The Credibility Gap
eBook - ePub

The Credibility Gap

Evaluating and Improving Empirical Research in the Social Sciences

  1. 180 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

The Credibility Gap

Evaluating and Improving Empirical Research in the Social Sciences

About this book

Which scientific results can we trust? This question has been brought to the forefront of research in the social sciences in recent years with the movement towards open science practices and preregistration. Systematic replication studies of laboratory experiments in the social sciences have found that only about half of the "statistically significant" results published in top journals can be replicated in the sense that similar results are achieved with new data. This low replicability may be even lower in studies based on observational data as such studies have more degrees of freedom in the analysis of the data leading to larger possibilities to selectively report more publishable findings.

In this book, the authors provide a framework for evaluating reproducibility, replicability and generalizability of empirical research in the social sciences. They define different types of reproducibility and replicability and show how they can be measured to evaluate the credibility of published findings. Different approaches to improving the credibility of published findings, such as preregistration with detailed pre-analysis plans, Registered Report publications, and preregistered prospective meta-analysis are also outlined and discussed. Even if published results are not systematically biased, the variation in results across populations, research designs, and analyses decreases the reliability and generalizability of published findings. The book shows how such heterogeneity in results can be measured and incorporated in the analysis to more accurately represent the uncertainty and thereby generalizability of reported results.

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Yes, you can access The Credibility Gap by Anna Dreber,Magnus Johannesson in PDF and/or ePUB format, as well as other popular books in Economics & Econometrics. We have over one million books available in our catalogue for you to explore.

Information

Year
2025
eBook ISBN
9781040342237
Edition
0

Table of contents

  1. Cover
  2. Half-Title Page
  3. Title Page
  4. Copyright Page
  5. Dedication
  6. Table of Contents
  7. List of Figures
  8. List of Tables
  9. Preface and acknowledgments
  10. 1 Introduction
  11. 2 p-Values, statistical power and p-hacking
  12. 3 Preregistration
  13. 4 A framework for evaluating reproducibility and replicability1
  14. 5 Results from large-scale reproducibility studies1
  15. 6 Results from large-scale replicability studies
  16. 7 Predicting replications
  17. 8 A framework for evaluating heterogeneity and generalizability1
  18. 9 Empirical estimates of heterogeneity1
  19. 10 Meta-analysis and aggregating research findings
  20. 11 Debugging observational data studies
  21. 12 Discussion
  22. Index