Start with the essentials
Reproducibility requires a clear record of how results were produced.
Preserve scripts, software versions, assumptions and processing steps with the analysis.
Put it into practice
Ask a peer to follow the workflow on a permitted dataset and record what prevents replication.
Create a short working document for this activity. Record the decisions you make, the sources you consult and any questions that need an authoritative answer. Revisit the document after receiving feedback rather than treating the first version as final.
A practical reflection
- What is the specific outcome you want from this activity?
- Which information is verified, and which assumptions still need checking?
- What is the smallest useful action you can take next?
- Who can provide relevant, qualified feedback?
Continue exploring
Research & Discovery
Research questions
A research question should be focused, answerable and worth investigating.
Research & DiscoveryLiterature reviews
A literature review maps what is known and where uncertainty remains.
Research & DiscoveryResearch ethics
Ethical planning begins before data collection.