Key concepts
Collaboration
All research roles are appropriated valued and credited
Accessibility
Stakeholders can access research outputs
Transparency
Processes are documented for others to assess and learn from
Contributorship
- Conceptualization
- Data curation
- Formal analysis
- Funding acquisition
- Investigation
- Methodology
- Project administration
- Resources
- Software
- Supervision
- Validation
- Visualization
- Writing (original draft)
- Writing (review & editing)
Tenzing: App/Paper
Open Materials/Data/Code
Computational Reproducibility
Of 35 articles published in Cognition with usable data, Hardwicke et al. (2018) found:
- only 11 could be reproduced independently
- 11 were reproducible with the original authors’ help
- 13 were not reproducible even by the original authors
An analysis by Nuijten et al. (2016) of over 250K p-values reported in 8 major psych journals from 1985 to 2013 found that:
- half the papers had at least one inconsistent p-value
- 1/8 of papers had errors that could affect conclusions
- errors more likely to be erroneously significant than not
Why Code? talk expanding on this
Open Research Support at University of Glasgow
Matt Mahon
Slides (via SharePoint)