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Handbook of Statistical Data Editing and Imputation

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Description

A practical, one-stop reference on the theory and applications of statistical data editing and imputation techniques Collected survey data are vulnerable to error. In particular, the data collection stage is a potential source of errors and missing values. As a result, the important role of statistical data editing, and the amount of resources involved, has motivated considerable research efforts to enhance the efficiency and effectiveness of this process. Handbook of Statistical Data Editing and Imputation equips readers with the essential statistical procedures for detecting and correcting inconsistencies and filling in missing values with estimates. The authors supply an easily accessible treatment of the existing methodology in this field, featuring an overview of common errors encountered in practice and techniques for resolving these issues. The book begins with an overview of methods and strategies for statistical data editing and imputation. Subsequent chapters provide detailed treatment of the central theoretical methods and modern applications, with topics of coverage including: Localization of errors in continuous data, with an outline of selective editing strategies, automatic editing for systematic and random errors, and other relevant state-of-the-art methods Extensions of automatic editing to categorical data and integer data The basic framework for imputation, with a breakdown of key methods and models and a comparison of imputation with the weighting approach to correct for missing values More advanced imputation methods, including imputation under edit restraints Throughout the book, the treatment of each topic is presented in a uniform fashion. Following an introduction, each chapter presents the key theories and formulas underlying the topic and then illustrates common applications. The discussion concludes with a summary of the main concepts and a real-world example that incorporates realistic data along with professional insight into common challenges and best practices. Handbook of Statistical Data Editing and Imputation is an essential reference for survey researchers working in the fields of business, economics, government, and the social sciences who gather, analyze, and draw results from data. It is also a suitable supplement for courses on survey methods at the upper-undergraduate and graduate levels.

Author Biography:

Ton De Waal, PhD, is Head of the Department of Methodology atStatistics Netherlands, where he has also worked at the Division ofBusiness Statistics. Dr. de Waal has written numerous papers in hisareas of research interest, which include statistical data editingand imputation for business surveys and statistical disclosurecontrol. Jeroen Pannekoek, PhD, is Senior Researcher in the Department ofMethodology at Statistics Netherlands, where he currently leads theresearch program on data processing methodologies. He has publishedseveral papers on discrete data models, measurement errors,interviewer effects, and disclosure control methods. Sander Scholtus, MSc, is Researcher in the Department ofMethodology at Statistics Netherlands. He has conducted extensiveresearch on heuristic methods and algorithms for detecting andcorrecting errors in survey data.
Release date Australia
March 1st, 2011
Audience
  • Postgraduate, Research & Scholarly
Illustrations
Charts: 1 B&W, 0 Color; Drawings: 6 B&W, 0 Color; Screen captures: 1 B&W, 0 Color; Graphs: 4 B&W, 0 Color
Pages
464
Dimensions
158x236x31
ISBN-13
9780470542804
Product ID
8097347

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