E.4 Further resources

Incentives

More information on Registered Reports:

Assessing the effectiveness of Registered Reports:

Workflow of Registered Replication Reports (example AMPPS):

Brian Nosek on the importance of replication:

Statistics

Researcher degrees of freedom and QRP’s

Two papers on the reasons behind false discoveries:

More on the \(\alpha\)-debate:

Overview of methods to adjust the family-wise error rate:

Statistical power

An introductory video on statistical power by the OSF:

A video on consequences of low statistical power by the OSF:

An R package to assess Type S and Type M error rates:

Correcting for inflated effect sizes fueled by publication bias:

  • Simonsohn, U., Nelson, L. D., Simmons, J. P. (2014). \(p\)-Curve and Effect Size: Correcting for Publication Bias Using Only Significant Results. Perspectives on Psychological Science, 9(6), 666-681. https://doi.org/10.1177/1745691614553988

Frequentist power analysis in R:

G*Power - A Software for frequentist power analysis:

A blogpost on Bayesian power analysis:

Transparency

A survey that aimed to gain insight into why authors keep their data private:

  • Houtkoop, B. L., Chambers, C., Macleod, M., Bishop, D. V. M., Nichols, T. E., Wagenmakers, E.-J. (2018). Data Sharing in Psychology: A Survey on Barriers and Preconditions. Advances in Methods and Practices in Psychological Science, 1(1), 70-85. https://doi.org/10.1177/2515245917751886

More information on open science badges:

More information on TOP Guidelines:

A platform for disclosure statements:

Guidelines to write README files and Metadata:

More on the hows and whys of sharing:

  • Klein, O., Hardwicke, T. E., Aust, F., Breuer, J., Danielsson, H., Hoeflich Mohr, A., IJzerman, H., Nilsonne, G., Vanpaemel, W., Frank, M. C. (2018). A practical guide for transparency in psychological science. Collabra: Psychology, 4(1), 20. https://doi.org/10.1525/collabra.158

Miscellaneous

A comic about the replication crisis:

A youtube-playlist of 5-10 minute videos on open science:

A video on norms in science:

Highly recommended resources that provide a broad overview of the replication crisis, contributing factors, and solution attempts:

  • Chambers, C. (2017). The Seven Deadly Sins of Psychology: A Manifesto for Reforming the Culture of Scientific Practice. Princeton University Press. https://doi.org/10.1515/9781400884940

  • Munafò, M. R., Nosek, B. A., Bishop, D. V., Button, K. S., Chambers, C. D., Du Sert, N. P., … Ioannidis, J. P. (2017). A manifesto for reproducible science. Nature Human Behaviour, 1(1), 0021. https://doi.org/10.1038/s41562-016-0021