What Mohammed demonstrated

Built an end-to-end used-car pricing analysis for VW and Audi listings in the UK market. Combined EDA, feature engineering, and model comparison to show that a Random Forest outperformed a linear baseline, then translated the results into a pricing recommendation for a Certified Pre-Owned team with concrete thresholds and pilot guidance.

• Leakage-Free Feature Engineering
• Honest Model Evaluation
• Business Translation of Model Results