Introduction to the New Statistics

Cumming, Geoff|Calin-Jageman, Robert | Autoři

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ISBN: 9780367531508

This fully updated second edition is an essential introduction to inferential statistics. It is the first introductory statistics text to use an estimation approach with meta-analysis from the start and also to explain the new and exciting Open Science practices, which encourage replication and e...

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This fully updated second edition is an essential introduction to inferential statistics. It is the first introductory statistics text to use an estimation approach with meta-analysis from the start and also to explain the new and exciting Open Science practices, which encourage replication and enhance the trustworthiness of research.

This fully revised and updated second edition is an essential introduction to inferential statistics. It is the first introductory statistics text to use an estimation approach from the start and also to explain the new and exciting Open Science practices, which encourage replication and enhance the trustworthiness of research. The estimation approach, with meta-analysis (“the new statistics”), is exactly what’s needed for Open Science.

Key features of this new edition include:

  • Even greater prominence for Open Science throughout the book. Students easily understand basic Open Science practices and are guided to use them in their own work. There is discussion of the latest developments now being widely adopted across science and medicine.
  • Integration of new open-source esci (Estimation Statistics with Confidence Intervals) software, running in jamovi. This is ideal for the book and extends seamlessly to what’s required for more advanced courses, and also by researchers. See www.thenewstatistics.com/itns/esci/jesci/.
  • Colorful interactive simulations, including the famous dances, to help make key statistical ideas intuitive. These are now freely available through any browser. See www.esci.thenewstatistics.com/.
  • Coverage of both estimation and null hypothesis significance testing (NHST) approaches, with full guidance on how to translate between the two.
  • Effective learning strategies and pedagogical features to promote critical thinking, comprehension and retention

Designed for introduction to statistics, data analysis, or quantitative methods courses in psychology, education, and other social and health sciences, researchers interested in understanding Open Science and the new statistics will also appreciate this book. No familiarity with introductory statistics is assumed.

Obsah

1. Asking and Answering Research Questions

2. Research Fundamentals: Don’t Fool Yourself

3. Picturing and Describing Data

4. The Normal Distribution and Sampling

5. Confidence Intervals and Effect Sizes

6. p Values, Null Hypothesis Significance Testing, and Confidence Intervals

7. The Independent Groups Design

8. The Paired Design

9. Meta-Analysis

10. Open Science and Planning Research

11. Correlation

12. Regression

13. Frequencies, Proportions, and Risk

14. Extended Designs: One Independent Variable

15. Extended Designs: Two Independent Variables

16. Future Directions

Výrobce
Taylor & Francis
Jazyk
eng
Autor
Cumming, Geoff|Calin-Jageman, Robert
Obsah
Paperback / Softback
Rok vydání
2024
Počet stran
576

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