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Shots Maps Analysis

Freelance
Analytics

Goal

01

This football analytics project dives into scoring patterns across Europe's top leagues through detailed shot data analysis. I'm scraping coordinate data for every shot taken in the top 5 leagues, focusing particularly on the locations and characteristics of successful goals from the leading scorers.

Result

02

The heart of the project lies in transforming these raw coordinates into rich visual shot maps that tell the story of how each top striker finds the back of the net. When processing the data, I compile key metrics like expected goals, actual scoring rates, and shooting distances to paint a complete picture of each player's finishing prowess.

The visualization phase brings this data to life through detailed shot maps plotted on a football pitch diagram. Each goal gets marked at its exact location, with additional context like shot type and placement adding depth to the analysis. The final output combines these striking visual elements with statistical insights, revealing patterns in how elite forwards approach their craft - from their preferred shooting positions to their efficiency from various locations on the pitch.

This project exemplifies the power of thoughtful design and strategic execution ✨. By staying true to the core vision, we have set a new standard for future endeavors.

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Michael Tsopanoglou

Services

01

01. Data Science & Analytics

• Exploratory Data Analysis • Data Visualization • Python Libraries • Microsoft Excel • Microsoft Power BI • Tableau

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02. Computer Science

• Python Programming • R Programming • SQL Programming • Informative Systems Experience • C Experience

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03. Machine Learning

• Predictive Models • Classification • Clustering • Regression

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04. Sports Analytics

• Certified Sports Analytics Professional • Football Analytics • Basketball Analytics • Advanced Match & Player Reports • Predictive Models on Sports

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05. Mathematics

• Statistics • Hypothesis Testing • Simulation • Regression Analysis • Calculus • Linear Algebra • Probabilities • Stohastic Processes

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06. Economics & Business

• Sales Analytics • Micro & Macroeconomics • Dashboards • Social Media • Marketing

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language

02
Greek Native
English Proficient

Skills

03
Python
R
SQL
Tableau
Power BI
Microsoft Excel

Reviews

04
user

Platon Tinios

I know Mr.Tsopanoglou reasonably well, given that I taught him for four courses at Piraeus University: compulsory first year Macroeconomics (pass grade 10/10), second-year Social Insurance (10/10), third year Insurance Economics (10/10) and final year Economics of Ageing (10/10) . These courses deal with economic concepts and real world applications and are graded mostly by essay questions testing comprehension, breadth of understanding and the ability to build a reasoned argument. His excellent performance in those subjects testifies to his application and is partly due to the submission of interesting optional term papers. His grades place him at the top 15% or so of our Department, which in any case is known for marking conservatively. An important point to note is that fewer than 10% of our students manage to complete the course in the minimum four years (he is likely to complete the degree by February 2025 if not earlier). It is obvious from the above that Mr.Tsopanoglou is a person of ability. This quality will serve him well in a master’s course of his own choosing, while he is likely to respond well to the challenges of studying in English. In conclusion, I have no reservations to recommend him.

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Education

05
  • 01. ECPE English Proficiency

    2017

    Michigan University

  • 02. Sports Analytics Course

    2023
    Certificate

    Workearly | Certified by Credly

  • 03. Statistics

    2020-2024

    University of Piraeus

Experience

06
  • 01. Data Collector | SportLevel

    2022

    Completed comprehensive training on the rules and usage of the company's system. Demonstrated attention to detail and accuracy in inserting data into the system after attending various sport matches. Utilized strong organizational skills to efficiently manage and prioritize tasks. Contributed to the overall success of the company by providing reliable and accurate data collection services

  • 02. Data Collector | IMG Arena

    2023 - Present

    Completed comprehensive training on the rules and usage of the company's software and hardware. Demonstrated attention to detail and accuracy in inserting Football and Basketball data into the system after attending various sport matches. Attended several matches of Top Tier Leagues, such as Greek Super League, Basketball Euroleague, Eurocup.

  • 03. Data Scientist | Freelancing

    2022 - Present

    I have completed multiple projects, delivering data-driven solutions for various clients across different industries and applying advanced analytical and machine learning techniques to drive insights, improve processes, and support decision-making. My work spans areas such as predictive modeling, data visualization, and statistical analysis.

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