Statistical Power Analysis with Missing Data

A Structural Equation Modeling Approach

Nonfiction, Reference & Language, Education & Teaching, Teaching, Statistics, Health & Well Being, Psychology, Social & Cultural Studies, Social Science
Cover of the book Statistical Power Analysis with Missing Data by Adam Davey, Jyoti "Tina" Savla, Taylor and Francis
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Adam Davey, Jyoti "Tina" Savla ISBN: 9781135269302
Publisher: Taylor and Francis Publication: August 20, 2009
Imprint: Routledge Language: English
Author: Adam Davey, Jyoti "Tina" Savla
ISBN: 9781135269302
Publisher: Taylor and Francis
Publication: August 20, 2009
Imprint: Routledge
Language: English

Statistical power analysis has revolutionized the ways in which we conduct and evaluate research.  Similar developments in the statistical analysis of incomplete (missing) data are gaining more widespread applications. This volume brings statistical power and incomplete data together under a common framework, in a way that is readily accessible to those with only an introductory familiarity with structural equation modeling.  It answers many practical questions such as:

  • How missing data affects the statistical power in a study
  • How much power is likely with different amounts and types of missing data
  • How to increase the power of a design in the presence of missing data, and
  • How to identify the most powerful design in the presence of missing data.

Points of Reflection encourage readers to stop and test their understanding of the material.  Try Me sections test one’s ability to apply the material. Troubleshooting Tips help to prevent commonly encountered problems.  Exercises reinforce content and Additional Readings provide sources for delving more deeply into selected topics. Numerous examples demonstrate the book’s application to a variety of disciplines. Each issue is accompanied by its potential strengths and shortcomings and examples using a variety of software packages (SAS, SPSS, Stata, LISREL, AMOS, and MPlus).  Syntax is provided using a single software program to promote continuity but in each case, parallel syntax using the other packages is presented in appendixes.  Routines, data sets, syntax files, and links to student versions of software packages are found at www.psypress.com/davey. The worked examples in Part 2 also provide results from a wider set of estimated models.  These tables, and accompanying syntax, can be used to estimate statistical power or required sample size for similar problems under a wide range of conditions. 

Class-tested at Temple, Virginia Tech, and Miami University of Ohio, this brief text is an ideal supplement for graduate courses in applied statistics, statistics II, intermediate or advanced statistics, experimental design, structural equation modeling, power analysis, and research methods taught in departments of psychology, human development, education, sociology, nursing, social work, gerontology and other social and health sciences. The book’s applied approach will also appeal to researchers in these areas. Sections covering Fundamentals, Applications, and Extensions are designed to take readers from first steps to mastery.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Statistical power analysis has revolutionized the ways in which we conduct and evaluate research.  Similar developments in the statistical analysis of incomplete (missing) data are gaining more widespread applications. This volume brings statistical power and incomplete data together under a common framework, in a way that is readily accessible to those with only an introductory familiarity with structural equation modeling.  It answers many practical questions such as:

Points of Reflection encourage readers to stop and test their understanding of the material.  Try Me sections test one’s ability to apply the material. Troubleshooting Tips help to prevent commonly encountered problems.  Exercises reinforce content and Additional Readings provide sources for delving more deeply into selected topics. Numerous examples demonstrate the book’s application to a variety of disciplines. Each issue is accompanied by its potential strengths and shortcomings and examples using a variety of software packages (SAS, SPSS, Stata, LISREL, AMOS, and MPlus).  Syntax is provided using a single software program to promote continuity but in each case, parallel syntax using the other packages is presented in appendixes.  Routines, data sets, syntax files, and links to student versions of software packages are found at www.psypress.com/davey. The worked examples in Part 2 also provide results from a wider set of estimated models.  These tables, and accompanying syntax, can be used to estimate statistical power or required sample size for similar problems under a wide range of conditions. 

Class-tested at Temple, Virginia Tech, and Miami University of Ohio, this brief text is an ideal supplement for graduate courses in applied statistics, statistics II, intermediate or advanced statistics, experimental design, structural equation modeling, power analysis, and research methods taught in departments of psychology, human development, education, sociology, nursing, social work, gerontology and other social and health sciences. The book’s applied approach will also appeal to researchers in these areas. Sections covering Fundamentals, Applications, and Extensions are designed to take readers from first steps to mastery.

More books from Taylor and Francis

Cover of the book Costuming the Shakespearean Stage by Adam Davey, Jyoti
Cover of the book The Curse of Ham in the Early Modern Era by Adam Davey, Jyoti
Cover of the book Finance Against Poverty: Volume 2 by Adam Davey, Jyoti
Cover of the book The Path Of The Actor by Adam Davey, Jyoti
Cover of the book The Political Psychology of Attitudes towards the West by Adam Davey, Jyoti
Cover of the book Religious Interactions in Europe and the Mediterranean World by Adam Davey, Jyoti
Cover of the book The Routledge Handbook of Attachment: Theory by Adam Davey, Jyoti
Cover of the book Evaluating Family Programs by Adam Davey, Jyoti
Cover of the book Chinese Higher Education Reform and Social Justice by Adam Davey, Jyoti
Cover of the book The Routledge Handbook of Census Resources, Methods and Applications by Adam Davey, Jyoti
Cover of the book Culture, Class, and Critical Theory by Adam Davey, Jyoti
Cover of the book Bosnian Security after Dayton by Adam Davey, Jyoti
Cover of the book Racialized Schools by Adam Davey, Jyoti
Cover of the book A Neo-Hegelian Theology by Adam Davey, Jyoti
Cover of the book Strategic Marketing in Library and Information Science by Adam Davey, Jyoti
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy