IdoTreibatch/supply-chain-analysis-assignment

--- license: cc0-1.0 --- # Supply Chain Disruption & Recovery Analysis ## 🎥 Presentation Video <video src="https://huggingface.co/datasets/IdoTreibatch/supply-chain-analysis-assignment/resolve/main/%D7%9E%D7%98%D7%9C%D7%94%201%20%D7%A1%D7%A8%D7%98%D7%95%D7%9F%20%D7%A2%D7%A8%D7%95%D7%9A.mp4" controls="controls" style="max-width: 720px;"></video> ## 📊 Project Overview This project explores a dataset of 100,000 supply chain disruption events. The goal is to identify key factors influencing financial loss and recovery time. ### Key Insights from EDA: * **Costliest Disruption:** Cyber Attacks result in the highest average revenue loss. * **Production Impact:** There is a strong correlation (0.76) between disruption severity and production impact. * **Outliers:** Significant outliers were found in financial loss and recovery days. We decided to keep them as they represent critical "Black Swan" events essential for risk assessment. ## 🛠️ Data Handling * **Cleaning:** No missing values or duplicates were found. * **Normalization:** All dates were parsed into datetime objects. * **Visualizations:** Boxplots were used for outlier detection, and Heatmaps for correlation analysis.