A practical, structured audit template to identify and prioritize documentation, data, protocol, and workflow gaps that undermine reproducibility and research quality.
Why a Reproducibility & Quality Audit matters — and how to get started. Reproducible research is not a nice-to-have; it is the groundwork of trustworthy results, efficient teams, and reliable progress. Many organizations discover that the problem isn’t one dramatic failure but dozens of small gaps: missing protocol...
How to run a Reproducibility & Quality Audit and turn findings into action. Running an audit is as much about focus and follow-up as it is about the questions you ask. This practical guide shows how to scope an audit, use the walk‑through form, score findings, and convert them into prioritized work that fits your...
Measuring reproducibility: KPIs and a simple dashboard. Measurement keeps improvement accountable. These KPIs are pragmatic and observable for most research teams. Use them to track progress across audits and to report improvements to stakeholders. Recommended KPIs. Audit risk score (median) — Median overall...