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Best Practices in Data Cleaning : A Complete Guide to Everything You Need to Do Before and after Collecting Your Data by Jason W. Osborne (2012, Trade Paperback)

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Product Information

Many researchers jump from data collection directly into testing hypothesis without realizing these tests can go profoundly wrong without clean data. This book provides a clear, accessible, step-by-step process of important best practices in preparing for data collection, testing assumptions, and examining and cleaning data in order to decrease error rates and increase both the power and replicability of results.Jason W. Osborne, author of the handbook Best Practices in Quantitative Methods (SAGE, 2008) provides easily-implemented suggestions that are evidence-based and will motivate change in practice by empirically demonstrating--for each topic--the benefits of following best practices and the potential consequences of not following these guidelines.

Product Identifiers

Publisher
SAGE Publications, Incorporated
ISBN-10
1412988012
ISBN-13
9781412988018
eBay Product ID (ePID)
109280031

Product Key Features

Author
Jason w. Osborne
Format
Trade Paperback
Language
English
Topic
Methodology, Research, Statistics
Publication Year
2012
Type
Textbook
Genre
Social Science
Number of Pages
296 Pages

Dimensions

Item Length
9in
Item Height
0.6in
Item Width
6in
Item Weight
14 Oz

Additional Product Features

Lc Classification Number
H62
Reviews
'eoeThis book provides the perfect bridge between the formal study of statistics and the practice of statistics. It fills the gap left by many of the traditional texts that focus either on the technical presentation or recipe-driven presentation of topics.'e�, eoeThis book provides the perfect bridge between the formal study of statistics and the practice of statistics. It fills the gap left by many of the traditional texts that focus either on the technical presentation or recipe-driven presentation of topics.e, This book provides the perfect bridge between the formal study of statistics and the practice of statistics. It fills the gap left by many of the traditional texts that focus either on the technical presentation or recipe-driven presentation of topics.
Publication Name
Best Practices in Data Cleaning : A Complete Guide to Everything You Need to Do Before and after Collecting Your Data
Table of Content
Chapter 1. Why Data Cleaning is Important: Debunking the Myth of RobustnessPart 1. Best Practices as you Prepare for Data CollectionChapter 2. Power and Planning for Data Collection: Debunking the Myth of Adequate PowerChapter 3. Being True to the Target Population: Debunking the Myth of RepresentativenessChapter 4. Using Large Data Sets with Probability Sampling Frameworks: Debunking the Myth of EqualityPart 2. Best Practices in Data Cleaning and ScreeningChapter 5. Screening your Data for Potential Problems: Debunking the Myth of Perfect DataChapter 6. Dealing with Missing or Incomplete Data: Debunking the Myth of EmptinessChapter 7. Extreme and Influential Data Points: Debunking the Myth of EqualityChapter 8. Improving the Normality of Variables through Box-Cox Transformation: Debunking the Myth of Distributional IrrelevanceChapter 9. Does Reliability Matter? Debunking the Myth of Perfect MeasurementPart 3. Advanced Topics in Data CleaningChapter 10. Random Responding, Motivated Mis-Responding, and Response Sets: Debunking the Myth of the Motivated ParticipantChapter 11. Why Dichotomizing Continuous Variables is Rarely a Good Practice: Debunking the Myth of CategorizationChapter 12. The Special Challenge of Cleaning Repeated Measures Data: Lots of Pits to Fall intoChapter 13. Now that the Myths are Debunked... Visions of Rational Quantitative Methodology for the 21st Century
Copyright Date
2013
Lccn
2011-045607
Dewey Decimal
001.4/2
Intended Audience
College Audience
Dewey Edition
23
Illustrated
Yes

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Best Practices in Data Cleaning : A Complete Guide to Everything You Need to Do Before and after Collecting Your Data by Jason W. Osborne (2012, Trade Paperback)

About this product

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item 1 Best Practices in Data Cleaning: A Complete Guide to Everything You Need to...

item 2 Best Practices in Data Cleaning: A Complete Guide to Everything You - ACCEPTABLE

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Best Selling in Books

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A Court of Thorns and Roses Ser.: A Court of Thorns and Roses Paperback Box Set (5 Books) by Sarah J. Maas (2022, Trade Paperback)

Fast Like a Girl : A Woman's Guide to Using the Healing Power of Fasting to Burn Fat, Boost Energy, and Balance Hormones by Mindy Pelz (2022, Hardcover)

Scientific Healing Affirmations : (1924) by Paramahansa Yogananda (2019, Trade Paperback)

James : A Novel by Percival Everett (2024, Hardcover)

Save on Books

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If I Did It: Confessions of the Killer by The Goldman Family (English) Paperback

THE BOOK OF ENOCH - Translated by R. H Charles (1917 Translation, Hardback)

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