Data Analytics Hub
Explore tactical insights, player evaluations, and data visualizations to enhance your understanding of football.
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
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Comparative League Analysis
This report explores how defenders in the Belgian Pro League adapt to different tactical systems, using Munashe Garan’anga as a case study. By analyzing aerial dominance, proactive interceptions, and ball progression, the piece compares his metrics to elite defenders in the league. It provides key insights into how player roles evolve across systems and what that means for those making the jump to leagues like the Premier League or Serie A. A must-read for anyone interested in defensive performance and tactical adaptability.
Tactical Match Analysis
This analysis dives into Bayer Leverkusen’s dominant win over Bayern Munich, breaking down how Xabi Alonso’s tactical setup exploited Bayern’s weaknesses. From intelligent pressing and midfield control to deadly transitions, Leverkusen executed a near-perfect game plan. Using pass networks, xG comparisons, and key moments like Grimaldo’s goal, this report highlights the tactical details that shaped the match and what they reveal about modern football strategy at the highest level.
This piece breaks down the key battles ahead of Brentford vs. Liverpool, focusing on how Arne Slot’s system has changed Liverpool’s approach to pressing, transitions, and defensive structure. Brentford’s home form, their direct style, and Liverpool’s ability to adapt in possession are all major factors in this matchup. Using xG, pressing metrics, and defensive trends, this analysis highlights where the game could be won or lost, offering insights for those looking beyond the scoreline.
Match Preview
Player Scouting and Evaluation
Bayesian-enhanced Post Shot Expected Goals (PSxG)
This report introduces a new Post-Shot Expected Goals (PSxG) model designed to give scouts and analysts a more accurate read on finishing ability. Traditional metrics often miss key details like shot velocity, proximity to the goal frame, and near-misses, leading to incomplete evaluations. By factoring in these elements and using Bayesian analysis, this model sharpens predictions even with limited data samples. It’s especially useful for spotting undervalued or emerging talent, offering a data-driven edge in recruitment decisions.
Scouting Report: Munashe Garan'anga
This report offers an in-depth look at Munashe Garan’anga, a rising defender in the Danish Superliga. It explores key defensive metrics like aerial duels and interceptions, highlighting his strengths in proactive defending and tactical adaptability. The analysis also identifies areas for growth, such as ball progression and composure in possession-heavy systems. By comparing his performance to top defenders, this piece evaluates his potential fit in European leagues and assesses his readiness for the challenges of modern football.
Applied Sports Research
The Impact of VAR on Fairness and Fan Satisfaction
This report examines how Video Assistant Referee (VAR) technology has impacted fairness and fan engagement in football. Using surveys, interviews, and social media sentiment analysis, it explores whether VAR reduces referee errors without diluting the emotional intensity of the game. The findings reveal key tensions, including fairness vs. spontaneity, generational divides in fan perception, and the need for greater transparency. This study offers actionable recommendations for governing bodies to refine VAR protocols, ensuring that technology enhances the game while respecting its traditions and the expectations of fans.


Advancing Sustainability in Relagation-Battling Premier League Clubs
This report examines how Premier League clubs facing relegation can implement sustainable practices without sacrificing financial stability or competitive edge. It critiques inconsistent regulations and key challenges like limited resources and weak enforcement, while offering actionable solutions—from cost-effective energy initiatives to government advocacy and NGO partnerships. Featuring success stories like Forest Green Rovers and Tottenham, it explores how clubs can meet the league’s 2030 emission targets while maintaining stability, highlighting football’s unique role in global sustainability efforts.