What Ahmed demonstrated

Built an end-to-end profit investigation that framed testable hypotheses, audited the data, and wrote correct SQL to quantify category and regional margin performance. The analysis isolated raw-material inflation, logistics, and discounting as the main profit drivers, then translated those findings into a prioritized recovery plan, forecast, and boardroom narrative.

• Structured Hypothesis Formation
• Leakage-Free / Correct SQL Reasoning
• Root-Cause Prioritization
• Executive Synthesis and Communication