What Kalyani demonstrated

Built a structured profit-paradox analysis that moved from hypotheses and KPI mapping to root-cause prioritisation, forecasting, and executive recommendations. Demonstrated strong business judgment by identifying cost, discounting, and regional margin pressure as the key drivers, then translating those findings into a clear board-level narrative and prioritised action plan.

• Structured Hypothesis Generation
• Driver-Based Business Analysis
• Executive Stakeholder Communication