In this book, readers embark on an in-depth journey into conducting complex survey analysis with the {srvyr} package and tidyverse family of functions from the R programming language. Additionally, this book teaches readers how to interpret and communicate results of survey data effectively.
In this book, readers embark on an in-depth journey into conducting complex survey analysis with the {srvyr} package and tidyverse family of functions from the R programming language. Additionally, this book teaches readers how to interpret and communicate results of survey data effectively.Hinweis: Dieser Artikel kann nur an eine deutsche Lieferadresse ausgeliefert werden.
Stephanie Zimmer, PhD, is a senior survey statistician with 10 years experience in survey sampling and design, survey weighting and analysis, and data management. She is an expert statistical programmer in R, SAS, and SUDAAN. She earned her PhD in Statistics from Iowa State University and her BS in Statistics from NC State. After earning the RStudio Tidyverse Trainer certification, she co-taught two courses on tidy survey analysis in R. She is currently a Senior Research Statistician at RTI International. Rebecca J. Powell, PhD, is the Director of Data Management and Survey Programming at Fors Marsh. Her research interests focus on visual design of questionnaires and contact materials. Dr. Powell is a Certified RStudio Tidyverse Trainer and has taught courses and webinars on data management in R and tidy survey analysis in R at both AAPOR and MAPOR. She has a PhD in Survey Research and Methodology from the University of Nebraska-Lincoln and a BS and MS in Applied Statistics from Rochester Institute of Technology. Isabella Velásquez is a content strategist, data enthusiast, and author. Her experience spans data collection, grantmaking, strategy development, and survey instrument development. She earned her MSc in Analytics and BA in Economics and East Asian Languages and Civilizations from the University of Chicago. She currently works as a Sr. Product Marketing Manager at Posit Software, PBC.
Inhaltsangabe
Part 1: Introduction 1. Introduction 2. Overview of surveys 3. Survey data documentation Part 2: Analysis 4. Getting started 5. Descriptive analyses 6. Statistical testing 7. Modeling Part 3: Reporting 8. Communication of results 9. Reproducible research Part 4: Real life data 10. Sample designs and replicate weights 11. Missing data 12. Successful survey analysis recommendations Part 5: Vignettes 13. National Crime Victimization Survey Vignette 14. AmericasBarometer Vignette Appendix A. Importing survey data into R B. ANES derived variable codebook C. RECS derived variable codebook D. Exercise solutions Bibliography Index
Part 1: Introduction 1. Introduction 2. Overview of surveys 3. Survey data documentation Part 2: Analysis 4. Getting started 5. Descriptive analyses 6. Statistical testing 7. Modeling Part 3: Reporting 8. Communication of results 9. Reproducible research Part 4: Real life data 10. Sample designs and replicate weights 11. Missing data 12. Successful survey analysis recommendations Part 5: Vignettes 13. National Crime Victimization Survey Vignette 14. AmericasBarometer Vignette Appendix A. Importing survey data into R B. ANES derived variable codebook C. RECS derived variable codebook D. Exercise solutions Bibliography Index
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