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The goal of this book is to put an array of tools at the fingertips of students, practitioners, and researchers by explaining approaches long used by survey statisticians, illustrating how existing software can be used to solve survey problems, and developing some specialized software where needed. This volume serves at least three audiences: (1) students of applied sampling techniques; 2) practicing survey statisticians applying concepts learned in theoretical or applied sampling courses; and (3) social scientists and other survey practitioners who design, select, and weight survey samples.
The text thoroughly covers fundamental aspects of survey sampling, such as sample size calculation (with examples for both single- and multi-stage sample design) and weight computation, accompanied by software examples to facilitate implementation. Features include step-by-step instructions for calculating survey weights, extensive real-world examples and applications, andrepresentative programming code in R, SAS, and other packages.
Since the publication of the first edition in 2013, there have been important developments in making inferences from nonprobability samples, in address-based sampling (ABS), and in the application of machine learning techniques for survey estimation. New to this revised and expanded edition:
¿ Details on new functions in the PracTools package
¿ Additional machine learning methods to form weighting classes
¿ New coverage of nonlinear optimization algorithms for sample allocation
¿ Reflecting effects of multiple weighting steps (nonresponse and calibration) on standard errors
¿ A new chapter on nonprobability sampling
¿ Additional examples, exercises, and updated references throughout
Richard Valliant, PhD, is Research Professor Emeritus at the Institute for Social Research at the University of Michigan and at the Joint Program in Survey Methodology at the University of Maryland. He is a Fellow of the American Statistical Association, an elected member of the International Statistical Institute, and has been an Associate Editor of the
Journal of the American Statistical Association
,
Journal of Official Statistics
, and
Survey Methodology
.
Jill A. Dever, PhD, is Senior Research Statistician at RTI International in Washington, DC. She is a Fellow of the American Statistical Association, Associate Editor for
Survey Methodology
and the
Journal of Official Statistics
, and an Assistant Research Professor in the Joint Program in Survey Methodology at the University of Maryland. She has served on several panels for the National Academy of Sciences and as a task force member for the American Association of Public Opinion Research's report on nonprobability sampling.
Frauke Kreuter, PhD, is Professor and Director of the Joint Program in Survey Methodology at the University of Maryland, Professor of Statistics and Methodology at the University of Mannheim, and Head of the Statistical Methods Research Department at the Institute for Employment Research (IAB) in Nürnberg, Germany. She is a Fellow of the American Statistical Association and has been Associate Editor of the
Journal of the Royal Statistical Society
,
Journal of Official Statistics
,
Sociological Methods and Research
,
Survey Research Methods
,
Public Opinion Quarterly
,
American Sociological Review
, and the
Stata Journal
. She is founder of the
International Program for Survey and Data Science
and co-founder of the
Coleridge Initiative.
The goal of this book is to put an array of tools at the fingertips of students, practitioners, and researchers by explaining approaches long used by survey statisticians, illustrating how existing software can be used to solve survey problems, and developing some specialized software where needed. This volume serves at least three audiences: (1) students of applied sampling techniques; 2) practicing survey statisticians applying concepts learned in theoretical or applied sampling courses; and (3) social scientists and other survey practitioners who design, select, and weight survey samples.
The text thoroughly covers fundamental aspects of survey sampling, such as sample size calculation (with examples for both single- and multi-stage sample design) and weight computation, accompanied by software examples to facilitate implementation. Features include step-by-step instructions for calculating survey weights, extensive real-world examples and applications, andrepresentative programming code in R, SAS, and other packages.
Since the publication of the first edition in 2013, there have been important developments in making inferences from nonprobability samples, in address-based sampling (ABS), and in the application of machine learning techniques for survey estimation. New to this revised and expanded edition:
¿ Details on new functions in the PracTools package
¿ Additional machine learning methods to form weighting classes
¿ New coverage of nonlinear optimization algorithms for sample allocation
¿ Reflecting effects of multiple weighting steps (nonresponse and calibration) on standard errors
¿ A new chapter on nonprobability sampling
¿ Additional examples, exercises, and updated references throughout
Richard Valliant, PhD, is Research Professor Emeritus at the Institute for Social Research at the University of Michigan and at the Joint Program in Survey Methodology at the University of Maryland. He is a Fellow of the American Statistical Association, an elected member of the International Statistical Institute, and has been an Associate Editor of the
Journal of the American Statistical Association
,
Journal of Official Statistics
, and
Survey Methodology
.
Jill A. Dever, PhD, is Senior Research Statistician at RTI International in Washington, DC. She is a Fellow of the American Statistical Association, Associate Editor for
Survey Methodology
and the
Journal of Official Statistics
, and an Assistant Research Professor in the Joint Program in Survey Methodology at the University of Maryland. She has served on several panels for the National Academy of Sciences and as a task force member for the American Association of Public Opinion Research's report on nonprobability sampling.
Frauke Kreuter, PhD, is Professor and Director of the Joint Program in Survey Methodology at the University of Maryland, Professor of Statistics and Methodology at the University of Mannheim, and Head of the Statistical Methods Research Department at the Institute for Employment Research (IAB) in Nürnberg, Germany. She is a Fellow of the American Statistical Association and has been Associate Editor of the
Journal of the Royal Statistical Society
,
Journal of Official Statistics
,
Sociological Methods and Research
,
Survey Research Methods
,
Public Opinion Quarterly
,
American Sociological Review
, and the
Stata Journal
. She is founder of the
International Program for Survey and Data Science
and co-founder of the
Coleridge Initiative.
Richard Valliant, PhD
, is Research Professor Emeritus at the Institute for Social Research at the University of Michigan and at the Joint Program in Survey Methodology at the University of Maryland. He is a Fellow of the American Statistical Association, an elected member of the International Statistical Institute, and has been an Associate Editor of the
Journal of the American Statistical Association
,
Journal of Official Statistics
, and
Survey Methodology
.
Jill A. Dever, PhD
, is Senior Research Statistician at RTI International in Washington, DC. She is a Fellow of the American Statistical Association, Associate Editor for
Survey Methodology
and the
Journal of Official Statistics
, and an Assistant Research Professor in the Joint Program in Survey Methodology at the University of Maryland. She has served on several panels for the National Academy of Sciences and as a task force member for the American Association of Public Opinion Research's report on nonprobability sampling.
Frauke Kreuter, PhD
, is Professor and Director of the Joint Program in Survey Methodology at the University of Maryland, Professor of Statistics and Methodology at the University of Mannheim, and Head of the Statistical Methods Research Department at the Institute for Employment Research (IAB) in Nürnberg, Germany. She is a Fellow of the American Statistical Association and has been Associate Editor of the
Journal of the Royal Statistical Society
,
Journal of Official Statistics
,
Sociological Methods and Research
,
Survey Research Methods
,
Public Opinion Quarterly
,
American Sociological Review
, and the
Stata Journal
. She is founder of the
International Program for Survey and Data Science
and co-founder of the
Coleridge Initiative.
- Step-by-step instructions for calculating survey weights
- Extensive real-world examples and applications throughout
- Demonstrates how to use existing software to solve survey problems
- The most up-to-date textbook and professional reference for statistical survey sampling
Erscheinungsjahr: | 2018 |
---|---|
Genre: | Soziologie |
Rubrik: | Wissenschaften |
Medium: | Taschenbuch |
Reihe: | Statistics for Social and Behavioral Sciences |
Inhalt: |
xxvi
776 S. 52 s/w Illustr. 14 farbige Illustr. 776 p. 66 illus. 14 illus. in color. |
ISBN-13: | 9783030066987 |
ISBN-10: | 3030066983 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: |
Valliant, Richard
Kreuter, Frauke Dever, Jill A. |
Auflage: | Softcover reprint of the original 2nd ed. 2018 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Statistics for Social and Behavioral Sciences |
Maße: | 235 x 155 x 43 mm |
Von/Mit: | Richard Valliant (u. a.) |
Erscheinungsdatum: | 26.12.2018 |
Gewicht: | 1,194 kg |
Richard Valliant, PhD
, is Research Professor Emeritus at the Institute for Social Research at the University of Michigan and at the Joint Program in Survey Methodology at the University of Maryland. He is a Fellow of the American Statistical Association, an elected member of the International Statistical Institute, and has been an Associate Editor of the
Journal of the American Statistical Association
,
Journal of Official Statistics
, and
Survey Methodology
.
Jill A. Dever, PhD
, is Senior Research Statistician at RTI International in Washington, DC. She is a Fellow of the American Statistical Association, Associate Editor for
Survey Methodology
and the
Journal of Official Statistics
, and an Assistant Research Professor in the Joint Program in Survey Methodology at the University of Maryland. She has served on several panels for the National Academy of Sciences and as a task force member for the American Association of Public Opinion Research's report on nonprobability sampling.
Frauke Kreuter, PhD
, is Professor and Director of the Joint Program in Survey Methodology at the University of Maryland, Professor of Statistics and Methodology at the University of Mannheim, and Head of the Statistical Methods Research Department at the Institute for Employment Research (IAB) in Nürnberg, Germany. She is a Fellow of the American Statistical Association and has been Associate Editor of the
Journal of the Royal Statistical Society
,
Journal of Official Statistics
,
Sociological Methods and Research
,
Survey Research Methods
,
Public Opinion Quarterly
,
American Sociological Review
, and the
Stata Journal
. She is founder of the
International Program for Survey and Data Science
and co-founder of the
Coleridge Initiative.
- Step-by-step instructions for calculating survey weights
- Extensive real-world examples and applications throughout
- Demonstrates how to use existing software to solve survey problems
- The most up-to-date textbook and professional reference for statistical survey sampling
Erscheinungsjahr: | 2018 |
---|---|
Genre: | Soziologie |
Rubrik: | Wissenschaften |
Medium: | Taschenbuch |
Reihe: | Statistics for Social and Behavioral Sciences |
Inhalt: |
xxvi
776 S. 52 s/w Illustr. 14 farbige Illustr. 776 p. 66 illus. 14 illus. in color. |
ISBN-13: | 9783030066987 |
ISBN-10: | 3030066983 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: |
Valliant, Richard
Kreuter, Frauke Dever, Jill A. |
Auflage: | Softcover reprint of the original 2nd ed. 2018 |
Hersteller: |
Springer International Publishing
Springer International Publishing AG Statistics for Social and Behavioral Sciences |
Maße: | 235 x 155 x 43 mm |
Von/Mit: | Richard Valliant (u. a.) |
Erscheinungsdatum: | 26.12.2018 |
Gewicht: | 1,194 kg |