What does reproducible actually require?
That someone else can rerun your analysis and get your numbers. In practice: pinned dependencies, fixed random seeds, data access documented, and a script or notebook that runs end to end. Many rubrics now test this by actually trying.
This comes up on MS Data Science Support, where it is answered in the context of the work itself.
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