Learning From Data: An Introduction to Statistical Reasoning using JASP

The 4th edition of this book explores the foundations of statistical reasoning, focusing on interpreting psychological data and statistical results. It is closely integrated with the free statistical analysis program JASP, includes a chapter on Bayesian statistics, and incorporates adjunct questions to improve comprehension. It also has a user-friendly approach, a consistent six-step procedure for hypothesis testing, multiple examples, and a focus on power.

Format: Paperback / softback
Length: 536 pages
Publication date: 16 July 2024
Publisher: Taylor & Francis Ltd

This extensively revised 4th edition delves into the core principles of statistical reasoning, with a primary emphasis on interpreting psychological data and statistical outcomes. This edition introduces three significant new features. Firstly, the book seamlessly integrates with the free statistical analysis program JASP, enabling students to learn how to utilize JASP for tasks such as constructing grouped frequency distributions, creating violin plots, conducting inferential statistical tests, and constructing confidence intervals. Secondly, in response to the increasing prevalence of Bayesian analyses in the professional literature, this edition includes a comprehensive chapter introducing Bayesian statistics (also utilizing JASP). Thirdly, the revised text incorporates adjunct questions, designed to challenge students' understanding after each major section. Cognitive psychology has extensively demonstrated the effectiveness of adjunct questions and related techniques, such as self-explanation, in enhancing comprehension.

Additional notable features of this book include:
• A user-friendly approach, prioritizing the explanation of complex concepts and the underlying logic. End-of-chapter tables summarize the hypothesis testing procedures introduced, while exercises reinforce information retention and practical application.
• A consistent use of a six-step procedure for all hypothesis tests, encapsulating the logical framework of statistical inference.
• Extensive examples of each major inferential statistical test, providing practical insights into statistical analysis.
• Boxed media reports illustrate key concepts and their real-world applications, enhancing the textbook's accessibility and relevance.
• A strong focus on power, with a dedicated chapter and power analysis procedures incorporated in each chapter.

In addition to these key features, this edition offers comprehensive digital resources, including extensive data sets seamlessly integrated throughout the textbook, and files for conducting analysis in JASP. This comprehensive package equips students with the tools and knowledge necessary to excel in statistical reasoning and interpretation, making it an invaluable resource for psychology, education, and social sciences courses.

Weight: 992g
Dimension: 253 x 180 x 31 (mm)
ISBN-13: 9780367457976
Edition number: 4 ed