M.S. Applied Data Science - Capstone Chronicles 2025

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The midfielder analysis (see Figure 20) reveals significant performance differentiation, with Luka Modrić (241.3) demonstrating exceptional cumulative growth and maintaining strong projected momentum, followed by Eduardo Camavinga (93.2) and Jude Bellingham (138.0) showing steady improvement trajectories. The forecasting system identifies Aurélien Tchouaméni, Dani Ceballos, and other midfielders with more conservative but consistent growth patterns Figure 20 Real Madrid Midfielder Performance Forecasting: 16-Week Historical Analysis with 4-Week Predictions

Rüdiger, Ferland Mendy, and Federico Valverde, enabling optimized defensive rotations based on predicted performance peaks. Figure 21 Real Madrid Defender Performance Forecasting: 16 Week Historical Analysis with 4-Week Predictions

The goalkeeper analysis (see Figure 22) shows Thibaut Courtois (348.5) maintaining exceptional performance consistency with steady cumulative growth and strong projected trajectory, while Andriy Lunin (103.1) demonstrates promising development potential despite lower overall numbers, suggesting he could serve as a reliable backup or successor.

The defender analysis (see Figure 21) reveals Raúl Asencio (198.9) leading defensive performance with consistent upward trajectory, followed by Lucas Vázquez (148.0) and Dani Carvajal (132.7), while the forecasting system projects continued strong performance for key defenders including Antonio

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