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R Data Analysis without Programming : Explanation and Interpretation - David W. Gerbing

R Data Analysis without Programming

Explanation and Interpretation

By: David W. Gerbing

Hardcover | 30 January 2023 | Edition Number 2

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The new edition of this innovative book, R Data Analysis Without Programming, prepares the readers to quickly analyse data and interpret statistical results using R. Professor Gerbing has developed lessR, which is a ground-breaking method in alleviating the challenges of R programming. The lessR extends R, removing the need for programming. This edition expands upon the first edition's introduction to R through lessR which enables the readers to learn how to organize data for analysis, read the data into R, and generate output without performing numerous functions and programming exercises first. With lessR, readers can select the necessary procedure and change the relevant variables with simple function calls. The text reviews and explains basic statistical procedures with the lessR enhancements added to the standard R environment. Using lessR, data analysis with R becomes immediately accessible to the novice user and easier to use for the experienced user.

Highlights along with content new to this edition include:

  • Explanation and Interpretation of all data analysis techniques, more than a computer manual, this book shows the reader how to explain and interpret the results.
  • Quick Starts introduce readers to the concepts and commands reviewed in the chapters.
  • Clear, relaxed writing style more effectively communicates the underlying concepts than more stilted academic writing.
  • Extensive margin notes highlight, define, illustrate, and cross-reference the key concepts. When readers encounter a term previously discussed, the margin notes identify the page number for the initial introduction.
  • Scenarios that highlight the use of a specific analysis followed by the corresponding R/lessR input, output, and an interpretation of the results.
  • Numerous examples of output from psychology, business, education, and other social sciences, that demonstrate the analysis and how to interpret results.
  • Two data sets, provided on the website and analyzed multiple times in the book, provide continuity throughout.
  • Comprehensive: A wide range of data analysis techniques are presented throughout the book.
  • Integration with machine learning as regression analysis is presented from both the traditional perspective and from the modern machine learning perspective.
  • End of chapter worked problems help readers test their understanding of the concepts.
  • A website at www.lessRstats.com that features the lessR program, the book's data sets referenced in standard text and SPSS formats so readers can practice using R/lessR by working through the text examples and worked problems, PDF slides for each chapter, solutions to the book's worked problems, links to R/lessR videos to help readers better understand the program, and more.

This book is ideal for graduate and undergraduate courses in statistics beyond the introductory course, research methods, and or any course in which R is used, taught in departments of psychology, business, education, and other social and health sciences, this book is also appreciated by researchers interested in using R for their data analysis. Prerequisites include basic statistical knowledge, though the concepts are explained from the beginning in the book. Previous knowledge of R is not assumed.

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