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Applied Football Analytics - Looking at real-world cases · LearnSpace
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Applied Football Analytics - Looking at real-world cases

Курс от Real Madrid Graduate School Universidad Europea
Начальный≈ 17.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

This course explores how football analytics is applied in real-world professional environments, moving from theory to practice across performance analysis, scouting, club strategy, and media. Learners will follow the workflows used by elite analysts, from pre-match preparation and in-match evaluation to post-match reporting, and understand how clubs build data-driven processes to support coaching and decision-making. Through detailed case studies, the course examines how scouting databases are designed, how key performance metrics and ranking systems are built, and how clubs integrate qualitative evaluations with advanced models such as xG, xT, packing, clustering, and weighted scoring systems. Learners will also analyse how clubs assess team performance using Expected Points, Monte Carlo simulations, phase-of-play analysis, set-piece modelling, squad planning, ageing curves, and contract evaluation. Finally, the course explores how analytics influences football media, from radar charts to real-time broadcast overlays, and the psychology behind numbers, helping learners recognise common misinterpretations and build stronger data-driven arguments. By the end, learners will understand how analytics supports tactical insights, recruitment, forecasting, and storytelling across the football ecosystem.

Навыки, которые вы освоите

Data IntegrationDatabasesMedia and CommunicationsBusiness AnalyticsCase StudiesInnovationDatabase DesignAdvanced AnalyticsAnalysisPeople AnalyticsData LiteracyData SynthesisAnalytical SkillsData CompilationData StorytellingPersuasive CommunicationStrategic Decision-MakingForecastingBusiness MetricsInteractive Data Visualization

Программа курса

4 модулей · 46 учебных материалов

01Performance Analysis: Understanding the Game11 материалов

Course introduction

Welcome readingЧтение

Preparing for the Game – Pre-Match Reports and Opponent Scouting

The Language of Analysis: Creating Effective Pre-Match ReportsВидеоFrom Data to Decisions: Opponent Scouting That Drives PerformanceВидеоComplementary Resources on Preparing for the Game – Pre-Match Reports and Opponent Scouting

Учитесь у экспертов

Marisa Sáenz

Преподаватель курса

Applied Football Analytics - Looking at real-world cases
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Обучение на Coursera

≈ 17.6 ч

4 модулей

Язык: Английский

Часть программы вашего университета
Чтение

After the Game: Post-match reports to enhance coaching staff evaluation

After the Game: Post-match Reports to Enhance Coaching Staff EvaluationВидеоComplementary Resources on After the Game: Post-match reports to enhance coaching staff evaluationЧтение

Long-Term Studies – How Data Can Transform Football Methodologies

The Art of the Overlooked: How Data-Driven Insights Revolutionize Football FundamentalsВидеоComplementary Resources on Long-Term Studies – How Data Can Transform Football MethodologiesЧтение

Assignments

Performance Analysis: Understanding the GameЗаданиеPerformance Analysis: Understanding the GameЗаданиеTiming and Translation: Delivering Insights That Coaches Actually UseDIALOGUE
02Scouting and Player Evaluation12 материалов

Data Centralization: Storing qualitative and quantitative info in a database

The Digital Revolution in Scouting: Building Centralized Football DatabasesВидеоStructuring Your Scouting Database: Architecture and ImplementationВидеоComplementary Resources on Data Centralization: Storing qualitative and quantitative info in a databaseЧтение

Data Utilization in Football Scouting: Key metrics, ranking systems, and player classification

Beyond Goals and Assists: Understanding Key Performance Metrics in Football ScoutingВидеоFrom Data to Decisions: Ranking Systems and Player Classification in FootballВидеоComplementary Resources on Data Utilization in Football Scouting: Key metrics, ranking systems, and player classificationЧтение

Evaluating Players with Data in Scouting: Visualization, sample size, and sustainability

The Art of Visualization: Using Spider Charts to Evaluate Football PlayersВидеоBeyond the Numbers: Sample Size and Performance Sustainability in Player EvaluationВидеоComplementary Resources on Evaluating Players with Data in Scouting: Visualization, sample size, and sustainabilityЧтение

Assignments

Scouting and Player EvaluationЗаданиеScouting and Player EvaluationЗаданиеScouting and Player EvaluationОбсуждение
03Club Strategy and Decision-Making11 материалов

Long-Term Performance: How well is the team performing? Are set pieces a strength? Will the team qualify for international competitions?

Beyond the Table: Evaluating Football Team Performance Using Advanced MetricsВидеоSet Pieces and Prediction Models: Specialized Analysis for Football SuccessВидеоComplementary Resources on Long-Term Performance: How well is the team performing? Are set pieces a strength? Will the team qualify for international competitions?Чтение

Style and Identity: Measuring on-pitch performance to align with club philosophy

Style and Identity: Measuring on-pitch performance to align with club philosophyВидеоComplementary Resources on Style and Identity: Measuring on-pitch performance to align with club philosophyЧтение

Squad Planning: Evaluating minutes played, contract decisions, and depth chart analysis

Age Curves and Playing Time Analysis: Strategic Talent ManagementВидеоContract Management and Depth Chart Analysis: Building Sustainable SuccessВидеоComplementary Resources on Squad Planning: Evaluating minutes played, contract decisions, and depth chart analysisЧтение

Assignments

Club Strategy and Decision-MakingЗаданиеClub Strategy and Decision-MakingЗаданиеClub Strategy and Decision-MakingОбсуждение
04Analytics in Media12 материалов

Expanding Data Use: xG, spider charts, and on-screen data overlays

The Rise of Advanced Metrics in Football Media: xG and Visual AnalyticsВидеоVisualization Revolution: Spider Charts and On-Screen Data Overlays in Football BroadcastsВидеоComplementary Resources on Expanding Data Use: xG, spider charts, and on-screen data overlaysЧтение

Legitimizing Arguments: The psychology of making an argument with numbers

The Numbers Game: How Data Creates Authority in Football ArgumentsВидеоFrom Numbers to Decisions: How Data Psychology Influences Football ClubsВидеоComplementary Resources on Legitimizing Arguments: The psychology of making an argument with numbersЧтение

Misleading Analytics: How misinterpretations of data can create false narratives

Beyond the Numbers: Understanding Statistical Misinterpretations in Football AnalyticsВидеоThe Metrics Mirage: Demystifying Football's Most Misunderstood StatisticsВидеоComplementary Resources on Misleading Analytics: How misinterpretations of data can create false narrativesЧтение

Assignments

Analytics in MediaЗаданиеAnalytics in MediaЗаданиеAnalytics in MediaОбсуждение