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146 skills
Data Infrastructure
(19)
Action Embeddings via Graph Convolutional Networks
Data Infrastructure
L4
2 prereqs
The Analyst-Translator Role (Quant ↔ Coach Bridge)
Data Infrastructure
L2
1 prereq
Incremental Analytics Adoption Strategy
Data Infrastructure
L2
1 prereq
Football Analytics Data Stack Components
Data Infrastructure
L1
Analytics Department Design by Club Context
Data Infrastructure
L2
2 prereqs
Assertion-Based Model Validation
Data Infrastructure
L3
1 prereq
Counting Scheme Measurement Bias
Data Infrastructure
L2
Aligning Data Findings with Video to Build Coach Trust
Data Infrastructure
L2
1 prereq
Decision Process Auditing
Data Infrastructure
L3
2 prereqs
Dynamic Time Warping for Ball Trajectory Similarity
Data Infrastructure
L3
1 prereq
Graph Neural Network Modeling on 360 Data
Data Infrastructure
L4
1 prereq
Phases of Sports Data Innovation (Recruitment → Tactical → Development)
Data Infrastructure
L2
1 prereq
Academy Player Development to Game Model
Data Infrastructure
L2
1 prereq
Data as Player Motivation & Development KPIs
Data Infrastructure
L2
Representation Learning for Game States
Data Infrastructure
L4
2 prereqs
Scalable Tactical Pattern Retrieval
Data Infrastructure
L4
1 prereq
Stakeholder Discount Factor Framework
Data Infrastructure
L2
1 prereq
Training Data & the Low Sample Size Problem
Data Infrastructure
L2
Filtering Training Data for Game-Valid Samples
Data Infrastructure
L3
1 prereq
Player Evaluation
(21)
Quality-Adjusted Aerial Duel Rating (HOPS)
Player Evaluation
L3
Ball Receiving & Turn Profiling Under Pressure
Player Evaluation
L3
2 prereqs
Player Statistical Stability Across League Transfers
Player Evaluation
L3
1 prereq
Defensive Dynamics Impact (DDI)
Player Evaluation
L4
1 prereq
Multi-Action Pressure Response (Pass vs. Carry/Dribble Tradeoff)
Player Evaluation
L3
1 prereq
Off-Ball Player Contribution Tracking
Player Evaluation
L4
1 prereq
Off-Ball Positional Advantage Measurement
Player Evaluation
L4
1 prereq
Context-Relative Action Scoring
Player Evaluation
L4
2 prereqs
Option-Aware Pass Decision Evaluation
Player Evaluation
L3
2 prereqs
P3 Percentage Player & Team KPI
Player Evaluation
L3
1 prereq
Pass Execution Rating
Player Evaluation
L3
1 prereq
Player Improvement Analytics
Player Evaluation
L4
1 prereq
Player Pair Synergy Scoring
Player Evaluation
L3
1 prereq
Player Radar Chart Design (Percentile Benchmarking)
Player Evaluation
L2
Player Decision-Making Risk Preference Profiling
Player Evaluation
L3
1 prereq
Player Shooting Sweet Spot Mapping
Player Evaluation
L3
1 prereq
Positional Intelligence via Unpressured Action Rate
Player Evaluation
L3
1 prereq
Position-Driven EPV Skew
Player Evaluation
L3
1 prereq
Positional Value Maps vs. Location Heatmaps
Player Evaluation
L3
1 prereq
Player Pressure Response Classification
Player Evaluation
L3
1 prereq
Disentangling Team Structure from Individual Positioning Quality
Player Evaluation
L4
1 prereq
Passing Metrics
(18)
Anticipatory Pass Modeling (Future Position, Not Current)
Passing Metrics
L4
1 prereq
Backward Pass Value Paradox
Passing Metrics
L3
1 prereq
Contextual Pass Completion Modeling
Passing Metrics
L3
1 prereq
Creative Decision Rating
Passing Metrics
L4
2 prereqs
Expected Ball Speed Model
Passing Metrics
L3
1 prereq
Expected Pass Completion (xPass)
Passing Metrics
L2
1 prereq
Gender-Aware xPass Model
Passing Metrics
L3
1 prereq
Line-Breaking Pass Detection
Passing Metrics
L3
1 prereq
Outcome-Weighted Passing Network Analysis
Passing Metrics
L3
1 prereq
Pass Completion Under Pressure Paradox
Passing Metrics
L3
1 prereq
Pass Direction Radar Under Pressure
Passing Metrics
L3
1 prereq
Pass Intent Imputation (Two-Step xPass)
Passing Metrics
L3
2 prereqs
Pass Originality Modeling
Passing Metrics
L3
2 prereqs
Pass Risk-Gain Decomposition
Passing Metrics
L3
1 prereq
Passing Networks with xG Contribution Overlay
Passing Metrics
L3
1 prereq
Penetrative Pass Probability Model (P3)
Passing Metrics
L3
1 prereq
Relative Movement Sonar
Passing Metrics
L2
1 prereq
Risk-Tolerance-Weighted Cross Optimization
Passing Metrics
L3
2 prereqs
Recruitment
(7)
Archetype-Based Player Profiling
Recruitment
L2
1 prereq
Translating Coach Language to Data Filters
Recruitment
L2
Discount Recruitment via Fixable Weaknesses
Recruitment
L3
1 prereq
Goalkeeper Recruitment Methodology Gap
Recruitment
L2
Multi-Criteria Scout Filtering (Weighted Sliders)
Recruitment
L2
1 prereq
Player Similarity Scores for Recruitment
Recruitment
L3
1 prereq
Positional Language Varies by System (The "6" Problem)
Recruitment
L1
Tactical Analysis
(35)
Attack Reset Strategy (Hard vs. Mild)
Tactical Analysis
L3
1 prereq
Designed Attacking Set Plays & Execution Analysis
Tactical Analysis
L3
1 prereq
Attacking Zone Progression Analysis
Tactical Analysis
L3
1 prereq
10-Second Ball Path After Pressure
Tactical Analysis
L3
1 prereq
Ball Recovery Probability Model
Tactical Analysis
L3
2 prereqs
Buildup Path Cluster Analysis
Tactical Analysis
L3
1 prereq
Buildup Sequence Markov Model
Tactical Analysis
L3
2 prereqs
Carry vs. Pass Zone Entry Analysis
Tactical Analysis
L2
1 prereq
Defensive Activity Maps (Zone Above/Below Average)
Tactical Analysis
L2
1 prereq
Defensive Position Optimizer
Tactical Analysis
L4
2 prereqs
Defensive Tendency Bayesian Decomposition
Tactical Analysis
L3
2 prereqs
Expected Threat Denied (Defensive Valuation)
Tactical Analysis
L3
1 prereq
Game Dynamics Classification (Counter / Fast Attack / Organized / Direct)
Tactical Analysis
L2
1 prereq
Game Model Definition (4 Phases Framework)
Tactical Analysis
L2
Goal Kick Press Standardization
Tactical Analysis
L2
1 prereq
Half-to-Half Shape Change Analysis
Tactical Analysis
L3
1 prereq
Lineup Optimization via Mixed Integer Programming
Tactical Analysis
L4
1 prereq
Offensive Zone Dwell Time Optimization
Tactical Analysis
L3
1 prereq
Opponent Block Context Layers (High Press / Mid Block / Full Retreat)
Tactical Analysis
L2
1 prereq
Mid-Match Opponent Weakness Identification
Tactical Analysis
L3
1 prereq
Optimal Defensive Disruption via Probabilistic Verification
Tactical Analysis
L4
1 prereq
Pitch-Control-Adjusted Recovery
Tactical Analysis
L4
1 prereq
Halftime Possession Breakdown Diagnosis by Action Type
Tactical Analysis
L3
1 prereq
Context Filtering Framework (Phase × Block × Dynamics)
Tactical Analysis
L3
2 prereqs
Possession Phase Decomposition (Build-up / Progression / Finishing)
Tactical Analysis
L2
1 prereq
Pre-Shot Action Optimization
Tactical Analysis
L2
1 prereq
Press Magnet Player Identification
Tactical Analysis
L3
1 prereq
Press Outcome Profiling & PCA Clustering
Tactical Analysis
L3
1 prereq
High Pressing Style Taxonomy
Tactical Analysis
L2
1 prereq
Set Defense Attack Parameter Optimization
Tactical Analysis
L3
2 prereqs
Set Defense Detection from Event Data
Tactical Analysis
L3
1 prereq
Tactical Filter Visualization (Multi-Dimension Action Filtering)
Tactical Analysis
L2
Tempo Quantification (Actual vs. Expected Speed)
Tactical Analysis
L3
1 prereq
Threat Above Expected (TAx)
Tactical Analysis
L3
1 prereq
Zone-Trigger Press Compliance Modeling
Tactical Analysis
L3
1 prereq
Goalkeeper Analysis
(7)
Profiling Goalkeepers Who Rarely Play
Goalkeeper Analysis
L3
1 prereq
Goalkeeper Profile Fit to Team Game Model
Goalkeeper Analysis
L3
2 prereqs
Goalkeeper Optimal Position Simulation
Goalkeeper Analysis
L3
1 prereq
Goalkeeper Positioning Optimization via Tracking Data
Goalkeeper Analysis
L3
GK Positioning vs. Shot-Stopping Decomposition
Goalkeeper Analysis
L4
2 prereqs
Goalkeeper Shot-Type Team Matching
Goalkeeper Analysis
L3
2 prereqs
GSAA Shot-Type Decomposition
Goalkeeper Analysis
L3
1 prereq
Event Data Models
(4)
Ball Receipt Under Pressure & Intent Tracking
Event Data Models
L2
1 prereq
Intent Tracking on Incomplete Passes
Event Data Models
L2
1 prereq
Pressure Duration & Direction Vectoring
Event Data Models
L2
1 prereq
Pressure Event Data Structure
Event Data Models
L1
Betting Intelligence
(5)
Coach Tendency Profiling Across Tenures
Betting Intelligence
L3
2 prereqs
Fixture Congestion and European Competition Impact
Betting Intelligence
L2
1 prereq
Promoted Team Evaluation and Dead-Team Identification
Betting Intelligence
L2
1 prereq
Set-Piece Economic Value and ROI
Betting Intelligence
L2
2 prereqs
xG Table Divergence as Betting Signal
Betting Intelligence
L3
2 prereqs
Expected Value Models
(18)
Empirical Expected Threat by Game State
Expected Value Models
L3
1 prereq
Expected Ball Progression Model
Expected Value Models
L3
1 prereq
Expected Possession Value (EPV) Model
Expected Value Models
L4
1 prereq
Recursive Expected Threat (xT) Model
Expected Value Models
L2
Manager Change Detection via xG Trend Lines
Expected Value Models
L3
1 prereq
Model Gap Exploitation in Betting Markets
Expected Value Models
L4
2 prereqs
On-Ball Value (OBV)
Expected Value Models
L3
2 prereqs
Pixel-Level Field Value Calculation
Expected Value Models
L4
1 prereq
Possession Value Decomposition (Action × Success × Outcome)
Expected Value Models
L4
1 prereq
SARSA/RL Event Valuation
Expected Value Models
L4
1 prereq
Single-Match xG Fairness Assessment
Expected Value Models
L2
1 prereq
Situational Expected Threat (SxT)
Expected Value Models
L4
2 prereqs
Soft Feature Encoding for xG
Expected Value Models
L3
1 prereq
Spatial xT via CNN and 360 Spatial Maps
Expected Value Models
L4
2 prereqs
Turnover & Risk-Adjusted Expected Threat
Expected Value Models
L3
1 prereq
xG Intent Ambiguity Correction
Expected Value Models
L3
2 prereqs
xG Model With Defender & GK Positioning
Expected Value Models
L3
xG as Process vs. Scoreline as Outcome
Expected Value Models
L2
Pressure Analysis
(3)
Event Type Pressure Rates (~120/game benchmark)
Pressure Analysis
L2
1 prereq
Position-Based Pressure Rate Benchmarks
Pressure Analysis
L2
1 prereq
Two Types of Pressure (Angle-Block vs. Physical)
Pressure Analysis
L2
1 prereq
Scouting
(5)
Opposition Pressing Target Selection
Scouting
L2
1 prereq
Player Tendency Identification via Pass Sequence Data
Scouting
L3
1 prereq
Post-Press Ball Direction Consistency (Predictability Metric)
Scouting
L3
1 prereq
Weak Link Targeting Methodology
Scouting
L3
2 prereqs
Zone-to-Zone Passing Signature Clustering
Scouting
L3
1 prereq
squad-management
(3)
Player Aging and Physical Decline Patterns
squad-management
L3
2 prereqs
Squad Depth vs. First XI Quality Separation
squad-management
L2
1 prereq
Transfer Market Sell-High Timing
squad-management
L3
2 prereqs
Set Pieces
(1)
Set-Piece Specialist Profiling (Free Kicks & Corners)
Set Pieces
L2
1 prereq