Portfolio

Welcome to my portfolio, where football meets data. Explore a collection of projects focused on tactical analysis, player evaluation, and innovative data visualizations. From advanced predictive models to in-depth scouting reports, this portfolio showcases how analytics can drive impactful decisions in the world of football.

Tactical Football Analytics

Comparative League Analysis

This report examines league-wide trends in defensive performance and progression to evaluate how Belgian Pro League players adapt to different tactical systems. Using Munashe Garan’anga as a case study, it highlights metrics like aerial dominance, proactive interceptions, and ball progression, comparing them to elite defenders in the league. The analysis provides key insights into how players’ roles evolve across systems, offering a lens into the tactical demands of leagues like the Premier League or Serie A. A must-read for those exploring the interplay between individual performance and league identity.

Tactical Match Analysis

This in-depth analysis of Bayer Leverkusen’s 3-0 triumph over Bayern Munich explores the tactical brilliance behind the victory. Highlighting Xabi Alonso’s strategic approach, the report delves into Leverkusen’s pressing intelligence, midfield dominance, and devastating transitions that neutralized Bayern’s strengths. Through detailed visuals such as pass networks and xG comparisons, the analysis provides a comprehensive breakdown of key moments, including Grimaldo’s decisive goal. The report not only reflects the tactical nuances of the match but also serves as a blueprint for understanding modern football strategy at the highest level.

Player Scouting and Evaluation

Bayesian-enhanced Post Shot Expected Goals (PSxG)

This report introduces a cutting-edge Post-Shot Expected Goals (PSxG) model, specifically designed to enhance player scouting accuracy. Traditional metrics often fail to account for critical variables like shot velocity, proximity to the goal frame, and near-misses, leading to incomplete evaluations of a player’s finishing ability. By incorporating these factors and employing Bayesian analysis, this model dynamically refines predictions, even with limited data samples. Its application is particularly effective for identifying undervalued or emerging talent, such as young strikers, by uncovering deeper insights into their scoring potential. This work provides scouts and analysts with a powerful tool for making informed, data-driven recruitment decisions.

Scouting Report: Munashe Garan'anga

An in-depth evaluation of Munashe Garan’anga, a promising defender in the Danish Superliga. The report delves into his defensive metrics, such as aerial duels and interceptions, showcasing his strengths in proactive defending and tactical adaptability. It also highlights areas for growth, including ball progression and composure in possession-heavy systems. With comparative benchmarks against top defenders, this report outlines Munashe’s potential fit in European leagues and his readiness to meet the demands of modern football.

Applied Sports Research

The Impact of VAR on Fairness and Fan Satisfaction

This report explores how Video Assistant Referee (VAR) technology has influenced football’s fairness and fan engagement. Using a mixed-method approach of surveys, interviews, and social media sentiment analysis, it investigates whether VAR achieves its goal of reducing referee errors without compromising the emotional experience of the game. The findings highlight key tensions, such as the balance between fairness and spontaneity, generational divides in fan perceptions, and the need for greater transparency in decision-making. This study provides actionable recommendations for governing bodies to refine VAR protocols, ensuring technology aligns with football's traditions and fans' expectations.

Advancing Sustainability in Relagation-Battling Premier League Clubs

This strategic report explores how Premier League clubs at risk of relegation can adopt environmentally sustainable practices without compromising financial or competitive performance. It critiques inconsistent regulations and identifies key challenges, such as limited resources and weak enforcement mechanisms. The report offers actionable solutions, including cost-effective energy initiatives, government advocacy for green policies, and partnerships with NGOs. Highlighting success stories like Forest Green Rovers and Tottenham, it outlines how clubs can align with the league’s 2030 emission reduction targets while maintaining operational stability. This work emphasizes football’s unique role in driving global sustainability efforts.