Scientists world-wide join forces to investigate reproducibility in social and behavioural sciences.

Investigating the reproducibility of the social and behavioral sciences,” a paper published today in Nature reports testing the reproducibility of a large sample of findings from the social and behavioural sciences and found room for improvement.

The study by an international collaboration of 128 scientists, part of the DARPA-funded SCORE programme, analysed 600 quantitative research papers published between 2009-2018 in 62 leading journals across disciplines such as economics, psychology, sociology, political science, and education. The Faculty of Psychology and Neuroscience was represented by professor Kai Jonas. 

The researchers examined whether authors shared data and analysis code and whether independent analysts could reproduce the reported statistical results.

Reproducibility, sharing is caring

Reproducibility means obtaining the same results by re-running the same analyses on the same dataset. It differs from replicability (testing the same question with new data) and robustness (testing the same question using alternative analyses on the same data).

The study found that data and code sharing remain limited. Only 24% of papers made their data available, and just 20% shared both data and code. Without access to these materials, independent verification of results is impossible.

When reproduction was possible, results were often—but not always—successfully reproduced. About 72% of the papers were reproduced approximately, while 53% matched the original results exactly. Availability of both data and code strongly improved reproducibility: 88% of such studies were reproduced approximately and 75% precisely. In contrast, when analysts had to reconstruct datasets from external sources, precise reproducibility dropped to about 11%.

Variations per discipline

Reproducibility rates also varied by discipline. Political science and economics performed better than other fields, possibly because journals in these areas more often require data sharing, code sharing, and reproducibility checks. “It’s too bad that our discipline, psychology, lags behind,” prof. Jonas adds “we’ve had wake up calls before and we’ve definitely made procedural improvements, pre-registration for example. But we don’t share our data and code enough. I hope this publication will encourage us to keep developing as a discipline, we can do better!”.

Prof. Jonas also emphasises the importance of participating in these kinds of large scale projects. “It offers you the opportunity to learn as a researcher by improving your methods and procedures for example, while making a valuable contribution to your field”.

Visit Nature to read the full publication.

Author:
Thom Frijns

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