Preparing Data for Analysis: From Raw to Ready

Preparing Data for Analysis: From Raw to Ready (Quantitative Applications in the Social Sciences) book cover

Preparing Data for Analysis: From Raw to Ready (Quantitative Applications in the Social Sciences)

Author(s): Bianca Manago (Author)

  • Publisher finelybook 出版社: SAGE Publications, Inc
  • Publication Date 出版日期: October 14, 2025
  • Edition 版本: 1st
  • Language 语言: English
  • Print length 页数: 224 pages
  • ISBN-10: 1071919563
  • ISBN-13: 9781071919569

Book Description

This book focuses on the process of preparing raw data for analysis―commonly known as data cleaning. It covers a range of topics including data compilation, variable naming and labeling, data examination, and variable re-coding and transformations, among others. Author Bianca Manago discusses best practices for data preparation and analysis, emphasizing the importance of prioritizing transparency, best practices for writing script files, and file naming and organization. Two example projects and datasets are used to illustrate the methods in the book, and the datasets, script files, and output files in both R and Stata are available to download at https://github.com/biancamanago/DataPreparation_QASS2025.

Editorial Reviews

About the Author

Bianca Manago is an Assistant Professor of Sociology at Vanderbilt University. She has taught both graduate and undergraduate statistics courses and has also taught workshops on data cleaning and workflow for Statistical Horizons. She received her doctorate in sociology and master’s in applied statistics from Indiana University. She also has a master’s in sociology and undergraduate degrees in sociology and philosophy from Texas A&M University.

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