• Collected and analyzed 8 types of raw telemetry data for user trajectory prediction
• Reduced the number of features from 216 to 48 using principal component analysis
• Developed a LightGBM model using a statistical feature-based approach with ±98% macro-F1 score, optimized for battery usage by eliminating the need for GPS

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