What Furas demonstrated

Built an end-to-end profitability investigation that moved from hypothesis framing and data audit through correct SQL analysis, Pareto root-cause identification, and a credible recovery forecast. The candidate translated the findings into board-ready recommendations and stakeholder messaging, showing strong judgment about margin, discount discipline, logistics, and raw-material cost pressure.

• Leakage-Free Problem Framing
• Correct SQL Aggregation and Join Logic
• Pareto Root-Cause Analysis
• Executive Business Communication