What Manav demonstrated

Built an end-to-end profit-paradox analysis that moved from hypothesis framing and KPI mapping to SQL-based margin analysis, root-cause ranking, and a recovery forecast. The work culminated in ROI-aware recommendations and executive-ready communication that clearly distinguished profitable growth from margin erosion.

• Leakage-Free Business Framing
• Correct SQL Aggregation and Join Logic
• Root-Cause Prioritisation
• Executive-Level Synthesis