From messy data to decisions—how to structure work to deliver value.
Frame the decision
Define the business question and success metrics first; validate with stakeholders.
Make data usable
Profile, clean, and document. Version datasets and code. Establish baselines.
Communicate clearly
Explain trade‑offs, uncertainty, and impact; show before/after baselines.