Opinion: A better approach for dealing with reproducibility and replicability in science

PNAS – Proceedings of the National Academy of Sciences of the United States of America
February 16, 2021; vol. 118 no. 7
https://www.pnas.org/content/118/7

 

Opinion
Leading scientists discuss current issues
Opinion: A better approach for dealing with reproducibility and replicability in science
Front Matter
James D. Nichols, Madan K. Oli, William. L. Kendall, and G. Scott Boomer
PNAS February 16, 2021 118 (7) e2100769118; https://doi.org/10.1073/pnas.2100769118
Science impacts our daily lives and guides national and international policies (1). Thus, results of scientific studies are of paramount importance; yet, there are concerns that many studies are not reproducible or replicable (2). To address these concerns, the National Research Council conducted a Consensus Study [NASEM 2019 (3)] that provides definitions of key concepts, discussions of problems, and recommendations for dealing with these problems. These recommendations are useful and well considered, but they do not go far enough in our opinion. The NASEM recommendations treat reproducibility and replicability as single-study issues, despite clear acknowledgement of the limitations of isolated studies and the need for research synthesis (3). We advocate a strategic approach to research, focusing on the accumulation of evidence via designed sequences of studies, as a means of dealing more effectively with reproducibility, replicability, and related problems. These sequences are designed to provide iterative tests based on comparison of data from empirical studies with predictions from competing hypotheses. Evidence is then formally accumulated based on the relative predictive abilities of the different hypotheses as the sequential studies proceed.