What Ramya demonstrated

Built an end-to-end profit-paradox analysis: framed hypotheses and KPI drivers, audited the data for quality issues, wrote correct SQL for category and regional margin analysis, and translated the findings into a recovery forecast and prioritized recommendations. The work shows strong analytical discipline, especially in validating AI output and communicating the margin story to executives.

• Structural Hypothesis Formation
• Leakage-Free SQL Aggregation
• Root-Cause Prioritization
• Executive Business Communication