Tell the Data Story

Tell one story: reconstructed cycle first, then impact, then the deficiency register (finding + decision + dE/dK/dI + receiver). dK names Team Upskill Engine as input only; dE automate/delegate names AI SDLC as a candidate. Render skill is a pick. Publish proven findings — do not re-classify. Never equate issue lead/cycle (business days) with MR hours; prefer median + n; name contributor roles.