From Script to STAMPED Research Object20 February 2026·9 minsReproducibility Rigor Transparency Reusable Accessible Pattern S — Self-contained T — Tracked A — Actionable M — Modular P — Portable E — Ephemeral D — Distributable STAMPED-intro shell POSIX awk make git singularity containersFour scenarios showing how to incrementally add STAMPED properties to a shell-based analysis using git, make, and singularity.