
The Credibility Gap
Evaluating and Improving Empirical Research in the Social Sciences
- 180 pages
- English
- ePUB (mobile friendly)
- Available on iOS & Android
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.
Frequently asked questions
- Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
- Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Information
Table of contents
- Cover
- Half-Title Page
- Title Page
- Copyright Page
- Dedication
- Table of Contents
- List of Figures
- List of Tables
- Preface and acknowledgments
- 1 Introduction
- 2 p-Values, statistical power and p-hacking
- 3 Preregistration
- 4 A framework for evaluating reproducibility and replicability1
- 5 Results from large-scale reproducibility studies1
- 6 Results from large-scale replicability studies
- 7 Predicting replications
- 8 A framework for evaluating heterogeneity and generalizability1
- 9 Empirical estimates of heterogeneity1
- 10 Meta-analysis and aggregating research findings
- 11 Debugging observational data studies
- 12 Discussion
- Index