the steps around which the analyses are structured. The data used in the text and syntax examples are available at www.routledge.com/9780415817110. Highlights of the new edition include: Updated throughout to reflect IBM SPSS Version 21. Further coverage of growth trajectories, coding time-related variables, covariance structures, individual change and longitudinal experimental designs (Ch.5). Extended discussion of other types of research designs for examining change (e.g., regression discontinuity, quasi-experimental) over time (Ch.6). New examples specifying multiple latent constructs and parallel growth processes (Ch. 7). Discussion of alternatives for dealing with missing data and the use of sample weights within multilevel data structures (Ch.1). The book opens with the conceptual and methodological issues associated with multilevel and longitudinal modeling, followed by a discussion of SPSS data management techniques which facilitate working with multilevel, longitudinal, and cross-classified data sets. Chapters 3 and 4 introduce the basics of multilevel modeling: developing a multilevel model, interpreting output, and trouble-shooting common programming and modeling problems. Models for investigating individual and organizational change are presented in chapters 5 and 6, followed by models with multivariate outcomes in chapter 7. Chapter 8 provides an illustration of multilevel models with cross-classified data structures. The book concludes with ways to expand on the various multilevel and longitudinal modeling techniques and issues when conducting multilevel analyses. Ideal as a supplementary text for graduate courses on multilevel and longitudinal modeling, multivariate statistics, and research design taught in education, psychology, business, and sociology, this book’s practical approach also appeals to researchers in these fields. The book provides an excellent supplement to Heck & Thomas’s An Introduction to Multilevel Modeling Techniques, 2nd Edition; however, it can also be used with any multilevel and/or longitudinal modeling book or as a stand-alone text.

Multivariate Datenanalyse


Author : Dirk Wentura
language : de
Publisher: Springer-Verlag
Release Date : 2015-05-06


PDF Download Multivariate Datenanalyse Books For free written by Dirk Wentura and has been published by Springer-Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-05-06 with Psychology categories.


Was sind Multivariate Verfahren? Wozu dienen sie, wie werden sie richtig eingesetzt? Das Buch liefert einen fundierten Überblick über diese wichtige Klasse von Verfahren, die in der Psychologie und den Sozialwissenschaften zunehmend an Bedeutung gewinnt. So werden einerseits die vielfältigen Möglichkeiten dieser Methoden aufgezeigt, aber auch auf Grenzen und Schwächen hingewiesen. Zahlreiche Beispiele und eine verständliche Sprache tragen zur Lebendigkeit dieser zu keinem Zeitpunkt langweiligen Einführung bei.

Einf Hrung In Die Mehrebenenanalyse


Author : Uwe Engel
language : de
Publisher: Springer-Verlag
Release Date : 2013-07-02


PDF Download Einf Hrung In Die Mehrebenenanalyse Books For free written by Uwe Engel and has been published by Springer-Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-07-02 with Social Science categories.


Das Buch führt an Beispielen aus der wissenschaftlichen Umfrageforschung in Techniken der statistischen Mehrebenenanalyse ein und zeigt auf, wie diese Techniken für struktursoziologische Analysen genutzt werden können. Behandelt werden hierarchische lineare Modelle für kontinuierliche Variablen, Modelle für Paneldaten und multivariate Analysen sowie hierarchische Modelle für kategoriale Variablen. Der Autor zeigt, wie die Mehrebenenanalyse für die Analyse von Daten mit fehlenden Werten ("missig data") eingesetzt werden kann. Weitere Lösungsansätze zur Handhabung von Surveydaten mit zufällig bzw. nicht zufällig fehlenden Werten werden vorgestellt und an Beispielen veranschaulicht. Daten und Programmieranweisungen der im Buch vorgestellten Anwendungsbeispiele können für Lehr- und Übungszwecke von der Internet-Adresse des Autors heruntergeladen werden.

Performing Data Analysis Using Ibm Spss


Author : Lawrence S. Meyers
language : en
Publisher: John Wiley & Sons
Release Date : 2013-08-12


PDF Download Performing Data Analysis Using Ibm Spss Books For free written by Lawrence S. Meyers and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-12 with Computers categories.


Each chapter of Performing Data Analysis Using IBM SPSS covers a particular statistical procedure and offers the following: an example problem or analysis goal, together with a data set; IBM SPSS analysis with step-by-step analysis setup and accompanying screen shots; and IBM SPSS output with screen shots and narrative on how to read or interpret the results of the analysis.

Big Data


Author : Stefanie King
language : de
Publisher: Springer-Verlag
Release Date : 2014-07-14


PDF Download Big Data Books For free written by Stefanie King and has been published by Springer-Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-07-14 with Language Arts & Disciplines categories.


Stefanie King geht in ihrem Buch der Frage nach, weshalb Big Data, trotz des hohen Wertschöpfungspotentials, bis heute nicht in allen Industriezweigen und Unternehmen genutzt wird. Im ersten Teil des Buches behandelt sie die technologischen und kommunikationswissenschaftlichen Grundlagen sowie die Einsatzgebiete von Big Data. Anschließend untersucht sie die Barrieren und entwickelt potentielle Lösungsansätze. Die Autorin zeigt, dass die Herausforderungen von Big Data primär die Bereiche Daten, Ethik, Gesellschaft, Organisation, Rechtslage sowie Technologie betreffen, und erklärt, wie Unternehmen diese beeinflussen können. Die praktische Umsetzung von Potential und Lösungen veranschaulicht Stefanie King anhand eines führenden Unternehmens der Gesundheitsbranche in den Vereinigten Staaten von Amerika.