Amit Kumar Mishra

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Shot Map (UCL Final 2019) (Data source: fbref):
Visualizes match events to generate actionable reports.

Player Readiness Predictor (Data source: Oura Ring API):
A regression-based application designed to predict readiness scores for players, scalable to an entire squad.

USL Telestration Clip:
Performed Telestration using Once.de and In-Play software on a USL game clip to analyze tactical plays.

Fbref Data Analysis (Data source: fbref)
• Scraped & cleaned extensive soccer metrics data (possession, passing accuracy, chance creation) from fbref
• Implemented K-means clustering and PCA to identify three distinct playing styles among MLS clubs in 2025
• Validated findings against actual league performance metrics, demonstrating correlation between identified clusters and goal-scoring outcomes

Liverpool FC Causal Analysis (Data source: fbref)
Explored Liverpool’s transition-heavy playing style using data science techniques to correlate numbers with tactical perceptions.

Orlando City SC Spatial Control
Generated data from game clips to achieve high spatial control in the attacking third and optimize rest defense for transitions.