Track & Field Beginner
Reaction Time Analysis

Sprinting

10 min 61
Track & Field Intermediate
Split Time Analysis

Sprinting

10 min 58
Track & Field Intermediate
Speed Curves

Sprinting

10 min 61
Track & Field Intermediate
Wind Adjustment

Sprinting

10 min 61
Track & Field Intermediate
200m and 400m Analysis

Sprinting

10 min 59
Track & Field Intermediate
Pacing Strategies

Distance Running

10 min 54
Track & Field Advanced
Lactate Threshold

Distance Running

10 min 26
Track & Field Intermediate
Marathon Analytics

Distance Running

10 min 27
Track & Field Intermediate
Race Tactics

Distance Running

10 min 27
Track & Field Intermediate
Shot Put Mechanics

Field Events

10 min 18
Track & Field Intermediate
Long Jump Analysis

Field Events

10 min 21
Track & Field Intermediate
High Jump Technique

Field Events

10 min 22
Track & Field Advanced
Pole Vault Analytics

Field Events

10 min 24
Track & Field Intermediate
Stroke Rate Analysis

Swimming

10 min 23
Track & Field Intermediate
Underwater Phases

Swimming

10 min 23
Track & Field Intermediate
Split Analysis Swimming

Swimming

10 min 23
Track & Field Advanced
Technique Efficiency

Swimming

10 min 22
Track & Field Advanced
World Record Projections

Performance Modeling

10 min 22
Track & Field Intermediate
Personal Best Prediction

Performance Modeling

10 min 25
Track & Field Intermediate
Age Performance Curves

Performance Modeling

10 min 23
Track & Field Intermediate
Periodization

Training Analytics

10 min 21
Track & Field Advanced
Taper Strategies

Training Analytics

10 min 18
Track & Field Advanced
Altitude Training

Training Analytics

10 min 24
Rugby Beginner
Introduction to Rugby Analytics

Getting Started

10 min 22
Rugby Beginner
Union vs League Analytics

Getting Started

10 min 23
Rugby Beginner
Rugby Data Sources

Getting Started

10 min 19
Rugby Intermediate
Carry Analytics

Attack Analytics

10 min 20
Rugby Intermediate
Line Break Analysis

Attack Analytics

10 min 20
Rugby Intermediate
Offload Analytics

Attack Analytics

10 min 18
Rugby Intermediate
Try Scoring Patterns

Attack Analytics

10 min 17
Rugby Intermediate
Tackle Metrics

Defense Analytics

10 min 18
Rugby Intermediate
Turnover Analysis

Defense Analytics

10 min 19
Rugby Intermediate
Defensive Line Speed

Defense Analytics

10 min 19
Rugby Intermediate
Scrum Analytics

Set Pieces

10 min 19
Rugby Intermediate
Lineout Analysis

Set Pieces

10 min 20
Rugby Intermediate
Maul Effectiveness

Set Pieces

10 min 20
Rugby Intermediate
Territorial Kicking

Kicking Game

10 min 18
Rugby Intermediate
Contestable Kicks

Kicking Game

10 min 20
Rugby Intermediate
Goal Kicking

Kicking Game

10 min 19
Rugby Advanced
GPS Workload

Player Tracking

10 min 18
Rugby Advanced
Fatigue Monitoring

Player Tracking

10 min 19
Rugby Intermediate
Phase Play Analysis

Team Strategy

10 min 17
Rugby Advanced
Pattern Recognition

Team Strategy

10 min 19
Rugby Intermediate
Six Nations Analytics

International Rugby

10 min 18
Rugby Intermediate
Rugby Championship

International Rugby

10 min 18
Rugby Intermediate
World Cup Analysis

International Rugby

10 min 18
Esports Beginner
Introduction to Esports Analytics

Getting Started

10 min 21
Esports Beginner
Esports Data Sources

Getting Started

10 min 20
Esports Beginner
Common Esports Metrics

Getting Started

10 min 20
Esports Intermediate
Champion Analytics

League of Legends

10 min 19
Esports Intermediate
Draft Analysis

League of Legends

10 min 19
Esports Intermediate
Objective Control

League of Legends

10 min 20
Esports Advanced
Team Fight Analysis

League of Legends

10 min 17
Esports Intermediate
CS Economy Management

Counter-Strike

10 min 19
Esports Intermediate
Map Control Analytics

Counter-Strike

10 min 20
Esports Intermediate
Utility Usage

Counter-Strike

10 min 16
Esports Advanced
Trade Fragging

Counter-Strike

10 min 17
Esports Intermediate
Agent Win Rates

Valorant

10 min 17
Esports Intermediate
Ability Usage

Valorant

10 min 19
Esports Intermediate
Valorant Economy

Valorant

10 min 17
Esports Intermediate
Aim Analytics

General FPS

10 min 18
Esports Intermediate
Positioning Analysis

General FPS

10 min 17
Esports Advanced
Clutch Performance

General FPS

10 min 18
Esports Intermediate
Laning Phase Analysis

MOBA Analytics

10 min 18
Esports Advanced
Macro Decision Making

MOBA Analytics

10 min 19
Esports Intermediate
Team Composition Theory

MOBA Analytics

10 min 17
Esports Intermediate
Consistency Metrics

Player Performance

10 min 17
Esports Intermediate
Peak Performance

Player Performance

10 min 17
Esports Intermediate
Role-Specific Stats

Player Performance

10 min 17
Esports Advanced
Roster Building

Team Management

10 min 16
Esports Advanced
Coaching Analytics

Team Management

10 min 17
Formula 1 Beginner
Introduction to F1 Analytics

Getting Started

10 min 84
Formula 1 Beginner
F1 Data Sources

Getting Started

10 min 36
Formula 1 Beginner
Understanding F1 Timing

Getting Started

10 min 33
Formula 1 Intermediate
Tire Strategy Fundamentals

Race Strategy

10 min 20
Formula 1 Intermediate
Pit Stop Analytics

Race Strategy

10 min 21
Formula 1 Intermediate
Undercut and Overcut

Race Strategy

10 min 18
Formula 1 Advanced
Safety Car Strategy

Race Strategy

10 min 22
Formula 1 Intermediate
Telemetry Analysis Basics

Car Performance

10 min 16
Formula 1 Advanced
Downforce and Drag

Car Performance

10 min 19
Formula 1 Advanced
Power Unit Performance

Car Performance

10 min 20
Formula 1 Intermediate
Brake Performance

Car Performance

10 min 21
Formula 1 Intermediate
Qualifying Performance

Driver Analytics

10 min 19
Formula 1 Intermediate
Race Pace Analysis

Driver Analytics

10 min 24
Formula 1 Intermediate
Overtaking Analytics

Driver Analytics

10 min 21
Formula 1 Advanced
Wet Weather Driving

Driver Analytics

10 min 18
Formula 1 Intermediate
Tire Management

Driver Analytics

10 min 18
Formula 1 Intermediate
Constructor Performance

Team Analytics

10 min 20
Formula 1 Intermediate
Pit Crew Analysis

Team Analytics

10 min 19
Formula 1 Intermediate
Reliability Tracking

Team Analytics

10 min 19
Formula 1 Intermediate
Temperature Impact

Weather and Conditions

10 min 20
Formula 1 Advanced
Wet Race Analysis

Weather and Conditions

10 min 21
Formula 1 Intermediate
Regulation Era Comparison

Historical Analysis

10 min 20
Formula 1 Advanced
All-Time Driver Rankings

Historical Analysis

10 min 20
Formula 1 Advanced
Race Prediction Models

Predictions

10 min 20
Formula 1 Advanced
Championship Probability

Predictions

10 min 20
Cycling Beginner
Introduction to Cycling Analytics

Getting Started

10 min 21
Cycling Beginner
Power Meter Fundamentals

Getting Started

10 min 18
Cycling Beginner
Setting Up Your Training Zones

Getting Started

10 min 18
Cycling Beginner
Cycling Data Platforms

Getting Started

10 min 20
Cycling Intermediate
FTP and Critical Power

Power Analytics

10 min 22
Cycling Intermediate
Watts Per Kilogram

Power Analytics

10 min 16
Cycling Intermediate
Training Stress Score (TSS)

Power Analytics

10 min 19
Cycling Advanced
Normalized Power and Variability

Power Analytics

10 min 24
Cycling Intermediate
Breakaway Analytics

Race Strategy

10 min 18
Cycling Intermediate
Drafting and Aerodynamics

Race Strategy

10 min 18
Cycling Intermediate
Team Tactics and Roles

Race Strategy

10 min 18
Cycling Advanced
Pacing Strategy

Race Strategy

10 min 18
Cycling Intermediate
VAM and Climbing Speed

Climbing Analytics

10 min 20
Cycling Intermediate
Gradient Impact

Climbing Analytics

10 min 18
Cycling Advanced
Weight Considerations

Climbing Analytics

10 min 18
Cycling Intermediate
Peak Power Analysis

Sprint Analytics

10 min 18
Cycling Intermediate
Leadout Train Analysis

Sprint Analytics

10 min 21
Cycling Intermediate
Sprint Positioning Strategy

Sprint Analytics

10 min 18
Cycling Intermediate
Stage Hunting Strategy

Grand Tour Analysis

10 min 18
Cycling Advanced
GC Strategy and Time Gaps

Grand Tour Analysis

10 min 18
Cycling Advanced
Recovery and Fatigue Management

Grand Tour Analysis

10 min 20
Cycling Advanced
Aerodynamics and CdA

Equipment Analytics

10 min 18
Cycling Intermediate
Bike Fit Optimization

Equipment Analytics

10 min 18
Cycling Intermediate
Tire Pressure and Rolling Resistance

Equipment Analytics

10 min 18
Cricket Beginner
Cricket Intermediate
Cricket Intermediate
Cricket Advanced
Cricket Advanced
Shot Selection: Making Smart Decisions

Batting Analytics

10 min 23
Cricket Intermediate
Economy Rate: Controlling Run Flow

Bowling Analytics

10 min 19
Cricket Intermediate
Cricket Advanced
Cricket Advanced
Cricket Intermediate
Cricket Intermediate
Cricket Advanced
Death Overs Mastery: The Final Push

Match Strategy

10 min 19
Cricket Intermediate
Test Cricket: The Ultimate Challenge

Format Comparison

10 min 17
Cricket Intermediate
ODI Cricket: The Balanced Format

Format Comparison

10 min 17
Cricket Intermediate
T20 Cricket: Fast-Paced Entertainment

Format Comparison

10 min 18
Cricket Advanced
Cricket Advanced
Boxing Beginner
Introduction to Boxing Analytics

Getting Started

10 min 19
Boxing Beginner
CompuBox Basics

Getting Started

10 min 18
Boxing Beginner
Reading Fight Statistics

Getting Started

10 min 20
Boxing Intermediate
Jab Analysis

Punch Analytics

10 min 22
Boxing Intermediate
Power Punch Breakdown

Punch Analytics

10 min 17
Boxing Intermediate
Punch Accuracy Analysis

Punch Analytics

10 min 17
Boxing Intermediate
Punch Volume and Output

Punch Analytics

10 min 17
Boxing Intermediate
Defensive Efficiency Metrics

Defense Analytics

10 min 17
Boxing Intermediate
Blocking and Parrying Analysis

Defense Analytics

10 min 18
Boxing Advanced
Ring Generalship and Control

Defense Analytics

10 min 18
Boxing Intermediate
Distance Management

Fight Strategy

10 min 19
Boxing Intermediate
Pressure vs. Counter-Punching

Fight Strategy

10 min 18
Boxing Advanced
Combination Punching Patterns

Fight Strategy

10 min 17
Boxing Advanced
In-Fight Adjustments

Fight Strategy

10 min 18
Boxing Beginner
Round-by-Round Scoring

Judging and Scoring

10 min 17
Boxing Advanced
Judge Tendencies and Biases

Judging and Scoring

10 min 18
Boxing Advanced
Controversial Decision Analysis

Judging and Scoring

10 min 18
Boxing Intermediate
Reach and Height Advantages

Physical Metrics

10 min 18
Boxing Intermediate
Weight Class Dynamics

Physical Metrics

10 min 17
Boxing Intermediate
Southpaw vs. Orthodox Analytics

Physical Metrics

10 min 17
Boxing Advanced
Fighter Aging Curves

Career Analytics

10 min 18
Boxing Intermediate
Comeback Performance Analysis

Career Analytics

10 min 17
Boxing Advanced
Damage Accumulation and Longevity

Career Analytics

10 min 17
MMA Beginner
Scoring Criteria Analysis

Judging Analytics

10 min 17
MMA Intermediate
Judge Tendencies

Judging Analytics

10 min 16
MMA Intermediate
Controversial Decision Analysis

Judging Analytics

10 min 17
MMA Intermediate
Cardio and Pace Analysis

Conditioning and Weight

10 min 16
MMA Intermediate
Weight Cut Impact

Conditioning and Weight

10 min 17
MMA Intermediate
Altitude and Environment

Conditioning and Weight

10 min 17
MMA Advanced
Fighter Aging Curves

Career Analytics

10 min 17
MMA Intermediate
Damage Accumulation

Career Analytics

10 min 17
MMA Intermediate
Camp and Training Analysis

Career Analytics

10 min 17
MMA Intermediate
Comeback Fight Analysis

Career Analytics

10 min 18
Soccer Intermediate
Corner Kick Analytics

Set Pieces

10 min 17
Soccer Intermediate
Free Kick Analysis

Set Pieces

10 min 17
Soccer Intermediate
Penalty Kick Analytics

Set Pieces

10 min 17
Soccer Intermediate
Throw-in Analytics

Set Pieces

10 min 17
Soccer Intermediate
High Press Metrics

Pressing and Transitions

10 min 18
Soccer Intermediate
Counter-Attack Analysis

Pressing and Transitions

10 min 18
Soccer Intermediate
Defensive Transition

Pressing and Transitions

10 min 17
Soccer Intermediate
Ball Recovery Zones

Pressing and Transitions

10 min 19
Soccer Advanced
Player Valuation Models

Transfer Market

10 min 18
Soccer Advanced
Transfer Success Prediction

Transfer Market

10 min 17
Soccer Intermediate
Loan System Analytics

Transfer Market

10 min 17
Soccer Intermediate
Agent and Intermediary Impact

Transfer Market

10 min 17
Soccer Intermediate
Big Five League Comparison

League Comparisons

10 min 18
Soccer Intermediate
MLS Analytics

League Comparisons

10 min 16
Soccer Intermediate
Liga MX Analysis

League Comparisons

10 min 17
Soccer Intermediate
Championship and Lower Leagues

League Comparisons

10 min 17
Soccer Intermediate
Defensive Actions Value

Defensive Analytics

10 min 18
Soccer Intermediate
Aerial Duel Analysis

Defensive Analytics

10 min 17
Sports Betting Beginner
Introduction to Live Betting

Live Betting

10 min 18
Sports Betting Advanced
Live Betting Models

Live Betting

10 min 18
Sports Betting Intermediate
Timing Live Bets

Live Betting

10 min 18
Sports Betting Intermediate
Live Total Betting

Live Betting

10 min 19
Sports Betting Advanced
Player Prop Modeling

Props and Derivatives

10 min 18
Sports Betting Intermediate
Alternate Lines Value

Props and Derivatives

10 min 17
Sports Betting Intermediate
Same Game Parlays

Props and Derivatives

10 min 16
Sports Betting Intermediate
First Scorer and Game Props

Props and Derivatives

10 min 17
Sports Betting Intermediate
Championship Futures

Futures and Season-Long

10 min 18
Sports Betting Intermediate
Win Total Betting

Futures and Season-Long

10 min 17
Sports Betting Intermediate
Award Futures

Futures and Season-Long

10 min 18
Sports Betting Intermediate
Division and Conference Betting

Futures and Season-Long

10 min 18
Sports Betting Advanced
Backtesting Betting Models

Model Building

10 min 19
Sports Betting Advanced
Feature Engineering for Betting

Model Building

10 min 18
Sports Betting Beginner
Shopping Lines Effectively

Market Analysis

10 min 20
Golf Intermediate
Green Reading Analytics

Putting Analytics

10 min 19
Golf Intermediate
Putting Speed Control

Putting Analytics

10 min 18
Golf Advanced
Strokes Gained Putting Deep Dive

Putting Analytics

10 min 17
Golf Intermediate
Putting Under Pressure

Putting Analytics

10 min 18
Golf Intermediate
Chipping Optimization

Short Game

10 min 17
Golf Intermediate
Bunker Play Analytics

Short Game

10 min 19
Golf Intermediate
Scrambling Metrics

Short Game

10 min 17
Golf Intermediate
Risk-Reward Analysis

Course Management

10 min 17
Golf Intermediate
Driving Strategy

Course Management

10 min 19
Golf Advanced
Hole-by-Hole Strategy

Course Management

10 min 17
Golf Intermediate
Weather Impact on Strategy

Course Management

10 min 18
Golf Intermediate
Driver Fitting Analytics

Equipment Analytics

10 min 17
Golf Beginner
Iron Gapping Analysis

Equipment Analytics

10 min 18
Golf Intermediate
Ball Selection Analytics

Equipment Analytics

10 min 18
Golf Intermediate
Putter Fitting Data

Equipment Analytics

10 min 17
Volleyball Beginner
Beach Volleyball Fundamentals

Beach Volleyball

10 min 16
Volleyball Intermediate
Sand and Weather Impact

Beach Volleyball

10 min 16
Volleyball Intermediate
Beach Volleyball Partnerships

Beach Volleyball

10 min 16
Volleyball Intermediate
Beach Serving Strategies

Beach Volleyball

10 min 17
Volleyball Advanced
Setter Decision Making

Position Analytics

10 min 16
Volleyball Intermediate
Libero Effectiveness

Position Analytics

10 min 17
Volleyball Intermediate
Middle Blocker Analysis

Position Analytics

10 min 17
Volleyball Intermediate
Outside Hitter Metrics

Position Analytics

10 min 16
Volleyball Intermediate
Opposite Hitter Analytics

Position Analytics

10 min 16
Volleyball Intermediate
Transition Offense

Offensive Analytics

10 min 18
Volleyball Advanced
Quick Attack Systems

Offensive Analytics

10 min 17
Volleyball Intermediate
Shot Selection Analysis

Offensive Analytics

10 min 18
Volleyball Advanced
Read vs Commit Blocking

Defensive Analytics

10 min 16
Volleyball Intermediate
Defensive Systems

Defensive Analytics

10 min 18
Volleyball Intermediate
Olympic Volleyball Analytics

International Competition

10 min 18
Volleyball Intermediate
League Comparison

International Competition

10 min 16
Volleyball Advanced
Expected Points Model

Advanced Metrics

10 min 16
Volleyball Advanced
Rally Win Probability

Advanced Metrics

10 min 16
Tennis Intermediate
Clay Court Analytics

Surface Analysis

10 min 18
Tennis Intermediate
Grass Court Analytics

Surface Analysis

10 min 17
Tennis Beginner
Hard Court Analytics

Surface Analysis

10 min 17
Tennis Advanced
Surface Transition Analysis

Surface Analysis

10 min 18
Tennis Intermediate
Australian Open Analytics

Grand Slam Analytics

10 min 20
Tennis Intermediate
French Open Analytics

Grand Slam Analytics

10 min 18
Tennis Intermediate
Wimbledon Analytics

Grand Slam Analytics

10 min 18
Tennis Intermediate
US Open Analytics

Grand Slam Analytics

10 min 17
Tennis Advanced
Grand Slam Pressure Analytics

Grand Slam Analytics

10 min 18
Tennis Intermediate
Doubles Team Chemistry

Doubles Strategy

10 min 17
Tennis Intermediate
Net Play Analytics

Doubles Strategy

10 min 17
Tennis Intermediate
Mixed Doubles Analytics

Doubles Strategy

10 min 17
Tennis Intermediate
Second Serve Strategies

Serve Analytics

10 min 21
Tennis Intermediate
Ace Patterns and Placement

Serve Analytics

10 min 18
Tennis Intermediate
Baseline Rally Tactics

Rally Analysis

10 min 18
Tennis Intermediate
Approach Shot Analytics

Rally Analysis

10 min 17
Tennis Intermediate
Court Coverage Analytics

Physical Performance

10 min 18
Tennis Advanced
Fatigue Impact Analysis

Physical Performance

10 min 18
Tennis Intermediate
Scheduling and Recovery

Physical Performance

10 min 18
Tennis Advanced
Player Aging Curves

Career Analytics

10 min 17
Tennis Advanced
Breakthrough Prediction

Career Analytics

10 min 18
Tennis Intermediate
Injury Impact Analysis

Career Analytics

10 min 17
Tennis Intermediate
Tiebreak Analytics

Match Strategy

10 min 17
Tennis Intermediate
Break Point Conversion

Match Strategy

10 min 18
Tennis Advanced
Momentum and Runs

Match Strategy

10 min 18
Sports Betting Intermediate
Understanding Line Movement

Market Analysis

10 min 16
Sports Betting Intermediate
Sharp vs Public Money

Market Analysis

10 min 20
Sports Betting Advanced
Finding Arbitrage Opportunities

Market Analysis

10 min 22
Sports Betting Intermediate
NFL Betting Strategies

Sport-Specific Strategies

10 min 17
Sports Betting Intermediate
NBA Betting Strategies

Sport-Specific Strategies

10 min 19
Sports Betting Intermediate
MLB Betting Strategies

Sport-Specific Strategies

10 min 20
Sports Betting Intermediate
Soccer Betting with Expected Goals

Sport-Specific Strategies

10 min 16
Sports Betting Intermediate
Building Your First Betting Model

Model Building

10 min 21
Sports Betting Intermediate
Regression Models for Point Spreads

Model Building

10 min 16
Sports Betting Advanced
Sports Betting Intermediate
Kelly Criterion for Bet Sizing

Bankroll Management

10 min 19
Sports Betting Beginner
Bankroll Management Strategies

Bankroll Management

10 min 19
Sports Betting Beginner
Understanding Betting Odds

Betting Fundamentals

10 min 20
Sports Betting Beginner
Expected Value in Betting

Betting Fundamentals

10 min 19
Sports Betting Beginner
Types of Sports Bets

Betting Fundamentals

10 min 21
Sports Betting Beginner
Probability Fundamentals for Bettors

Probability & Statistics

10 min 21
Sports Betting Intermediate
Statistical Distributions for Betting

Probability & Statistics

10 min 19
Basketball Advanced
Player Tracking Deep Dive

Advanced Analytics

10 min 19
Basketball Advanced
Lineup Optimization Models

Strategy & Game Theory

10 min 17
Basketball Intermediate
Shot Selection Analytics

Strategy & Game Theory

10 min 17
Basketball Intermediate
Transition Offense Analytics

Strategy & Game Theory

10 min 17
Basketball Intermediate
Clutch Performance Analysis

Strategy & Game Theory

10 min 17
Basketball Advanced
NBA Draft Prospect Modeling

Advanced Analytics

10 min 17
Basketball Intermediate
Rest and Load Management

Advanced Analytics

10 min 17
Basketball Advanced
NBA Salary Cap Strategy

Advanced Analytics

10 min 17
Football Intermediate
Receiver Route Analysis

Passing Analytics

10 min 16
Football Intermediate
Run Game Analytics

Rushing Analytics

10 min 16
Football Advanced
Quarterback Decision Making

Passing Analytics

10 min 16
Football Intermediate
Secondary Coverage Analysis

Defensive Analytics

10 min 16
Football Intermediate
Line Play Evaluation

Defensive Analytics

10 min 16
Football Intermediate
Special Teams Efficiency

Special Teams

10 min 17
Football Intermediate
Game Script Analysis

Passing Analytics

10 min 16
Football Advanced
Injury Impact Modeling

Defensive Analytics

10 min 17
Football Intermediate
Weather Effects on Football

Special Teams

10 min 17
Football Advanced
Playoff Prediction Models

Special Teams

10 min 17
Soccer Advanced
Advanced xG Model Building

Advanced Metrics

10 min 17
Soccer Intermediate
Pressing Intensity Metrics

Tactical Analysis

10 min 18
Soccer Intermediate
Set Piece Analytics

Tactical Analysis

10 min 5
Soccer Advanced
Transfer Market Analytics

Advanced Metrics

10 min 16
Soccer Intermediate
Formation Flexibility Analysis

Tactical Analysis

10 min 17
Soccer Intermediate
Physical Performance Metrics

Advanced Metrics

10 min 16
Soccer Intermediate
Youth Academy Analytics

Advanced Metrics

10 min 16
Soccer Advanced
Match Outcome Prediction

Advanced Metrics

10 min 17
Hockey Intermediate
Defensive Zone Analytics

Defensive Analytics

10 min 17
Hockey Intermediate
Faceoff Analytics

Defensive Analytics

10 min 17
Hockey Intermediate
Goaltender Workload Analysis

Advanced Analytics

10 min 18
Hockey Advanced
NHL Draft and Prospect Analytics

Advanced Analytics

10 min 18
Hockey Intermediate
Playoff Performance Analysis

Advanced Analytics

10 min 18
Hockey Advanced
NHL Salary Cap Management

Advanced Analytics

10 min 16
Baseball Advanced
Game Theory in Baseball Management

Game Theory & Strategy

10 min 18
Baseball Intermediate
MLB Draft Analytics

Draft & Prospect Analytics

10 min 19
Baseball Advanced
Baseball Salary Cap & Arbitration

Contracts & Salary

10 min 20
Baseball Intermediate
Pitcher Workload Management

Game Theory & Strategy

10 min 20
Baseball Advanced
Catcher Framing Deep Dive

Game Theory & Strategy

10 min 18
Baseball Intermediate
Outfield Positioning Analytics

Game Theory & Strategy

10 min 17
Baseball Intermediate
Baserunning Value Models

Game Theory & Strategy

10 min 17
Baseball Intermediate
Platoon Splits Analysis

Game Theory & Strategy

10 min 17
Baseball Advanced
Minor League Analytics

Draft & Prospect Analytics

10 min 18
Baseball Intermediate
Historical Era Adjustments

Game Theory & Strategy

10 min 17
Baseball Intermediate
Baseball Advanced
Building Predictive Models for Sports

Advanced Methods

10 min 18
Baseball Advanced
Time Series Analysis in Sports

Advanced Methods

10 min 18
Baseball Advanced
Bayesian Methods for Sports Analytics

Advanced Methods

10 min 17
Baseball Advanced
Causal Inference in Sports

Advanced Methods

10 min 17
Baseball Intermediate
Baseball Intermediate
Web Scraping Sports Data

Advanced Methods

10 min 16
Baseball Intermediate
SQL for Sports Analytics

Advanced Methods

10 min 17
Hockey Beginner
Tracking Prospects Overseas

Part XIX: International Hockey Deep Dive

10 min 16
Hockey Beginner
IIHF World Championship Analysis

Part XIX: International Hockey Deep Dive

10 min 16
Hockey Beginner
Playing Style Analysis by Country

Part XIX: International Hockey Deep Dive

10 min 18
Hockey Beginner
Multi-League Projection Models

Part XIX: International Hockey Deep Dive

10 min 16
Hockey Beginner
Comparing European Leagues (SHL, Liiga, DEL, NL)

Part XIX: International Hockey Deep Dive

10 min 17
Basketball Beginner
Building data infrastructure

Foundations and Data Infrastructure

10 min 19
Basketball Beginner
Setting up nba_api Python

Foundations and Data Infrastructure

10 min 20
Basketball Beginner
Setting up hoopR in R

Foundations and Data Infrastructure

10 min 19
Basketball Beginner
Structuring basketball data

Foundations and Data Infrastructure

10 min 18
Basketball Beginner
Data cleaning and validation

Foundations and Data Infrastructure

10 min 18
Basketball Beginner
Accessing WNBA Data Sources

Part XVII: Womens Basketball and WNBA

10 min 17
Basketball Beginner
Comparing WNBA Players

Part XVII: Womens Basketball and WNBA

10 min 17
Basketball Beginner
WNBA Team Performance Analytics

Part XVII: Womens Basketball and WNBA

10 min 17
Basketball Beginner
Historical WNBA Trends Analysis

Part XVII: Womens Basketball and WNBA

10 min 17
Basketball Beginner
College to WNBA Translation

Part XVII: Womens Basketball and WNBA

10 min 15
Basketball Beginner
NBA Stats API Deep Dive

Part I: Foundations and Data Infrastructure

10 min 18
Basketball Beginner
Basketball Reference Data Extraction

Part I: Foundations and Data Infrastructure

10 min 17
Basketball Beginner
Tracking Data Overview

Part I: Foundations and Data Infrastructure

10 min 19
Basketball Beginner
Play-by-Play Data Handling

Part I: Foundations and Data Infrastructure

10 min 16
Basketball Beginner
Traditional Stats Foundation

Part I: Foundations and Data Infrastructure

10 min 16
Golf Intermediate
Match play strategy analysis

Match Play and Alternative Formats

10 min 17
Golf Intermediate
Team competition analysis

Match Play and Alternative Formats

10 min 16
Golf Intermediate
Best ball and scramble formats

Match Play and Alternative Formats

10 min 17
Golf Intermediate
Skins and modified Stableford

Match Play and Alternative Formats

10 min 17
Golf Intermediate
Tactical approach by format

Match Play and Alternative Formats

10 min 16
Golf Beginner
Introduction to golf analytics

Foundations of Golf Analytics

10 min 17
Golf Beginner
Understanding SG methodology

Foundations of Golf Analytics

10 min 19
Golf Beginner
PGA Tour data and APIs

Foundations of Golf Analytics

10 min 22
Golf Beginner
TrackMan, Arccos, etc.

Foundations of Golf Analytics

10 min 19
Golf Beginner
Key performance indicators

Foundations of Golf Analytics

10 min 19
Football Beginner
Offensive Scheme Analytics

Part XXVII: Coaching and Scheme Philosophy

10 min 16
Football Beginner
Defensive Scheme Analytics

Part XXVII: Coaching and Scheme Philosophy

10 min 16
Football Beginner
Play-Calling Tendencies Analysis

Part XXVII: Coaching and Scheme Philosophy

10 min 5
Football Beginner
Game-Planning Analytics

Part XXVII: Coaching and Scheme Philosophy

10 min 5
Football Beginner
Situational Football Analytics

Part XXVII: Coaching and Scheme Philosophy

10 min 16
Football Beginner
AI & Machine Learning in Football

Future Directions

10 min 16
Football Beginner
Evolution of Tracking Data

Future Directions

10 min 17
Football Beginner
Real-Time Analytics

Future Directions

10 min 16
Football Beginner
Player Health & Injury Analytics

Future Directions

10 min 16
Football Beginner
Fan Engagement Analytics

Future Directions

10 min 16
Football Beginner
Building an Analytics Department

Organizational Implementation

10 min 5
Football Beginner
Getting Coaching Buy-In

Organizational Implementation

10 min 16
Football Beginner
Analytics Workflows

Organizational Implementation

10 min 16
Football Beginner
Data Visualization for Football

Organizational Implementation

10 min 16
Football Beginner
Football Analytics Tools

Organizational Implementation

10 min 16
Hockey Beginner
NHL Salary Cap Explained

Contracts Salary Cap and Team Building

10 min 21
Hockey Beginner
Contract Valuation in Hockey

Contracts Salary Cap and Team Building

10 min 16
Hockey Beginner
Cap Management Strategy

Contracts Salary Cap and Team Building

10 min 17
Hockey Beginner
Trade Value Analysis in Hockey

Contracts Salary Cap and Team Building

10 min 18
Hockey Beginner
Roster Construction in Hockey

Contracts Salary Cap and Team Building

10 min 17
Hockey Beginner
International Scouting in Hockey

International Hockey

10 min 19
Hockey Beginner
KHL to NHL Translation

International Hockey

10 min 17
Hockey Beginner
Swedish and Finnish League Analytics

International Hockey

10 min 17
Hockey Beginner
World Junior Championship Analytics

International Hockey

10 min 17
Hockey Beginner
Olympic Hockey Tournament Analysis

International Hockey

10 min 17
Football Beginner
Recruiting Analytics

College Football

10 min 5
Football Beginner
Transfer Portal Analytics

College Football

10 min 17
Football Beginner
College Football Playoff Projections

College Football

10 min 17
Football Beginner
NFL Draft Projection Models

College Football

10 min 18
Football Beginner
College Football Analytics Overview

College Football

10 min 16
Hockey Beginner
Power Play Optimization

Game Theory and Strategy

10 min 18
Hockey Beginner
Penalty Kill Analytics

Game Theory and Strategy

10 min 5
Hockey Beginner
Line Matching Strategy

Game Theory and Strategy

10 min 18
Hockey Beginner
Pull Goalie Decisions

Game Theory and Strategy

10 min 17
Hockey Beginner
Zone Entry Strategy

Game Theory and Strategy

10 min 17
Hockey Beginner
NHL Draft Analytics

Player Development and Scouting

10 min 18
Hockey Beginner
Hockey Prospect Evaluation

Player Development and Scouting

10 min 17
Hockey Beginner
NHL Equivalency (NHLe)

Player Development and Scouting

10 min 16
Hockey Beginner
Hockey Age Curves and Peak Performance

Player Development and Scouting

10 min 18
Hockey Beginner
Goaltender Development Tracking

Player Development and Scouting

10 min 17
Soccer Beginner
Analyzing Tactical Formations

Team Tactics and Strategy

10 min 18
Soccer Beginner
Corner Kicks and Free Kicks Analysis

Team Tactics and Strategy

10 min 5
Soccer Beginner
Transition Effectiveness

Team Tactics and Strategy

10 min 18
Soccer Beginner
Defensive Line Analysis

Team Tactics and Strategy

10 min 16
Soccer Beginner
Game State Tracking

Team Tactics and Strategy

10 min 18
Soccer Beginner
Using StatsBomb Free Data

Data Collection

10 min 18
Soccer Beginner
Scraping FBref for Stats

Data Collection

10 min 18
Soccer Beginner
Introduction to Tracking Data

Data Collection

10 min 18
Soccer Beginner
Processing Event Stream Data

Data Collection

10 min 18
Soccer Beginner
Creating Your Own Soccer Database

Data Collection

10 min 18
Soccer Beginner
What is Soccer Analytics?

Getting Started

10 min 18
Soccer Beginner
Soccer Data Landscape

Getting Started

10 min 17
Soccer Beginner
Soccer Beginner
Your First Soccer Analysis

Getting Started

10 min 17
Soccer Beginner
Understanding Soccer Data Types

Getting Started

10 min 17
Soccer Beginner
Possession Metrics

Possession Analytics

10 min 17
Soccer Beginner
Passing Networks (Soccer)

Possession Analytics

10 min 17
Soccer Beginner
Progressive Passes

Possession Analytics

10 min 19
Soccer Beginner
Pressing Analytics

Possession Analytics

10 min 17
Soccer Beginner
Field Tilt

Possession Analytics

10 min 18
Soccer Beginner
Expected Goals (xG) Analysis

Player Evaluation

10 min 17
Soccer Beginner
Soccer Beginner
Player Similarity Analysis

Player Evaluation

10 min 18
Soccer Beginner
Market Value Modeling

Player Evaluation

10 min 17
Basketball Beginner
International Player Scouting

Player Development and Scouting

10 min 16
Basketball Beginner
G-League and Development Analytics

Player Development and Scouting

10 min 16
Basketball Beginner
NBA Salary Cap Explained

Contracts, Salary Cap, and Team Building

10 min 17
Basketball Beginner
Contract Valuation Models

Contracts, Salary Cap, and Team Building

10 min 17
Basketball Beginner
Trade Value Analysis

Contracts, Salary Cap, and Team Building

10 min 17
Basketball Beginner
Roster Construction Strategy

Contracts, Salary Cap, and Team Building

10 min 16
Basketball Beginner
Luxury Tax and Financial Optimization

Contracts, Salary Cap, and Team Building

10 min 17
Basketball Beginner
Introduction to WNBA Analytics

Women's Basketball and WNBA

10 min 17
Basketball Beginner
WNBA Efficiency Metrics

Women's Basketball and WNBA

10 min 17
Basketball Beginner
WNBA vs NBA Analytical Differences

Women's Basketball and WNBA

10 min 17
Basketball Beginner
College Women's Basketball Analytics

Women's Basketball and WNBA

10 min 16
Basketball Beginner
WNBA Draft Analysis

Women's Basketball and WNBA

10 min 16
Basketball Beginner
Offensive Rating (ORtg)

Offensive Analytics

10 min 19
Basketball Beginner
Usage Rate (USG%)

Offensive Analytics

10 min 16
Basketball Beginner
Assist Percentage and Playmaking

Offensive Analytics

10 min 16
Basketball Beginner
Defensive Rating (DRtg)

Defensive Analytics

10 min 19
Basketball Beginner
Steal and Block Percentage

Defensive Analytics

10 min 19
Basketball Beginner
Defensive Rebounding Rate

Defensive Analytics

10 min 18
Basketball Beginner
Rim Protection Metrics

Defensive Analytics

10 min 16
Basketball Beginner
Perimeter Defense Analytics

Defensive Analytics

10 min 16
Basketball Beginner
Player Efficiency Rating (PER)

Player Evaluation and Advanced Metrics

10 min 5
Basketball Beginner
Box Plus/Minus (BPM)

Player Evaluation and Advanced Metrics

10 min 18
Basketball Beginner
Value Over Replacement Player (VORP)

Player Evaluation and Advanced Metrics

10 min 18
Basketball Beginner
Win Shares

Player Evaluation and Advanced Metrics

10 min 18
Basketball Beginner
Real Plus/Minus (RPM)

Player Evaluation and Advanced Metrics

10 min 16
Basketball Beginner
Introduction to NBA Tracking Data

Tracking Data

10 min 19
Basketball Beginner
Speed and Distance Metrics

Tracking Data

10 min 19
Basketball Beginner
Touch Time and Dribbles

Tracking Data

10 min 17
Basketball Beginner
Contested vs Open Shots

Tracking Data

10 min 17
Basketball Beginner
Basketball Beginner
Pace and Possessions

Team Analytics

10 min 19
Basketball Beginner
Dean Oliver's Four Factors

Team Analytics

10 min 19
Basketball Beginner
Net Rating and Point Differential

Team Analytics

10 min 20
Basketball Beginner
Clutch Performance Analytics

Team Analytics

10 min 17
Basketball Beginner
Home Court Advantage Analysis

Team Analytics

10 min 17
Basketball Beginner
Creating Shot Charts

Player Tracking and Spatial Analytics

10 min 17
Basketball Beginner
Heat Maps and Shot Zones

Player Tracking and Spatial Analytics

10 min 17
Basketball Beginner
Court Region Analysis

Player Tracking and Spatial Analytics

10 min 17
Basketball Beginner
Player Movement Patterns

Player Tracking and Spatial Analytics

10 min 16
Basketball Beginner
Passing Networks and Ball Movement

Player Tracking and Spatial Analytics

10 min 16
Basketball Beginner
Win Probability Models

Predictive Models

10 min 19
Basketball Beginner
Player Projection Systems

Predictive Models

10 min 18
Basketball Beginner
NBA Draft Prediction Models

Predictive Models

10 min 19
Basketball Beginner
Injury Risk Models

Predictive Models

10 min 17
Basketball Beginner
Game Outcome Prediction

Predictive Models

10 min 19
Basketball Beginner
Pick and Roll Analytics

Game Theory and Strategy

10 min 19
Basketball Beginner
Transition Offense Analysis

Game Theory and Strategy

10 min 19
Basketball Beginner
Isolation Play Analytics

Game Theory and Strategy

10 min 18
Basketball Beginner
Post-Up Play Analysis

Game Theory and Strategy

10 min 17
Basketball Beginner
Off-Ball Movement and Screens

Game Theory and Strategy

10 min 17
Basketball Beginner
The Three-Point Revolution

Shooting Analytics Deep Dive

10 min 17
Basketball Beginner
Expected Points Per Shot

Shooting Analytics Deep Dive

10 min 17
Basketball Beginner
Shot Quality Models

Shooting Analytics Deep Dive

10 min 16
Basketball Beginner
Hot Hand Analysis

Shooting Analytics Deep Dive

10 min 15
Basketball Beginner
Free Throw Analytics

Shooting Analytics Deep Dive

10 min 15
Basketball Beginner
College to NBA Translation

Player Development and Scouting

10 min 16
Basketball Beginner
NBA Age Curves

Player Development and Scouting

10 min 16
Basketball Beginner
Skill Development Tracking

Player Development and Scouting

10 min 16
Basketball Beginner
What is Basketball Analytics?

Getting Started

10 min 17
Basketball Beginner
The NBA Data Landscape

Getting Started

10 min 16
Basketball Beginner
Setting Up Your Analytics Environment

Getting Started

10 min 17
Basketball Beginner
Your First Basketball Analysis

Getting Started

10 min 17
Basketball Beginner
Understanding Basketball Data Types

Getting Started

10 min 15
Basketball Beginner
Points, Rebounds, and Assists

Traditional Stats

10 min 18
Basketball Beginner
Field Goal and Free Throw Percentages

Traditional Stats

10 min 18
Basketball Beginner
Steals, Blocks, and Turnovers

Traditional Stats

10 min 18
Basketball Beginner
Minutes and Games Played

Traditional Stats

10 min 15
Basketball Beginner
Double-Doubles and Triple-Doubles

Traditional Stats

10 min 15
Basketball Beginner
True Shooting Percentage (TS%)

Offensive Analytics

10 min 4
Basketball Beginner
Effective Field Goal Percentage (eFG%)

Offensive Analytics

10 min 17
Baseball Beginner
Batting Average Explained

Basic Statistics

10 min 18
Baseball Beginner
Understanding ERA (Earned Run Average)

Basic Statistics

10 min 20
Baseball Beginner
Runs, Hits, and RBIs

Basic Statistics

10 min 19
Baseball Beginner
Wins, Losses, and Saves

Basic Statistics

10 min 17
Baseball Beginner
Fielding Percentage and Errors

Basic Statistics

10 min 18
Baseball Intermediate
WAR (Wins Above Replacement) Explained

Advanced Metrics

10 min 18
Baseball Intermediate
wRC+ (Weighted Runs Created Plus)

Advanced Metrics

10 min 19
Baseball Intermediate
FIP (Fielding Independent Pitching)

Advanced Metrics

10 min 19
Baseball Intermediate
Baseball Intermediate
OPS+ Explained

Advanced Metrics

10 min 16
Baseball Intermediate
Introduction to Statcast

Statcast Data

10 min 19
Baseball Intermediate
Exit Velocity and Launch Angle

Statcast Data

10 min 18
Baseball Intermediate
Expected Stats: xBA, xSLG, xwOBA

Statcast Data

10 min 20
Baseball Intermediate
Spin Rate and Pitch Movement

Statcast Data

10 min 17
Baseball Intermediate
Baseball Beginner
Using pybaseball for Data Collection

Data Collection

10 min 18
Baseball Beginner
Using baseballr for Data Collection

Data Collection

10 min 17
Baseball Beginner
Getting Data from Baseball Savant

Data Collection

10 min 17
Baseball Beginner
Accessing FanGraphs Data

Data Collection

10 min 16
Baseball Intermediate
Baseball Intermediate
Creating Spray Charts

Visualization

10 min 18
Baseball Intermediate
Strike Zone Heat Maps

Visualization

10 min 17
Baseball Intermediate
Player Comparison Visualizations

Visualization

10 min 17
Baseball Intermediate
Performance Trend Analysis

Visualization

10 min 17
Baseball Advanced
Building Interactive Dashboards

Visualization

10 min 17
Baseball Advanced
Introduction to ML in Baseball

Machine Learning

10 min 18
Baseball Advanced
Player Performance Prediction

Machine Learning

10 min 19
Baseball Advanced
Pitch Classification with ML

Machine Learning

10 min 17
Baseball Advanced
Injury Prediction Models

Machine Learning

10 min 16
Baseball Advanced
Prospect Projection Systems

Machine Learning

10 min 15
Baseball Advanced
Linear Weights Theory

Advanced Metrics and Sabermetrics

10 min 19
Baseball Advanced
Run Expectancy Matrices

Advanced Metrics and Sabermetrics

10 min 20
Baseball Advanced
Win Probability Added (WPA)

Advanced Metrics and Sabermetrics

10 min 19
Baseball Advanced
Leverage Index Explained

Advanced Metrics and Sabermetrics

10 min 17
Baseball Advanced
Replacement Level Theory

Advanced Metrics and Sabermetrics

10 min 16
Baseball Beginner
What is Baseball Analytics?

Getting Started

10 min 19
Baseball Beginner
History of Sabermetrics

Getting Started

10 min 19
Baseball Beginner
Setting Up Your Analytics Environment

Getting Started

10 min 18
Baseball Beginner
Your First Baseball Analysis

Getting Started

10 min 19
Baseball Beginner
Understanding Baseball Data Types

Getting Started

10 min 17
Tennis Beginner
Tennis Beginner
Tennis Data Sources

Foundations

12 min 17
Tennis Intermediate
Serve Speed and Placement Analysis

Serve Analytics

18 min 16
Tennis Intermediate
Return of Serve Analytics

Serve Analytics

16 min 17
Tennis Intermediate
Rally Length and Patterns

Rally Analysis

20 min 18
Tennis Advanced
Player Performance Metrics

Player Evaluation

22 min 17
Tennis Advanced
Match Preparation Analytics

Match Strategy

25 min 17
Volleyball Beginner
Volleyball Beginner
Volleyball Data Collection

Foundations

12 min 15
Volleyball Intermediate
Attack Efficiency Analysis

Offensive Analytics

18 min 16
Volleyball Intermediate
Setting Analytics

Offensive Analytics

16 min 16
Volleyball Intermediate
Blocking Effectiveness

Defensive Analytics

17 min 16
Volleyball Intermediate
Digging and Floor Defense

Defensive Analytics

15 min 15
Volleyball Intermediate
Serve Strategy Analysis

Serve and Receive

18 min 16
Volleyball Advanced
Serve Receive Systems

Serve and Receive

20 min 16
Volleyball Advanced
Rotation Analysis

Team Dynamics

22 min 16
Soccer Beginner
Introduction to Expected Goals (xG)

Expected Goals (xG)

15 min 394
Soccer Intermediate
PPDA: Measuring Pressing Intensity

Tactical Analysis

12 min 264
Basketball Beginner
True Shooting Percentage Explained

Advanced Analytics

10 min 74
Basketball Intermediate
Player Efficiency Rating (PER) Deep Dive

Advanced Analytics

15 min 507
Hockey Intermediate
Olympics and Best-on-Best

Part X: International Hockey

10 min 169
Hockey Intermediate
Shot Type and Release Analytics

Part X: International Hockey

10 min 487
Hockey Intermediate
Rebound Analytics and Second Chances

Part X: International Hockey

10 min 361
Hockey Intermediate
Rush Chances vs Cycle Offense

Part X: International Hockey

10 min 279
Hockey Intermediate
Slot Shots and High-Danger Areas

Part X: International Hockey

10 min 246
Hockey Intermediate
Shot Assist and Pre-Shot Passing

Part XI: Advanced Shot and Scoring Analytics

10 min 331
Hockey Advanced
Shooting Talent and Finishing Ability

Part XI: Advanced Shot and Scoring Analytics

10 min 351
Hockey Intermediate
Shot Location Optimization

Part XI: Advanced Shot and Scoring Analytics

10 min 201
Hockey Intermediate
Traffic and Screening Analytics

Part XI: Advanced Shot and Scoring Analytics

10 min 388
Hockey Intermediate
Shot Suppression and Prevention

Part XI: Advanced Shot and Scoring Analytics

10 min 272
Hockey Intermediate
Transition Defense and Neutral Zone

Part XI: Advanced Shot and Scoring Analytics

10 min 128
Hockey Intermediate
Defensive Zone Coverage Systems

Part XI: Advanced Shot and Scoring Analytics

10 min 268
Hockey Intermediate
Shot Blocking Analytics

Part XI: Advanced Shot and Scoring Analytics

10 min 386
Hockey Intermediate
Takeaways and Turnovers Forced

Part XII: Advanced Defensive Analytics

10 min 598
Hockey Intermediate
Hitting and Physical Play

Part XII: Advanced Defensive Analytics

10 min 73
Hockey Intermediate
Penalty Differential and Drawing Penalties

Part XII: Advanced Defensive Analytics

10 min 111
Hockey Advanced
Defensive Pair Analytics and Shutdown D

Part XII: Advanced Defensive Analytics

10 min 279
Hockey Intermediate
Center Analytics and Face-Offs

Part XII: Advanced Defensive Analytics

10 min 488
Hockey Intermediate
Winger Analytics (LW and RW)

Part XII: Advanced Defensive Analytics

10 min 544
Hockey Intermediate
Power Forward and Grinding Forward Analytics

Part XII: Advanced Defensive Analytics

10 min 188
Hockey Intermediate
Playmaker vs Scorer Analytics

Part XII: Advanced Defensive Analytics

10 min 250
Hockey Intermediate
Depth Forward Analytics and Bottom-Six

Part XIII: Forward Position Analytics

10 min 116
Hockey Advanced
Offensive Defenseman Analytics

Part XIII: Forward Position Analytics

10 min 264
Hockey Advanced
Two-Way Defenseman Analytics

Part XIII: Forward Position Analytics

10 min 402
Hockey Intermediate
Defensive Defenseman and Shutdown Role

Part XIII: Forward Position Analytics

10 min 161
Hockey Advanced
Puck-Moving Defenseman and Transition

Part XIII: Forward Position Analytics

10 min 533
Hockey Intermediate
Defensive Pair Handedness and Deployment

Part XIV: Defenseman Analytics

10 min 116
Hockey Advanced
Coaching Analytics and Evaluation

Part XIV: Defenseman Analytics

10 min 420
Hockey Advanced
Offensive System Design

Part XIV: Defenseman Analytics

10 min 184
Hockey Advanced
Defensive System Design

Part XIV: Defenseman Analytics

10 min 91
Hockey Intermediate
Special Teams Coaching

Part XIV: Defenseman Analytics

10 min 343
Hockey Advanced
Player Development and Systems

Part XV: Coaching and Strategy

10 min 377
Hockey Advanced
Video Analysis and Scouting Opposition

Part XV: Coaching and Strategy

10 min 295
Hockey Advanced
In-Game Adjustments and Adaptation

Part XV: Coaching and Strategy

10 min 279
Hockey Intermediate
Dead Puck Era (1995-2005)

Part XV: Coaching and Strategy

10 min 445
Hockey Intermediate
Post-Lockout Rule Changes (2005-Present)

Part XV: Coaching and Strategy

10 min 322
Hockey Intermediate
Evolution of Analytics in Hockey

Part XV: Coaching and Strategy

10 min 210
Hockey Intermediate
Greatest Players and GOAT Debates

Part XV: Coaching and Strategy

10 min 517
Hockey Intermediate
Dynasty Teams and Championship Analytics

Part XVI: Historical Hockey and Era Analysis

10 min 394
Hockey Intermediate
Pace and Scoring Trends Over Time

Part XVI: Historical Hockey and Era Analysis

10 min 350
Hockey Advanced
Puck and Player Tracking (NHL Edge)

Part XVI: Historical Hockey and Era Analysis

10 min 498
Hockey Advanced
Advanced Tracking Data Applications

Part XVI: Historical Hockey and Era Analysis

10 min 377
Hockey Intermediate
Wearable Technology and Biometrics

Part XVI: Historical Hockey and Era Analysis

10 min 329
Hockey Intermediate
Video Technology and Analysis Tools

Part XVI: Historical Hockey and Era Analysis

10 min 452
Hockey Advanced
Virtual Reality and Simulation

Part XVII: Technology and Innovation

10 min 207
Hockey Advanced
Artificial Intelligence and Machine Learning

Part XVII: Technology and Innovation

10 min 111
Hockey Intermediate
NHL Revenue and League Economics

Part XVII: Technology and Innovation

10 min 367
Hockey Intermediate
Ticket Sales and Attendance

Part XVII: Technology and Innovation

10 min 440
Hockey Intermediate
Arena Economics and Home Ice

Part XVII: Technology and Innovation

10 min 539
Hockey Intermediate
Media Rights and Broadcasting

Part XVII: Technology and Innovation

10 min 309
Hockey Intermediate
Team Valuation and Ownership

Part XVIII: Business and Economics

10 min 365
Hockey Intermediate
Collective Bargaining and Labor

Part XVIII: Business and Economics

10 min 328
Hockey Intermediate
IIHF World Championship Analytics

Part XVIII: Business and Economics

10 min 485
Hockey Intermediate
World Junior Championship (WJC)

Part XVIII: Business and Economics

10 min 375
Hockey Intermediate
European Professional Leagues

Part XVIII: Business and Economics

10 min 354
Hockey Intermediate
International Ice Surface and Rules

Part XVIII: Business and Economics

10 min 82
Hockey Intermediate
Injury Return and Rehabilitation

Part XXI: Medical and Health Analytics

10 min 284
Hockey Advanced
Regression Analysis for Hockey

Part XXI: Medical and Health Analytics

10 min 108
Hockey Advanced
Machine Learning Applications in Hockey

Part XXI: Medical and Health Analytics

10 min 119
Hockey Advanced
Bayesian Methods in Hockey

Part XXI: Medical and Health Analytics

10 min 213
Hockey Advanced
Survival Analysis and Career Length

Part XXI: Medical and Health Analytics

10 min 136
Hockey Advanced
Network Analysis and Passing Networks

Part XXII: Advanced Statistical Methods

10 min 478
Hockey Advanced
Spatial Analytics and Ice Geography

Part XXII: Advanced Statistical Methods

10 min 421
Hockey Intermediate
Referee Analytics and Consistency

Part XXII: Advanced Statistical Methods

10 min 101
Hockey Intermediate
Penalty Trends and Rule Enforcement

Part XXII: Advanced Statistical Methods

10 min 178
Golf Intermediate
Prize Money and Earnings

Business and Economics of Golf

10 min 526
Golf Intermediate
Sponsorships and Endorsements

Business and Economics of Golf

10 min 529
Golf Intermediate
Tournament Economics

Business and Economics of Golf

10 min 500
Golf Intermediate
Golf Course Economics

Business and Economics of Golf

10 min 349
Golf Intermediate
LIV Golf and Tour Disruption

Business and Economics of Golf

10 min 179
Golf Intermediate
Media Rights and Broadcasting

Business and Economics of Golf

10 min 281
Golf Advanced
Machine Learning for Golf

Advanced Statistical Methods

10 min 302
Golf Advanced
Bayesian Methods in Golf

Advanced Statistical Methods

10 min 102
Golf Advanced
Time Series and Trends

Advanced Statistical Methods

10 min 538
Golf Advanced
Spatial Analytics

Advanced Statistical Methods

10 min 317
Golf Advanced
Simulation and Monte Carlo

Advanced Statistical Methods

10 min 409
Golf Advanced
Causal Inference in Golf

Advanced Statistical Methods

10 min 526
MMA Beginner
Introduction to MMA Analytics

Part I: Foundations of MMA Analytics

10 min 341
MMA Beginner
Data Infrastructure and Sources

Part I: Foundations of MMA Analytics

10 min 548
MMA Beginner
Traditional MMA Statistics

Part I: Foundations of MMA Analytics

10 min 166
MMA Beginner
Striking Analytics Fundamentals

Part I: Foundations of MMA Analytics

10 min 105
MMA Beginner
Grappling Analytics Fundamentals

Part I: Foundations of MMA Analytics

10 min 472
MMA Intermediate
MMA Analytics in R and Python

Part I: Foundations of MMA Analytics

10 min 479
MMA Intermediate
Head Striking Analytics

Part II: Striking Analytics Deep Dive

10 min 411
MMA Intermediate
Body and Leg Striking

Part II: Striking Analytics Deep Dive

10 min 563
MMA Intermediate
Power Strikes vs Volume Striking

Part II: Striking Analytics Deep Dive

10 min 473
MMA Intermediate
Range and Distance Management

Part II: Striking Analytics Deep Dive

10 min 128
MMA Intermediate
Combinations and Strike Patterns

Part II: Striking Analytics Deep Dive

10 min 165
MMA Intermediate
Defensive Striking Metrics

Part II: Striking Analytics Deep Dive

10 min 378
MMA Intermediate
Knockdowns and Finishing Ability

Part II: Striking Analytics Deep Dive

10 min 326
MMA Intermediate
Takedown Analytics

Part III: Grappling and Wrestling Analytics

10 min 434
MMA Intermediate
Takedown Defense Analytics

Part III: Grappling and Wrestling Analytics

10 min 118
MMA Intermediate
Control Time and Position

Part III: Grappling and Wrestling Analytics

10 min 233
MMA Intermediate
Ground-and-Pound Analytics

Part III: Grappling and Wrestling Analytics

10 min 237
MMA Intermediate
Positional Hierarchy and Advancement

Part III: Grappling and Wrestling Analytics

10 min 430
MMA Intermediate
Reversals and Sweeps

Part III: Grappling and Wrestling Analytics

10 min 367
MMA Intermediate
Wrestling vs BJJ Grappling Styles

Part III: Grappling and Wrestling Analytics

10 min 482
MMA Intermediate
Submission Attempt Analytics

Part IV: Submission Analytics

10 min 248
MMA Intermediate
Choke Submissions

Part IV: Submission Analytics

10 min 226
MMA Intermediate
Joint Lock Submissions

Part IV: Submission Analytics

10 min 314
MMA Intermediate
Submission Defense

Part IV: Submission Analytics

10 min 331
MMA Intermediate
Catch Wrestling and Leg Locks

Part IV: Submission Analytics

10 min 146
MMA Intermediate
Submission Specialists vs Well-Rounded

Part IV: Submission Analytics

10 min 177
MMA Intermediate
Fighter Archetypes and Styles

Part V: Fighter Evaluation and Styles

10 min 384
MMA Intermediate
Fighter Skill Profiles

Part V: Fighter Evaluation and Styles

10 min 319
MMA Intermediate
Finishing Ability and Decision Fighters

Part V: Fighter Evaluation and Styles

10 min 384
MMA Intermediate
Pressure Fighting and Pace

Part V: Fighter Evaluation and Styles

10 min 393
MMA Intermediate
Counter-Striking and Patience

Part V: Fighter Evaluation and Styles

10 min 252
MMA Intermediate
Well-Rounded Fighter Analysis

Part V: Fighter Evaluation and Styles

10 min 515
MMA Intermediate
Heavyweight Analytics (265 lbs)

Part VI: Weight Classes and Divisions

10 min 258
MMA Intermediate
Light Heavyweight (205 lbs)

Part VI: Weight Classes and Divisions

10 min 174
MMA Intermediate
Middleweight (185 lbs)

Part VI: Weight Classes and Divisions

10 min 531
MMA Intermediate
Welterweight (170 lbs)

Part VI: Weight Classes and Divisions

10 min 72
MMA Intermediate
Lightweight (155 lbs)

Part VI: Weight Classes and Divisions

10 min 198
MMA Intermediate
Lower Weight Classes (145, 135, 125)

Part VI: Weight Classes and Divisions

10 min 211
Baseball Beginner
Chapter 15: Pitching Statistics Fundamentals

Part III: Pitching Analytics

10 min 303
Baseball Intermediate
Chapter 16: Defense-Independent Pitching Stats

Part III: Pitching Analytics

10 min 107
Baseball Intermediate
Chapter 17: Pitch Arsenal and Repertoire Analysis

Part III: Pitching Analytics

10 min 615
Baseball Intermediate
Chapter 18: Pitch Velocity and Movement

Part III: Pitching Analytics

10 min 439
Baseball Intermediate
Chapter 19: Pitch Location and Command

Part III: Pitching Analytics

10 min 429
Baseball Intermediate
Chapter 20: Platoon Splits and Handedness

Part III: Pitching Analytics

10 min 266
Baseball Intermediate
Chapter 21: Starter vs Reliever Analytics

Part III: Pitching Analytics

10 min 483
Baseball Intermediate
Chapter 22: Contact Management and Batted Ball Allowed

Part III: Pitching Analytics

10 min 538
Baseball Intermediate
Chapter 23: Pitcher Stamina and Fatigue

Part III: Pitching Analytics

10 min 183
Baseball Advanced
Chapter 24: Pitching WAR and Value Metrics

Part III: Pitching Analytics

10 min 228
Baseball Beginner
Chapter 25: Traditional Fielding Metrics

Part IV: Fielding and Defensive Analytics

10 min 523
Baseball Advanced
Chapter 26: Defensive Runs Saved (DRS)

Part IV: Fielding and Defensive Analytics

10 min 365
Baseball Advanced
Chapter 27: Ultimate Zone Rating (UZR) and OAA

Part IV: Fielding and Defensive Analytics

10 min 176
Baseball Intermediate
Chapter 28: Infield Positioning and Shift Analytics

Part IV: Fielding and Defensive Analytics

10 min 217
Baseball Intermediate
Chapter 29: Outfield Positioning and Route Efficiency

Part IV: Fielding and Defensive Analytics

10 min 502
Baseball Advanced
Chapter 30: Catcher Defense and Pitch Framing

Part IV: Fielding and Defensive Analytics

10 min 294
Baseball Advanced
Chapter 31: WAR (Wins Above Replacement) Deep Dive

Part V: Advanced Metrics and Sabermetrics

10 min 393
Baseball Advanced
Chapter 32: Win Probability and Leverage

Part V: Advanced Metrics and Sabermetrics

10 min 518
Baseball Advanced
Chapter 33: Run Expectancy and Linear Weights

Part V: Advanced Metrics and Sabermetrics

10 min 342
Baseball Advanced
Chapter 34: Park Factors and Environmental Adjustments

Part V: Advanced Metrics and Sabermetrics

10 min 84
Baseball Advanced
Chapter 35: Aging Curves and Career Arcs

Part V: Advanced Metrics and Sabermetrics

10 min 330
Baseball Advanced
Chapter 36: Projection Systems (ZiPS, Steamer, PECOTA)

Part V: Advanced Metrics and Sabermetrics

10 min 333
Baseball Intermediate
Chapter 37: Lineup Construction and Optimization

Part VI: Team Strategy and Game Theory

10 min 109
Baseball Intermediate
Chapter 38: Bullpen Management and Closer Role

Part VI: Team Strategy and Game Theory

10 min 482
Baseball Intermediate
Chapter 39: Stolen Base Strategy and Baserunning

Part VI: Team Strategy and Game Theory

10 min 510
Baseball Intermediate
Chapter 40: Bunting, Sacrifice, and Small Ball

Part VI: Team Strategy and Game Theory

10 min 536
Baseball Intermediate
Chapter 41: Intentional Walk and Pitcher Matchups

Part VI: Team Strategy and Game Theory

10 min 88
Baseball Intermediate
Chapter 42: Defensive Positioning and Shifts Strategy

Part VI: Team Strategy and Game Theory

10 min 262
Baseball Intermediate
Chapter 43: Amateur Scouting and Draft Analytics

Part VII: Player Evaluation and Scouting

10 min 484
Baseball Intermediate
Chapter 44: Player Development and Minor Leagues

Part VII: Player Evaluation and Scouting

10 min 610
Baseball Intermediate
Chapter 45: International Scouting and Signing

Part VII: Player Evaluation and Scouting

10 min 302
Baseball Intermediate
Chapter 46: Tools and Physical Profile Scouting

Part VII: Player Evaluation and Scouting

10 min 258
Baseball Advanced
Chapter 47: Statistical vs Scouting Integration

Part VII: Player Evaluation and Scouting

10 min 312
Baseball Advanced
Chapter 48: Trade Valuation and Analysis

Part VII: Player Evaluation and Scouting

10 min 215
Baseball Intermediate
Chapter 49: Salary Cap (Luxury Tax) and Payroll

Part VIII: Contracts, Salary, and Team Building

10 min 69
Baseball Intermediate
Chapter 50: Free Agency Analytics

Part VIII: Contracts, Salary, and Team Building

10 min 130
Baseball Intermediate
Chapter 51: Contract Extensions and Team Control

Part VIII: Contracts, Salary, and Team Building

10 min 385
Baseball Intermediate
Chapter 52: Arbitration Process and Salary Determination

Part VIII: Contracts, Salary, and Team Building

10 min 460
Baseball Intermediate
Chapter 53: Roster Construction and 40-Man Roster

Part VIII: Contracts, Salary, and Team Building

10 min 83
Baseball Advanced
Chapter 54: Machine Learning for Baseball

Part IX: Advanced Statistical Methods

10 min 473
Baseball Advanced
Chapter 55: Bayesian Statistics in Baseball

Part IX: Advanced Statistical Methods

10 min 547
Baseball Advanced
Chapter 56: Survival Analysis and Career Length

Part IX: Advanced Statistical Methods

10 min 250
Baseball Advanced
Chapter 57: Time Series and Trend Analysis

Part IX: Advanced Statistical Methods

10 min 540
Baseball Advanced
Chapter 58: Clustering and Player Similarity

Part IX: Advanced Statistical Methods

10 min 388
Baseball Intermediate
Chapter 59: Dead Ball Era vs Live Ball Era

Part X: Historical Baseball and Era Comparisons

10 min 258
Baseball Advanced
Chapter 60: All-Time Greats and GOAT Debates

Part X: Historical Baseball and Era Comparisons

10 min 554
Baseball Advanced
Chapter 61: Postseason Analytics and October Performance

Part X: Historical Baseball and Era Comparisons

10 min 426
Baseball Intermediate
Chapter 62: Record Chasing and Milestone Analytics

Part X: Historical Baseball and Era Comparisons

10 min 404
Baseball Intermediate
Chapter 63: Swing Mechanics and Biomechanics

Part XI: Advanced Hitting Concepts

10 min 179
Baseball Intermediate
Chapter 64: Approach and Pitch Selection

Part XI: Advanced Hitting Concepts

10 min 109
Baseball Intermediate
Chapter 65: Contact Quality and Expected Performance

Part XI: Advanced Hitting Concepts

10 min 445
Baseball Intermediate
Chapter 66: Spray Charts and Directional Hitting

Part XI: Advanced Hitting Concepts

10 min 319
Baseball Intermediate
Chapter 67: Splits Analysis (Home/Road, Month, etc.)

Part XI: Advanced Hitting Concepts

10 min 196
Baseball Intermediate
Chapter 68: Two-Strike Hitting and Strikeout Avoidance

Part XI: Advanced Hitting Concepts

10 min 463
Baseball Intermediate
Chapter 69: Power Hitting and Home Run Analytics

Part XI: Advanced Hitting Concepts

10 min 158
Baseball Intermediate
Chapter 70: Speed and Contact Hitting

Part XI: Advanced Hitting Concepts

10 min 337
Baseball Advanced
Chapter 71: Pitch Design and Development

Part XII: Advanced Pitching Concepts

10 min 145
Baseball Advanced
Chapter 72: Pitch Tunneling and Deception

Part XII: Advanced Pitching Concepts

10 min 133
Baseball Advanced
Chapter 73: Sequencing and Pattern Breaking

Part XII: Advanced Pitching Concepts

10 min 171
Baseball Advanced
Chapter 74: Spin Rate and Pitch Movement Science

Part XII: Advanced Pitching Concepts

10 min 386
Baseball Intermediate
Chapter 75: Fastball Variants and Usage

Part XII: Advanced Pitching Concepts

10 min 355
Baseball Intermediate
Chapter 76: Breaking Ball Analytics

Part XII: Advanced Pitching Concepts

10 min 550
Baseball Intermediate
Chapter 77: Changeup and Off-Speed Mastery

Part XII: Advanced Pitching Concepts

10 min 120
Baseball Intermediate
Chapter 78: Knuckleball and Specialty Pitches

Part XII: Advanced Pitching Concepts

10 min 384
Baseball Intermediate
Chapter 79: Pitcher Workload and Injury Prevention

Part XII: Advanced Pitching Concepts

10 min 493
Baseball Intermediate
Chapter 80: Pitcher Usage Patterns and Roles

Part XII: Advanced Pitching Concepts

10 min 242
Baseball Advanced
Chapter 81: Catcher Defense Comprehensive Analysis

Part XIII: Fielding and Defense Deep Dives

10 min 165
Baseball Intermediate
Chapter 82: First Base Defense Analytics

Part XIII: Fielding and Defense Deep Dives

10 min 536
Baseball Intermediate
Chapter 83: Middle Infield Defense (2B and SS)

Part XIII: Fielding and Defense Deep Dives

10 min 119
Baseball Intermediate
Chapter 84: Third Base and Corner Infield Defense

Part XIII: Fielding and Defense Deep Dives

10 min 417
Baseball Intermediate
Chapter 85: Outfield Defense Deep Dive

Part XIII: Fielding and Defense Deep Dives

10 min 165
Baseball Intermediate
Chapter 86: Defensive Shifts Comprehensive Study

Part XIII: Fielding and Defense Deep Dives

10 min 508
Baseball Intermediate
Chapter 87: Stolen Base Analytics Deep Dive

Part XIV: Baserunning and Speed

10 min 480
Baseball Intermediate
Chapter 88: Baserunning Advancement and Aggression

Part XIV: Baserunning and Speed

10 min 310
Baseball Intermediate
Chapter 89: Speed and Sprint Speed Analytics

Part XIV: Baserunning and Speed

10 min 540
Baseball Intermediate
Chapter 90: Leadoff Hitting and Table Setting

Part XIV: Baserunning and Speed

10 min 201
Baseball Intermediate
Chapter 91: Pinch Running and Late-Game Speed

Part XIV: Baserunning and Speed

10 min 324
Baseball Advanced
Chapter 92: Managerial Decisions and Analytics

Part XV: In-Game Strategy and Tactics

10 min 451
Baseball Intermediate
Chapter 93: Extra Innings Strategy

Part XV: In-Game Strategy and Tactics

10 min 218
Baseball Intermediate
Chapter 94: Late-Inning Defensive Substitutions

Part XV: In-Game Strategy and Tactics

10 min 162
Baseball Advanced
Chapter 95: Pitcher Usage in Playoffs

Part XV: In-Game Strategy and Tactics

10 min 94
Baseball Intermediate
Chapter 96: Weather and Environmental Factors

Part XV: In-Game Strategy and Tactics

10 min 421
Baseball Advanced
Chapter 97: Umpire Analytics and Strike Zones

Part XV: In-Game Strategy and Tactics

10 min 255
Baseball Intermediate
Chapter 98: Instant Replay and Challenge Strategy

Part XV: In-Game Strategy and Tactics

10 min 451
Baseball Intermediate
Chapter 99: Minor League Performance Metrics

Part XVI: Player Development and Minor Leagues

10 min 420
Baseball Intermediate
Chapter 100: Pitching Development Pathways

Part XVI: Player Development and Minor Leagues

10 min 177
Baseball Intermediate
Chapter 101: Hitting Development and Swing Changes

Part XVI: Player Development and Minor Leagues

10 min 548
Baseball Intermediate
Chapter 102: Organizational Player Development Philosophy

Part XVI: Player Development and Minor Leagues

10 min 144
Baseball Intermediate
Chapter 103: International Academies and Development

Part XVI: Player Development and Minor Leagues

10 min 516
Baseball Intermediate
Chapter 104: Injury Rehab and Minor League Assignments

Part XVI: Player Development and Minor Leagues

10 min 75
Baseball Intermediate
Chapter 105: Japanese Baseball (NPB) Analytics

Part XVII: International Baseball

10 min 265
Baseball Intermediate
Chapter 106: Korean Baseball (KBO) Analytics

Part XVII: International Baseball

10 min 535
Baseball Intermediate
Chapter 107: Cuban Baseball and Defectors

Part XVII: International Baseball

10 min 310
Baseball Intermediate
Chapter 108: Mexican League and Caribbean Baseball

Part XVII: International Baseball

10 min 380
Baseball Intermediate
Chapter 109: World Baseball Classic Analytics

Part XVII: International Baseball

10 min 407
Baseball Intermediate
Chapter 110: Revenue Streams and Business Analytics

Part XVIII: Business, Economics, and Operations

10 min 332
Baseball Intermediate
Chapter 111: Attendance and Fan Engagement

Part XVIII: Business, Economics, and Operations

10 min 370
Baseball Intermediate
Chapter 112: Ballpark Design and Home Field Advantage

Part XVIII: Business, Economics, and Operations

10 min 287
Baseball Intermediate
Chapter 113: Media Rights and Broadcasting

Part XVIII: Business, Economics, and Operations

10 min 258
Baseball Intermediate
Chapter 114: Minor League Affiliate Structure

Part XVIII: Business, Economics, and Operations

10 min 366
Baseball Intermediate
Chapter 115: Team Valuation and Ownership

Part XVIII: Business, Economics, and Operations

10 min 490
Baseball Intermediate
Chapter 116: Collective Bargaining and Labor Relations

Part XVIII: Business, Economics, and Operations

10 min 287
Baseball Beginner
Chapter 117: 1800s Baseball and Origins

Part XIX: Historical Eras and Evolution

10 min 401
Baseball Intermediate
Chapter 118: Dead Ball Era (1900-1919)

Part XIX: Historical Eras and Evolution

10 min 74
Baseball Intermediate
Chapter 119: Live Ball and Babe Ruth Era (1920-1940s)

Part XIX: Historical Eras and Evolution

10 min 101
Baseball Intermediate
Chapter 120: Post-War and Expansion Era (1950s-1970s)

Part XIX: Historical Eras and Evolution

10 min 215
Baseball Intermediate
Chapter 121: Steroid Era (1990s-2000s)

Part XIX: Historical Eras and Evolution

10 min 211
Baseball Intermediate
Chapter 122: Modern Analytics Era (2010s-Present)

Part XIX: Historical Eras and Evolution

10 min 344
Baseball Intermediate
Chapter 123: Womens Baseball Analytics

Part XX: Specialized Topics and Niches

10 min 519
Baseball Intermediate
Chapter 124: College Baseball Analytics

Part XX: Specialized Topics and Niches

10 min 494
Baseball Intermediate
Chapter 125: Fantasy Baseball Analytics

Part XX: Specialized Topics and Niches

10 min 349
Baseball Intermediate
Chapter 126: Sports Betting and Baseball

Part XX: Specialized Topics and Niches

10 min 196
Baseball Intermediate
Chapter 127: Baseball Video Games and Simulation

Part XX: Specialized Topics and Niches

10 min 369
Baseball Intermediate
Chapter 128: Baseball Card Analytics and Collectibles

Part XX: Specialized Topics and Niches

10 min 193
Baseball Intermediate
Chapter 129: Baseball Writing and Media Analytics

Part XX: Specialized Topics and Niches

10 min 291
Baseball Intermediate
Chapter 130: Tommy John Surgery Analytics

Part XXI: Medical, Health, and Safety

10 min 313
Baseball Intermediate
Chapter 131: Concussions and Head Injuries

Part XXI: Medical, Health, and Safety

10 min 120
Baseball Intermediate
Chapter 132: General Injury Analytics

Part XXI: Medical, Health, and Safety

10 min 95
Baseball Intermediate
Chapter 133: Performance Enhancing Drugs and Testing

Part XXI: Medical, Health, and Safety

10 min 549
Baseball Intermediate
Chapter 134: Biometrics and Recovery Science

Part XXI: Medical, Health, and Safety

10 min 387
Baseball Intermediate
Chapter 135: Statcast and Tracking Technology

Part XXII: Technology and Innovation

10 min 230
Baseball Intermediate
Chapter 136: Pitch Tracking (PITCHfx, TrackMan, Statcast)

Part XXII: Technology and Innovation

10 min 419
Baseball Intermediate
Chapter 137: Video Analysis and Film Breakdown

Part XXII: Technology and Innovation

10 min 331
Baseball Intermediate
Chapter 138: Wearable Technology in Baseball

Part XXII: Technology and Innovation

10 min 323
Baseball Intermediate
Chapter 139: Virtual Reality and Simulation Training

Part XXII: Technology and Innovation

10 min 560
Baseball Advanced
Chapter 140: Artificial Intelligence and Machine Learning

Part XXII: Technology and Innovation

10 min 248
Baseball Intermediate
Chapter 141: Umpire Evaluation and Performance

Part XXIII: Umpiring and Rules

10 min 499
Baseball Intermediate
Chapter 142: Rule Changes and Their Impact

Part XXIII: Umpiring and Rules

10 min 190
Baseball Intermediate
Chapter 143: Automated Strike Zone (Robo Umps)

Part XXIII: Umpiring and Rules

10 min 389
Baseball Intermediate
Chapter 144: Official Scoring and Judgment Calls

Part XXIII: Umpiring and Rules

10 min 305
Baseball Intermediate
Chapter 145: Bases Loaded Situations

Part XXIV: Specific Situations and Strategy

10 min 297
Baseball Intermediate
Chapter 146: No-Hitter and Perfect Game Strategy

Part XXIV: Specific Situations and Strategy

10 min 493
Baseball Intermediate
Chapter 147: Rain Delay and Weather Strategy

Part XXIV: Specific Situations and Strategy

10 min 506
Baseball Intermediate
Chapter 148: Doubleheader Strategy

Part XXIV: Specific Situations and Strategy

10 min 486
Baseball Intermediate
Chapter 149: Rundown and Pickle Situations

Part XXIV: Specific Situations and Strategy

10 min 346
Baseball Intermediate
Chapter 150: Top 100 Prospect Lists

Part XXV: Prospect Analysis and Scouting

10 min 208
Baseball Intermediate
Chapter 151: Tools-Based Scouting

Part XXV: Prospect Analysis and Scouting

10 min 437
Baseball Intermediate
Chapter 152: Makeup and Character Scouting

Part XXV: Prospect Analysis and Scouting

10 min 491
Baseball Intermediate
Chapter 153: College vs High School Drafting

Part XXV: Prospect Analysis and Scouting

10 min 78
Baseball Intermediate
Chapter 154: International Prospect Evaluation

Part XXV: Prospect Analysis and Scouting

10 min 352
Baseball Intermediate
Chapter 155: Hitting Coach Philosophy and Impact

Part XXVI: Coaching and Instruction

10 min 459
Baseball Intermediate
Chapter 156: Pitching Coach Impact

Part XXVI: Coaching and Instruction

10 min 174
Baseball Intermediate
Chapter 157: Bench Coach and Staff Roles

Part XXVI: Coaching and Instruction

10 min 425
Baseball Advanced
Chapter 158: Manager Analytics and Evaluation

Part XXVI: Coaching and Instruction

10 min 535
Baseball Intermediate
Chapter 159: Mental Skills and Sports Psychology

Part XXVII: Psychology and Mental Performance

10 min 344
Baseball Advanced
Chapter 160: Clutch Performance and Pressure

Part XXVII: Psychology and Mental Performance

10 min 535
Baseball Intermediate
Chapter 161: Team Chemistry and Clubhouse Culture

Part XXVII: Psychology and Mental Performance

10 min 83
Baseball Intermediate
Chapter 162: Slumps and Hot Streaks

Part XXVII: Psychology and Mental Performance

10 min 229
Basketball Intermediate
Chapter 7: Four Factors of Basketball Success

Part II: Offensive Analytics

10 min 344
Basketball Intermediate
Chapter 8: Shooting Efficiency and True Shooting

Part II: Offensive Analytics

10 min 466
Basketball Intermediate
Chapter 9: Three-Point Revolution and Spacing

Part II: Offensive Analytics

10 min 223
Basketball Intermediate
Chapter 10: Shot Charts and Spatial Analytics

Part II: Offensive Analytics

10 min 153
Basketball Intermediate
Chapter 11: Offensive Rebounding and Second Chances

Part II: Offensive Analytics

10 min 540
Basketball Intermediate
Chapter 12: Assist Rate and Ball Movement

Part II: Offensive Analytics

10 min 173
Basketball Intermediate
Chapter 13: Turnovers and Ball Security

Part II: Offensive Analytics

10 min 182
Basketball Intermediate
Chapter 14: Free Throw Analytics and Foul Drawing

Part II: Offensive Analytics

10 min 322
Basketball Intermediate
Chapter 15: Pace, Possessions, and Tempo

Part II: Offensive Analytics

10 min 502
Basketball Intermediate
Chapter 16: Defensive Metrics Overview

Part III: Defensive Analytics

10 min 483
Basketball Intermediate
Basketball Intermediate
Chapter 18: Steals, Deflections, and Disruptive Defense

Part III: Defensive Analytics

10 min 167
Basketball Intermediate
Chapter 19: Rim Protection and Shot Blocking

Part III: Defensive Analytics

10 min 259
Basketball Intermediate
Chapter 20: Perimeter Defense and Closeouts

Part III: Defensive Analytics

10 min 232
Basketball Advanced
Chapter 21: Individual Defensive Metrics

Part III: Defensive Analytics

10 min 317
Basketball Intermediate
Chapter 22: Team Defense and Schemes

Part III: Defensive Analytics

10 min 324
Basketball Intermediate
Chapter 23: Player Efficiency Rating (PER)

Part IV: Player Evaluation and Advanced Metrics

10 min 105
Basketball Intermediate
Chapter 24: Win Shares

Part IV: Player Evaluation and Advanced Metrics

10 min 482
Basketball Intermediate
Chapter 25: Box Plus/Minus (BPM) and VORP

Part IV: Player Evaluation and Advanced Metrics

10 min 525
Basketball Advanced
Chapter 26: Real Plus-Minus (RPM) and Luck-Adjusted

Part IV: Player Evaluation and Advanced Metrics

10 min 116
Basketball Advanced
Chapter 27: RAPTOR and 538 Metrics

Part IV: Player Evaluation and Advanced Metrics

10 min 439
Basketball Advanced
Chapter 28: Estimated Plus-Minus (EPM) and LEBRON

Part IV: Player Evaluation and Advanced Metrics

10 min 277
Basketball Intermediate
Chapter 29: Usage Rate and Shot Creation

Part IV: Player Evaluation and Advanced Metrics

10 min 504
Basketball Intermediate
Chapter 30: Clutch Performance Analytics

Part IV: Player Evaluation and Advanced Metrics

10 min 120
Basketball Intermediate
Chapter 31: Lineup Combinations and Net Rating

Part V: Lineup Analytics and Rotations

10 min 527
Basketball Intermediate
Chapter 32: On-Off Court Analysis

Part V: Lineup Analytics and Rotations

10 min 204
Basketball Intermediate
Chapter 33: Substitution Patterns and Rotation Management

Part V: Lineup Analytics and Rotations

10 min 372
Basketball Intermediate
Chapter 34: Three-Man and Four-Man Lineup Analytics

Part V: Lineup Analytics and Rotations

10 min 185
Basketball Intermediate
Chapter 35: Lineup Synergy and Chemistry

Part V: Lineup Analytics and Rotations

10 min 250
Basketball Intermediate
Chapter 36: Player Tracking Data Overview

Part VI: Player Tracking and Spatial Analytics

10 min 129
Basketball Intermediate
Chapter 37: Speed, Distance, and Movement Analytics

Part VI: Player Tracking and Spatial Analytics

10 min 324
Basketball Advanced
Chapter 38: Shot Quality and Expected Field Goal %

Part VI: Player Tracking and Spatial Analytics

10 min 161
Basketball Intermediate
Chapter 39: Passing Analytics and Ball Movement

Part VI: Player Tracking and Spatial Analytics

10 min 269
Basketball Intermediate
Chapter 40: Drives, Touches, and Paint Analytics

Part VI: Player Tracking and Spatial Analytics

10 min 296
Basketball Advanced
Chapter 41: Defensive Tracking Metrics

Part VI: Player Tracking and Spatial Analytics

10 min 112
Basketball Intermediate
Chapter 42: Shot Type Classification

Part VII: Shooting Analytics Deep Dive

10 min 102
Basketball Intermediate
Chapter 43: Shot Clock and Time Remaining

Part VII: Shooting Analytics Deep Dive

10 min 103
Basketball Intermediate
Chapter 44: Dribbles, Touch Time, and Shot Creation

Part VII: Shooting Analytics Deep Dive

10 min 141
Basketball Intermediate
Chapter 45: Contested vs Open Shots

Part VII: Shooting Analytics Deep Dive

10 min 333
Basketball Intermediate
Chapter 46: Hot Hand and Shooting Streaks

Part VII: Shooting Analytics Deep Dive

10 min 179
Basketball Intermediate
Chapter 47: Three-Point Shooting Deep Dive

Part VII: Shooting Analytics Deep Dive

10 min 336
Basketball Intermediate
Chapter 48: End-of-Game Situations and Strategy

Part VIII: Game Theory and Strategy

10 min 69
Basketball Intermediate
Chapter 49: Hack-a-Shaq and Intentional Fouling

Part VIII: Game Theory and Strategy

10 min 273
Basketball Intermediate
Chapter 50: Timeout Strategy and Management

Part VIII: Game Theory and Strategy

10 min 92
Basketball Intermediate
Chapter 51: Challenge System and Replay Analytics

Part VIII: Game Theory and Strategy

10 min 78
Basketball Intermediate
Chapter 52: Tanking and Draft Position Strategy

Part VIII: Game Theory and Strategy

10 min 549
Basketball Intermediate
Chapter 53: Rest vs Rust and Schedule Analytics

Part VIII: Game Theory and Strategy

10 min 448
Basketball Intermediate
Chapter 54: NBA Draft Analytics

Part IX: Player Development and Scouting

10 min 525
Basketball Intermediate
Chapter 55: College to NBA Translation

Part IX: Player Development and Scouting

10 min 212
Basketball Intermediate
Chapter 56: G League Analytics and Development

Part IX: Player Development and Scouting

10 min 422
Basketball Intermediate
Chapter 57: International Player Scouting

Part IX: Player Development and Scouting

10 min 408
Basketball Intermediate
Chapter 58: Rookie Analytics and Year 1 Performance

Part IX: Player Development and Scouting

10 min 213
Basketball Intermediate
Chapter 59: NBA Salary Cap System

Part X: Contracts, Salary Cap, and Team Building

10 min 279
Basketball Intermediate
Chapter 60: Max Contracts and Supermax Deals

Part X: Contracts, Salary Cap, and Team Building

10 min 186
Basketball Intermediate
Chapter 61: Mid-Level Exception and Cap Exceptions

Part X: Contracts, Salary Cap, and Team Building

10 min 529
Basketball Intermediate
Chapter 62: Free Agency Analytics

Part X: Contracts, Salary Cap, and Team Building

10 min 517
Basketball Intermediate
Chapter 63: Trade Valuation and Analysis

Part X: Contracts, Salary Cap, and Team Building

10 min 438
Basketball Intermediate
Chapter 64: Draft Pick Valuation

Part X: Contracts, Salary Cap, and Team Building

10 min 73
Basketball Intermediate
Chapter 65: Roster Construction and Team Building

Part X: Contracts, Salary Cap, and Team Building

10 min 488
Basketball Advanced
Chapter 66: Pick-and-Roll Analytics

Part XI: Advanced Offensive Concepts

10 min 158
Basketball Intermediate
Chapter 67: Isolation and One-on-One Scoring

Part XI: Advanced Offensive Concepts

10 min 255
Basketball Intermediate
Chapter 68: Transition Offense Analytics

Part XI: Advanced Offensive Concepts

10 min 230
Basketball Intermediate
Chapter 69: Post-Up Offense and Back-to-Basket

Part XI: Advanced Offensive Concepts

10 min 324
Basketball Intermediate
Chapter 70: Off-Ball Movement and Cutting

Part XI: Advanced Offensive Concepts

10 min 369
Basketball Intermediate
Chapter 71: Offensive Rebounding Strategy

Part XI: Advanced Offensive Concepts

10 min 310
Basketball Intermediate
Chapter 72: Handoff and Dribble Handoff (DHO) Offense

Part XI: Advanced Offensive Concepts

10 min 376
Basketball Intermediate
Chapter 73: Horns, Stack, and Set Plays

Part XI: Advanced Offensive Concepts

10 min 384
Basketball Intermediate
Chapter 74: Five-Out and Spread Offense

Part XI: Advanced Offensive Concepts

10 min 225
Basketball Advanced
Chapter 75: Pick-and-Roll Defense Schemes

Part XII: Advanced Defensive Concepts

10 min 413
Basketball Advanced
Chapter 76: Switching Defense and Versatility

Part XII: Advanced Defensive Concepts

10 min 322
Basketball Intermediate
Chapter 77: Help Defense and Rotations

Part XII: Advanced Defensive Concepts

10 min 305
Basketball Intermediate
Chapter 78: Zone Defense Analytics

Part XII: Advanced Defensive Concepts

10 min 494
Basketball Intermediate
Chapter 79: Press and Trap Defense

Part XII: Advanced Defensive Concepts

10 min 491
Basketball Intermediate
Chapter 80: Defensive Communication and Awareness

Part XII: Advanced Defensive Concepts

10 min 404
Basketball Intermediate
Chapter 81: Perimeter vs Interior Defense Balance

Part XII: Advanced Defensive Concepts

10 min 485
Basketball Advanced
Chapter 82: Defensive Matchup and Assignment Analytics

Part XII: Advanced Defensive Concepts

10 min 148
Basketball Intermediate
Chapter 83: Point Guard Analytics

Part XIII: Position-Specific Analytics

10 min 223
Basketball Intermediate
Chapter 84: Shooting Guard and Wing Analytics

Part XIII: Position-Specific Analytics

10 min 102
Basketball Intermediate
Chapter 85: Forward Analytics (Small and Power Forward)

Part XIII: Position-Specific Analytics

10 min 276
Basketball Intermediate
Chapter 86: Center Analytics

Part XIII: Position-Specific Analytics

10 min 508
Basketball Intermediate
Chapter 87: Positionless Basketball and Hybrid Roles

Part XIII: Position-Specific Analytics

10 min 144
Basketball Intermediate
Chapter 88: Playoff Performance vs Regular Season

Part XIV: Playoff and Championship Analytics

10 min 139
Basketball Intermediate
Chapter 89: Series Analytics and Adjustments

Part XIV: Playoff and Championship Analytics

10 min 191
Basketball Intermediate
Chapter 90: Championship DNA and Team Archetypes

Part XIV: Playoff and Championship Analytics

10 min 475
Basketball Intermediate
Chapter 91: Playoff Rotations and Minutes

Part XIV: Playoff and Championship Analytics

10 min 233
Basketball Intermediate
Chapter 92: Clutch Playoff Performance

Part XIV: Playoff and Championship Analytics

10 min 178
Basketball Intermediate
Chapter 93: Home Court Advantage in Playoffs

Part XIV: Playoff and Championship Analytics

10 min 126
Basketball Advanced
Chapter 94: Coaching Analytics and Evaluation

Part XV: Coaching and Strategy

10 min 533
Basketball Intermediate
Chapter 95: Offensive System Design

Part XV: Coaching and Strategy

10 min 221
Basketball Intermediate
Chapter 96: Defensive System Design

Part XV: Coaching and Strategy

10 min 441
Basketball Intermediate
Chapter 97: Player Development and Coaching Staff

Part XV: Coaching and Strategy

10 min 471
Basketball Intermediate
Chapter 98: In-Game Adjustments and Adaptability

Part XV: Coaching and Strategy

10 min 476
Basketball Intermediate
Chapter 99: Game Planning and Scouting Reports

Part XV: Coaching and Strategy

10 min 394
Basketball Intermediate
Chapter 100: FIBA Rules vs NBA Rules Analytics

Part XVI: International and FIBA Basketball

10 min 482
Basketball Intermediate
Chapter 101: EuroLeague and European Basketball

Part XVI: International and FIBA Basketball

10 min 159
Basketball Intermediate
Chapter 102: Olympics and FIBA World Cup Analytics

Part XVI: International and FIBA Basketball

10 min 286
Basketball Intermediate
Chapter 103: International Player Development

Part XVI: International and FIBA Basketball

10 min 385
Basketball Intermediate
Chapter 104: Global Basketball Analytics

Part XVI: International and FIBA Basketball

10 min 507
Football Beginner
Introduction to Football Analytics

Part I: Foundations and Data Infrastructure

10 min 318
Football Intermediate
Data Infrastructure and Sources

Part I: Foundations and Data Infrastructure

10 min 497
Football Intermediate
nflverse Ecosystem

Part I: Foundations and Data Infrastructure

10 min 466
Football Intermediate
Data Wrangling and Cleaning

Part I: Foundations and Data Infrastructure

10 min 275
Football Beginner
Visualization Basics

Part I: Foundations and Data Infrastructure

10 min 412
Football Beginner
Offensive Basics and Play Types

Part II: Offensive Analytics

10 min 168
Football Intermediate
Passing Analytics

Part II: Offensive Analytics

10 min 533
Football Intermediate
Rushing Analytics

Part II: Offensive Analytics

10 min 102
Football Advanced
Expected Points Added (EPA) Analysis

Part II: Offensive Analytics

10 min 331
Football Intermediate
Success Rate Metrics

Part II: Offensive Analytics

10 min 296
Football Intermediate
Play Calling and Tendencies

Part II: Offensive Analytics

10 min 424
Football Intermediate
Offensive Efficiency Metrics

Part II: Offensive Analytics

10 min 165
Football Beginner
Defensive Basics and Metrics

Part III: Defensive Analytics

10 min 490
Football Intermediate
Coverage Analysis

Part III: Defensive Analytics

10 min 376
Football Intermediate
Pass Rush Analytics

Part III: Defensive Analytics

10 min 348
Football Intermediate
Run Defense Metrics

Part III: Defensive Analytics

10 min 547
Football Intermediate
Defensive Efficiency Metrics

Part III: Defensive Analytics

10 min 132
Football Intermediate
Scheme Analysis

Part III: Defensive Analytics

10 min 452
Football Intermediate
Kicking Analytics

Part IV: Special Teams and Situational Football

10 min 301
Football Intermediate
Punting Strategy

Part IV: Special Teams and Situational Football

10 min 78
Football Intermediate
Return Game Analytics

Part IV: Special Teams and Situational Football

10 min 420
Football Advanced
Fourth Down Decision Making

Part V: Game Theory and Strategic Analytics

10 min 298
Football Intermediate
Two-Point Conversion Strategy

Part V: Game Theory and Strategic Analytics

10 min 167
Football Intermediate
Clock Management

Part V: Game Theory and Strategic Analytics

10 min 376
Football Advanced
Win Probability Models

Part V: Game Theory and Strategic Analytics

10 min 315
Football Intermediate
Player Evaluation Methods

Part VI: Personnel Decisions and Player Evaluation

10 min 378
Football Intermediate
Draft Analytics

Part VI: Personnel Decisions and Player Evaluation

10 min 379
Football Intermediate
Salary Cap Management

Part VI: Personnel Decisions and Player Evaluation

10 min 188
Football Intermediate
Roster Construction

Part VI: Personnel Decisions and Player Evaluation

10 min 293
Football Intermediate
Coaching Metrics and Evaluation

Part VI: Personnel Decisions and Player Evaluation

10 min 302
Football Advanced
Machine Learning Applications

Part VII: Advanced Technical Methods

10 min 72
Football Advanced
Bayesian Methods in Football

Part VII: Advanced Technical Methods

10 min 379
Football Advanced
Computer Vision for Football

Part VII: Advanced Technical Methods

10 min 118
Football Advanced
Tracking Data Analysis

Part VII: Advanced Technical Methods

10 min 390
Football Advanced
Simulation and Monte Carlo Methods

Part VII: Advanced Technical Methods

10 min 531
Football Intermediate
College Football Data Sources

Part VIII: College Football Analytics

10 min 421
Football Intermediate
Recruiting Analytics

Part VIII: College Football Analytics

10 min 445
Football Intermediate
College vs NFL Analytics Differences

Part VIII: College Football Analytics

10 min 400
Football Intermediate
Building an Analytics Department

Part IX: Organizational Implementation

10 min 98
Football Intermediate
Communication and Storytelling

Part IX: Organizational Implementation

10 min 225
Football Intermediate
Analytics Workflow and Tools

Part IX: Organizational Implementation

10 min 267
Football Intermediate
Case Studies in Analytics Implementation

Part IX: Organizational Implementation

10 min 95
Football Advanced
Emerging Technologies

Part X: Future Directions and Emerging Topics

10 min 110
Football Advanced
Artificial Intelligence Future

Part X: Future Directions and Emerging Topics

10 min 200
Football Beginner
Conclusion and Career Guidance

Part X: Future Directions and Emerging Topics

10 min 100
Football Advanced
Pre-Snap Analytics and Motion

Part XI: Advanced Offensive Concepts

10 min 342
Football Advanced
Route Combination Analytics

Part XI: Advanced Offensive Concepts

10 min 343
Football Advanced
Quarterback Decision Making

Part XI: Advanced Offensive Concepts

10 min 124
Football Advanced
Offensive Line Analytics

Part XI: Advanced Offensive Concepts

10 min 527
Football Advanced
Red Zone and Goal Line Offense

Part XI: Advanced Offensive Concepts

10 min 199
Football Advanced
Screen Game Analytics

Part XI: Advanced Offensive Concepts

10 min 350
Football Advanced
Disguise and Deception on Defense

Part XII: Advanced Defensive Concepts

10 min 89
Football Advanced
Linebacker Analytics

Part XII: Advanced Defensive Concepts

10 min 332
Football Advanced
Cornerback and Safety Analytics

Part XII: Advanced Defensive Concepts

10 min 321
Football Advanced
Defensive Front and DL Analytics

Part XII: Advanced Defensive Concepts

10 min 548
Football Advanced
Blitz Package Analytics

Part XII: Advanced Defensive Concepts

10 min 213
Football Advanced
Adjustments and In-Game Defensive Changes

Part XII: Advanced Defensive Concepts

10 min 356
Football Intermediate
Third Down Analytics

Part XIII: Situational Football Deep Dives

10 min 72
Football Intermediate
Two-Minute Offense and Hurry-Up

Part XIII: Situational Football Deep Dives

10 min 231
Football Intermediate
Short Yardage and Goal Line Situations

Part XIII: Situational Football Deep Dives

10 min 376
Football Intermediate
Weather and Environmental Analytics

Part XIII: Situational Football Deep Dives

10 min 121
Football Intermediate
Garbage Time and Game Script

Part XIII: Situational Football Deep Dives

10 min 418
Football Intermediate
Rookie Analytics and Year 1 Performance

Part XIV: Player Performance and Development

10 min 156
Football Intermediate
Career Arc and Aging Curves

Part XIV: Player Performance and Development

10 min 463
Football Advanced
Injury Analytics and Prevention

Part XIV: Player Performance and Development

10 min 283
Football Intermediate
Positional Versatility and Hybrid Players

Part XIV: Player Performance and Development

10 min 462
Football Intermediate
Practice and Training Camp Analytics

Part XIV: Player Performance and Development

10 min 396
Football Intermediate
Leadership and Intangibles Quantification

Part XIV: Player Performance and Development

10 min 529
Football Intermediate
Trade Analytics and Valuation

Part XV: Team Building and Front Office

10 min 395
Football Intermediate
Free Agency Strategy

Part XV: Team Building and Front Office

10 min 321
Football Advanced
Compensatory Picks and Cap Strategies

Part XV: Team Building and Front Office

10 min 355
Football Intermediate
Organizational Structure and Decision Making

Part XV: Team Building and Front Office

10 min 248
Football Intermediate
Scouting Department Analytics

Part XV: Team Building and Front Office

10 min 111
Football Intermediate
Competitive Balance and Parity

Part XV: Team Building and Front Office

10 min 245
Football Advanced
Causal Inference in Football

Part XVI: Advanced Statistics and Modeling

10 min 330
Football Advanced
Time Series Analysis for Football

Part XVI: Advanced Statistics and Modeling

10 min 343
Football Advanced
Network Analysis in Football

Part XVI: Advanced Statistics and Modeling

10 min 160
Football Advanced
Spatial Analytics and Field Geography

Part XVI: Advanced Statistics and Modeling

10 min 205
Football Advanced
Survival Analysis for Football

Part XVI: Advanced Statistics and Modeling

10 min 480
Football Advanced
Multi-Level and Hierarchical Modeling

Part XVI: Advanced Statistics and Modeling

10 min 222
Football Intermediate
Opponent Scouting and Preparation

Part XVII: Opponent Analysis and Game Planning

10 min 101
Football Intermediate
Game Planning Analytics

Part XVII: Opponent Analysis and Game Planning

10 min 277
Football Intermediate
In-Game Adjustments and Adaptation

Part XVII: Opponent Analysis and Game Planning

10 min 518
Football Intermediate
Divisional and Conference Analytics

Part XVII: Opponent Analysis and Game Planning

10 min 196
Football Intermediate
Self-Scouting and Tendency Breaking

Part XVII: Opponent Analysis and Game Planning

10 min 360
Football Intermediate
Broadcasting Analytics and Graphics

Part XVIII: Broadcasting, Media, and Public Analytics

10 min 147
Football Intermediate
Fantasy Football Analytics

Part XVIII: Broadcasting, Media, and Public Analytics

10 min 92
Football Advanced
Sports Betting and Odds Making

Part XVIII: Broadcasting, Media, and Public Analytics

10 min 457
Football Intermediate
Public Analytics and Media Metrics

Part XVIII: Broadcasting, Media, and Public Analytics

10 min 444
Football Intermediate
Video Game Analytics (Madden, etc.)

Part XVIII: Broadcasting, Media, and Public Analytics

10 min 282
Football Intermediate
Canadian Football League (CFL) Analytics

Part XIX: International and Alternative Football

10 min 512
Football Intermediate
Arena Football and Indoor Leagues

Part XIX: International and Alternative Football

10 min 153
Football Intermediate
Spring Leagues (USFL, XFL, etc.)

Part XIX: International and Alternative Football

10 min 164
Football Intermediate
International Football Growth

Part XIX: International and Alternative Football

10 min 296
Football Beginner
High School Football Analytics

Part XX: Youth and High School Football

10 min 417
Football Beginner
Youth Football Development

Part XX: Youth and High School Football

10 min 138
Football Intermediate
7-on-7 and Passing Leagues

Part XX: Youth and High School Football

10 min 373
Football Intermediate
Prep School and Post-Grad Football

Part XX: Youth and High School Football

10 min 386
Football Intermediate
Revenue Analytics

Part XXII: Business and Economics of Football

10 min 251
Football Intermediate
Ticket Sales and Stadium Analytics

Part XXII: Business and Economics of Football

10 min 522
Football Intermediate
Merchandising and Licensing

Part XXII: Business and Economics of Football

10 min 295
Football Intermediate
Sponsorship and Partnership Analytics

Part XXII: Business and Economics of Football

10 min 342
Football Intermediate
Media Rights and Broadcasting Economics

Part XXII: Business and Economics of Football

10 min 260
Football Intermediate
Team Valuation and Ownership

Part XXII: Business and Economics of Football

10 min 207
Football Intermediate
Contract Analytics and Negotiation

Part XXIII: Legal, Medical, and Safety

10 min 185
Football Intermediate
Collective Bargaining Agreement Analytics

Part XXIII: Legal, Medical, and Safety

10 min 247
Football Advanced
Concussion and Head Injury Analytics

Part XXIII: Legal, Medical, and Safety

10 min 116
Football Intermediate
Player Safety and Rule Changes

Part XXIII: Legal, Medical, and Safety

10 min 271
Football Intermediate
Legal Analytics (Grievances, Disputes)

Part XXIII: Legal, Medical, and Safety

10 min 446
Football Advanced
Era Adjustment and Historical Comparison

Part XXIV: Historical and Comparative Analytics

10 min 351
Football Intermediate
Greatest Teams of All Time

Part XXIV: Historical and Comparative Analytics

10 min 349
Football Intermediate
Greatest Players and Positions

Part XXIV: Historical and Comparative Analytics

10 min 129
Football Intermediate
Historical Trends and Evolution

Part XXIV: Historical and Comparative Analytics

10 min 532
Football Advanced
Comparative Sports Analytics

Part XXIV: Historical and Comparative Analytics

10 min 212
Football Advanced
Biometric and Wearable Analytics

Part XXV: Emerging Analytics Frontiers

10 min 395
Football Advanced
Genomics and Personalized Training

Part XXV: Emerging Analytics Frontiers

10 min 277
Football Advanced
Neuroscience and Cognitive Analytics

Part XXV: Emerging Analytics Frontiers

10 min 134
Football Intermediate
Environmental and Sustainability Analytics

Part XXV: Emerging Analytics Frontiers

10 min 274
Football Intermediate
Social Impact and Community Analytics

Part XXV: Emerging Analytics Frontiers

10 min 406
Football Advanced
Quantum Analytics and Future Computing

Part XXV: Emerging Analytics Frontiers

10 min 142
Football Advanced
Quarterback Analytics Deep Dive

Part XXVI: Position-Specific Deep Dives

10 min 424
Football Advanced
Running Back Analytics Deep Dive

Part XXVI: Position-Specific Deep Dives

10 min 133
Football Advanced
Wide Receiver Analytics Deep Dive

Part XXVI: Position-Specific Deep Dives

10 min 323
Football Advanced
Tight End Analytics Deep Dive

Part XXVI: Position-Specific Deep Dives

10 min 155
Football Advanced
Offensive Line Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 238
Football Advanced
Defensive Line Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 162
Football Advanced
Linebacker Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 534
Football Advanced
Cornerback Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 115
Football Advanced
Safety Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 409
Football Intermediate
Special Teams Position-by-Position

Part XXVI: Position-Specific Deep Dives

10 min 139
Football Intermediate
Fullback and H-Back Analytics

Part XXVI: Position-Specific Deep Dives

10 min 400
Hockey Beginner
Introduction to Hockey Analytics

Part I: Foundations and Data Infrastructure

10 min 522
Hockey Intermediate
Hockey Data Sources and Infrastructure

Part I: Foundations and Data Infrastructure

10 min 334
Hockey Intermediate
R and Python for Hockey Analytics

Part I: Foundations and Data Infrastructure

10 min 546
Hockey Intermediate
Play-by-Play Data and Event Tracking

Part I: Foundations and Data Infrastructure

10 min 152
Hockey Intermediate
Visualization for Hockey Analytics

Part I: Foundations and Data Infrastructure

10 min 554
Hockey Beginner
Traditional Hockey Statistics

Part I: Foundations and Data Infrastructure

10 min 252
Hockey Intermediate
Corsi and Shot Attempts

Part II: Shot-Based Metrics and Possession

10 min 536
Hockey Intermediate
Fenwick and Unblocked Shots

Part II: Shot-Based Metrics and Possession

10 min 356
Hockey Advanced
Expected Goals (xG) Models

Part II: Shot-Based Metrics and Possession

10 min 97
Hockey Intermediate
Shot Quality and Danger

Part II: Shot-Based Metrics and Possession

10 min 358
Hockey Intermediate
Shooting Percentage and Regression

Part II: Shot-Based Metrics and Possession

10 min 433
Hockey Intermediate
Zone Entries and Controlled Entry

Part II: Shot-Based Metrics and Possession

10 min 526
Hockey Intermediate
Zone Exits and Breakouts

Part II: Shot-Based Metrics and Possession

10 min 261
Hockey Intermediate
Possession Metrics and Zone Time

Part II: Shot-Based Metrics and Possession

10 min 165
Hockey Beginner
Plus/Minus and Limitations

Part III: Player Evaluation and Advanced Metrics

10 min 478
Hockey Advanced
Relative Metrics and Context

Part III: Player Evaluation and Advanced Metrics

10 min 324
Hockey Advanced
Wins Above Replacement (WAR)

Part III: Player Evaluation and Advanced Metrics

10 min 111
Hockey Advanced
Regularized Adjusted Plus-Minus (RAPM)

Part III: Player Evaluation and Advanced Metrics

10 min 525
Hockey Advanced
Goals Above Expected (GAx)

Part III: Player Evaluation and Advanced Metrics

10 min 230
Hockey Advanced
Impact Metrics and Player Value

Part III: Player Evaluation and Advanced Metrics

10 min 506
Hockey Intermediate
Usage Charts and Player Roles

Part III: Player Evaluation and Advanced Metrics

10 min 276
Hockey Intermediate
Individual Offensive and Defensive Metrics

Part III: Player Evaluation and Advanced Metrics

10 min 292
Hockey Intermediate
Power Play Analytics

Part IV: Special Teams Analytics

10 min 68
Hockey Intermediate
Penalty Kill Analytics

Part IV: Special Teams Analytics

10 min 394
Hockey Intermediate
Penalty Analytics and Discipline

Part IV: Special Teams Analytics

10 min 206
Hockey Intermediate
4-on-4 and Even-Strength Analytics

Part IV: Special Teams Analytics

10 min 279
Hockey Intermediate
3-on-3 Overtime Analytics

Part IV: Special Teams Analytics

10 min 209
Hockey Intermediate
Empty Net Situations

Part IV: Special Teams Analytics

10 min 140
Hockey Intermediate
Save Percentage and Context

Part V: Goaltending Analytics

10 min 512
Hockey Intermediate
Goals Against Average and Quality Starts

Part V: Goaltending Analytics

10 min 68
Hockey Advanced
Goals Saved Above Expected (GSAx)

Part V: Goaltending Analytics

10 min 237
Hockey Intermediate
Goalie Workload and Fatigue

Part V: Goaltending Analytics

10 min 412
Hockey Intermediate
Goaltending Styles and Positioning

Part V: Goaltending Analytics

10 min 289
Hockey Intermediate
Goalie Evaluation and Scouting

Part V: Goaltending Analytics

10 min 147
Hockey Intermediate
Goalie Tandem and Backup Analytics

Part V: Goaltending Analytics

10 min 293
Hockey Intermediate
Forward Line Combinations

Part VI: Line Combinations and Deployment

10 min 464
Hockey Intermediate
Defensive Pairings

Part VI: Line Combinations and Deployment

10 min 368
Hockey Intermediate
Line Matching and Deployment

Part VI: Line Combinations and Deployment

10 min 380
Hockey Intermediate
Ice Time Distribution and Shifts

Part VI: Line Combinations and Deployment

10 min 231
Hockey Advanced
On-Ice/Off-Ice Impact Analysis

Part VI: Line Combinations and Deployment

10 min 450
Hockey Intermediate
Score Effects and Game State

Part VII: Game Theory and Strategy

10 min 498
Hockey Intermediate
Face-Off Analytics

Part VII: Game Theory and Strategy

10 min 67
Hockey Intermediate
Timeout Usage and Icing Strategy

Part VII: Game Theory and Strategy

10 min 275
Hockey Advanced
Playoff Strategy and Adjustments

Part VII: Game Theory and Strategy

10 min 106
Hockey Intermediate
Shootout Analytics

Part VII: Game Theory and Strategy

10 min 142
Hockey Intermediate
NHL Draft Analytics

Part VIII: Player Development and Scouting

10 min 325
Hockey Intermediate
Junior Hockey Analytics (CHL)

Part VIII: Player Development and Scouting

10 min 139
Hockey Intermediate
NCAA Hockey Analytics

Part VIII: Player Development and Scouting

10 min 143
Hockey Intermediate
European League Analytics

Part VIII: Player Development and Scouting

10 min 236
Hockey Advanced
Prospect Rankings and Evaluation

Part VIII: Player Development and Scouting

10 min 190
Hockey Intermediate
Rookie Performance and Development Curves

Part VIII: Player Development and Scouting

10 min 177
Hockey Intermediate
NHL Salary Cap System

Part IX: Contracts, Salary Cap, and Team Building

10 min 249
Hockey Intermediate
Contract Structure and Types

Part IX: Contracts, Salary Cap, and Team Building

10 min 147
Hockey Intermediate
Free Agency Analytics

Part IX: Contracts, Salary Cap, and Team Building

10 min 416
Hockey Intermediate
Trade Analytics and Deadline

Part IX: Contracts, Salary Cap, and Team Building

10 min 614
Hockey Intermediate
Draft Pick Valuation

Part IX: Contracts, Salary Cap, and Team Building

10 min 515
Hockey Advanced
Roster Construction and Team Building

Part IX: Contracts, Salary Cap, and Team Building

10 min 308
Hockey Intermediate
Expansion Draft and Protection Lists

Part IX: Contracts, Salary Cap, and Team Building

10 min 435
Baseball Beginner
Introduction to Baseball Analytics and Sabermetrics

Foundations and Data Infrastructure

15 min 470
Baseball Beginner
Baseball Data Sources and Infrastructure

Foundations and Data Infrastructure

20 min 180
Baseball Intermediate
R and Python for Baseball Analytics

Foundations and Data Infrastructure

25 min 365
Baseball Intermediate
Data Wrangling and Play-by-Play Analysis

Foundations and Data Infrastructure

20 min 234
Baseball Intermediate
Visualization for Baseball Analytics

Foundations and Data Infrastructure

20 min 521
Baseball Beginner
Baseball Statistics Fundamentals

Foundations and Data Infrastructure

15 min 339
Baseball Beginner
On-Base Percentage and Plate Discipline

Hitting and Offensive Analytics

18 min 552
Baseball Beginner
Slugging and Power Metrics

Hitting and Offensive Analytics

18 min 191
Baseball Intermediate
Weighted On-Base Average (wOBA) and wRC+

Hitting and Offensive Analytics

20 min 229
Baseball Intermediate
Batted Ball Analytics and Statcast

Hitting and Offensive Analytics

22 min 507
Baseball Intermediate
Expected Stats and Luck Indicators

Hitting and Offensive Analytics

18 min 281
Baseball Beginner
Baserunning and Speed Analytics

Hitting and Offensive Analytics

18 min 323
Baseball Intermediate
Clutch Hitting and Leverage

Hitting and Offensive Analytics

20 min 184
Baseball Advanced
Offensive Metrics Integration and WAR

Hitting and Offensive Analytics

25 min 387
Baseball Beginner
Pitching Statistics Fundamentals

Pitching Analytics

18 min 320
Baseball Intermediate
Defense-Independent Pitching Stats

Pitching Analytics

20 min 371
Baseball Intermediate
Pitch Arsenal and Repertoire Analysis

Pitching Analytics

22 min 330
Baseball Intermediate
Pitch Velocity and Movement

Pitching Analytics

20 min 468
Baseball Intermediate
Pitch Location and Command

Pitching Analytics

18 min 285
Baseball Beginner
Platoon Splits and Handedness

Pitching Analytics

18 min 455
Baseball Intermediate
Starter vs Reliever Analytics

Pitching Analytics

20 min 352
Baseball Intermediate
Contact Management and Batted Ball Allowed

Pitching Analytics

20 min 335
Baseball Intermediate
Pitcher Stamina and Fatigue

Pitching Analytics

18 min 532
Baseball Advanced
Pitching WAR and Value Metrics

Pitching Analytics

22 min 105
Baseball Beginner
Traditional Fielding Metrics

Fielding and Defensive Analytics

15 min 359
Baseball Intermediate
Defensive Runs Saved (DRS)

Fielding and Defensive Analytics

20 min 415
Baseball Intermediate
Ultimate Zone Rating (UZR) and OAA

Fielding and Defensive Analytics

20 min 422
Baseball Intermediate
Infield Positioning and Shift Analytics

Fielding and Defensive Analytics

20 min 307
Baseball Intermediate
Outfield Positioning and Route Efficiency

Fielding and Defensive Analytics

18 min 197
Baseball Intermediate
Catcher Defense and Pitch Framing

Fielding and Defensive Analytics

22 min 500
Basketball Advanced
Lineup Combinations and Net Rating

Lineup Analytics and Rotations

13 min 340
Basketball Advanced
On-Off Court Analysis

Lineup Analytics and Rotations

12 min 135
Basketball Advanced
Substitution Patterns and Rotation Management

Lineup Analytics and Rotations

13 min 89
Football Beginner
Football Beginner
Football Beginner
Data Collection and Validation

Foundations

10 min 264
Football Beginner
Football Intermediate
Probability and Expected Value

Foundations

10 min 130
Football Intermediate
Quarterback Evaluation

Offensive Analytics

10 min 293
Football Intermediate
Running Back Analytics

Offensive Analytics

10 min 515
Football Intermediate
Receiving Corps Analysis

Offensive Analytics

10 min 125
Football Intermediate
Play-Calling Strategy

Offensive Analytics

10 min 516
Football Intermediate
Red Zone Efficiency

Offensive Analytics

10 min 144
Football Intermediate
Offensive Line Evaluation

Offensive Analytics

10 min 102
Football Intermediate
Cornerback and Coverage Analysis

Defensive Analytics

10 min 517
Football Intermediate
Pass Rush Effectiveness

Defensive Analytics

10 min 206
Football Intermediate
Linebacker Performance Metrics

Defensive Analytics

10 min 415
Football Intermediate
Run Defense Analysis

Defensive Analytics

10 min 382
Football Intermediate
Defensive Scheme and Coverage Types

Defensive Analytics

10 min 109
Football Intermediate
Blitz Analytics and Pressure Schemes

Defensive Analytics

10 min 333
Football Intermediate
Coverage Assignment and Technique

Defensive Analytics

10 min 277
Football Intermediate
Kicking and Field Goal Analytics

Special Teams

10 min 321
Football Intermediate
Punting Strategy and Efficiency

Special Teams

10 min 207
Football Intermediate
Returns and Coverage Units

Special Teams

10 min 507
Football Intermediate
Field Position Strategy

Special Teams

10 min 341
Football Advanced
Optimal Strategy and Game Theory

Game Theory

10 min 123
Football Advanced
Football Advanced
Fourth Down Decision Making

Game Theory

10 min 180
Football Advanced
Two-Minute Drill Analytics

Game Theory

10 min 269
Football Advanced
Predictive Game Modeling

Game Theory

10 min 236
Football Advanced
Football Intermediate
Player Evaluation and Scouting

Personnel Decisions

10 min 281
Football Intermediate
Draft Strategy and Value Selection

Personnel Decisions

10 min 405
Football Intermediate
Free Agency and Contract Valuation

Personnel Decisions

10 min 117
Football Intermediate
Salary Cap Management

Personnel Decisions

10 min 303
Football Intermediate
Team Composition and Fit

Personnel Decisions

10 min 102
Football Advanced
Machine Learning Applications in Football

Advanced Technical Methods

10 min 539
Football Advanced
Computer Vision and Tracking Data

Advanced Technical Methods

10 min 314
Football Advanced
Causal Inference and Treatment Effects

Advanced Technical Methods

10 min 394
Football Advanced
Bayesian Methods and Uncertainty Quantification

Advanced Technical Methods

10 min 450
Football Advanced
Advanced Data Visualization and Communication

Advanced Technical Methods

10 min 515
Soccer Beginner
Introduction to Soccer Analytics

Foundations of Soccer Analytics

10 min 162
Soccer Beginner
Data Infrastructure and Sources

Foundations of Soccer Analytics

10 min 196
Soccer Beginner
Core Soccer Metrics

Foundations of Soccer Analytics

10 min 423
Soccer Intermediate
Expected Goals (xG) Fundamentals

Foundations of Soccer Analytics

10 min 462
Soccer Intermediate
Advanced Shot Metrics

Foundations of Soccer Analytics

10 min 473
Soccer Intermediate
Soccer Analytics in R and Python

Foundations of Soccer Analytics

10 min 408
Soccer Intermediate
Passing Metrics and Networks

Passing and Possession Analytics

10 min 562
Soccer Intermediate
Expected Assists (xA)

Passing and Possession Analytics

10 min 502
Soccer Advanced
Possession Value Models

Passing and Possession Analytics

10 min 262
Soccer Intermediate
Progressive and Penetrative Passing

Passing and Possession Analytics

10 min 240
Soccer Intermediate
Crossing and Wide Play

Passing and Possession Analytics

10 min 353
Soccer Intermediate
Build-Up Play Analysis

Passing and Possession Analytics

10 min 474
Soccer Intermediate
Set Piece Analytics

Passing and Possession Analytics

10 min 250
Soccer Intermediate
Individual Defensive Metrics

Defensive Analytics

10 min 263
Soccer Intermediate
Pressing and Counter-Pressing

Defensive Analytics

10 min 498
Soccer Intermediate
Defensive Line and Compactness

Defensive Analytics

10 min 136
Soccer Intermediate
Transition Defense

Defensive Analytics

10 min 121
Soccer Intermediate
Ball Recovery Analytics

Defensive Analytics

10 min 131
Soccer Intermediate
Expected Goals Against (xGA)

Defensive Analytics

10 min 224
Soccer Intermediate
Goalkeeper Performance Metrics

Goalkeeper Analytics

10 min 159
Soccer Intermediate
Shot-Stopping and Reflexes

Goalkeeper Analytics

10 min 563
Soccer Intermediate
Goalkeeper Distribution

Goalkeeper Analytics

10 min 253
Soccer Intermediate
Sweeping and Positioning

Goalkeeper Analytics

10 min 517
Soccer Intermediate
Penalty Kick Analysis

Goalkeeper Analytics

10 min 263
Soccer Intermediate
Holistic Player Ratings

Player Evaluation and Scouting

10 min 199
Soccer Intermediate
Position-Specific Analysis: Forwards

Player Evaluation and Scouting

10 min 136
Soccer Intermediate
Position-Specific Analysis: Midfielders

Player Evaluation and Scouting

10 min 521
Soccer Intermediate
Position-Specific Analysis: Defenders

Player Evaluation and Scouting

10 min 133
Soccer Intermediate
Scouting and Recruitment Analytics

Player Evaluation and Scouting

10 min 537
Soccer Intermediate
Style Compatibility and Team Fit

Player Evaluation and Scouting

10 min 221
Hockey Beginner
Introduction to Hockey Analytics

Foundations and Data Infrastructure

10 min 430
Hockey Intermediate
Hockey Data Sources and Infrastructure

Foundations and Data Infrastructure

10 min 402
Hockey Intermediate
R and Python for Hockey Analytics

Foundations and Data Infrastructure

10 min 172
Hockey Intermediate
Play-by-Play Data and Event Tracking

Foundations and Data Infrastructure

10 min 72
Hockey Intermediate
Visualization for Hockey Analytics

Foundations and Data Infrastructure

10 min 273
Hockey Beginner
Traditional Hockey Statistics

Foundations and Data Infrastructure

10 min 91
Hockey Intermediate
Corsi and Shot Attempts

Shot-Based Metrics and Possession

10 min 611
Hockey Intermediate
Fenwick and Unblocked Shots

Shot-Based Metrics and Possession

10 min 482
Hockey Advanced
Expected Goals (xG) Models

Shot-Based Metrics and Possession

10 min 155
Hockey Intermediate
Shot Quality and Danger

Shot-Based Metrics and Possession

10 min 251
Hockey Intermediate
Shooting Percentage and Regression

Shot-Based Metrics and Possession

10 min 231
Hockey Intermediate
Zone Entries and Controlled Entry

Shot-Based Metrics and Possession

10 min 340
Hockey Intermediate
Zone Exits and Breakouts

Shot-Based Metrics and Possession

10 min 438
Hockey Advanced
Possession Metrics and Zone Time

Shot-Based Metrics and Possession

10 min 98
Hockey Intermediate
Plus/Minus and Limitations

Player Evaluation and Advanced Metrics

10 min 112
Hockey Advanced
Relative Metrics and Context

Player Evaluation and Advanced Metrics

10 min 210
Hockey Advanced
Wins Above Replacement (WAR) for Hockey

Player Evaluation and Advanced Metrics

10 min 130
Hockey Advanced
Regularized Adjusted Plus-Minus (RAPM)

Player Evaluation and Advanced Metrics

10 min 467
Hockey Advanced
Goals Above Expected (GAx) and GSAx

Player Evaluation and Advanced Metrics

10 min 367
Hockey Advanced
Impact Metrics and Player Value

Player Evaluation and Advanced Metrics

10 min 378
Hockey Intermediate
Usage Charts and Player Roles

Player Evaluation and Advanced Metrics

10 min 217
Hockey Intermediate
Individual Offensive and Defensive Metrics

Player Evaluation and Advanced Metrics

10 min 389
Hockey Intermediate
Power Play Analytics

Special Teams Analytics

10 min 230
Hockey Intermediate
Penalty Kill Analytics

Special Teams Analytics

10 min 408
Hockey Intermediate
Penalty Analytics and Discipline

Special Teams Analytics

10 min 283
Hockey Intermediate
4-on-4 and Even-Strength Analytics

Special Teams Analytics

10 min 133
Hockey Intermediate
3-on-3 Overtime Analytics

Special Teams Analytics

10 min 251
Hockey Intermediate
Empty Net Situations

Special Teams Analytics

10 min 284
Hockey Intermediate
Save Percentage and Context

Goaltending Analytics

10 min 106
Hockey Intermediate
Goals Against Average and Quality Starts

Goaltending Analytics

10 min 117
Hockey Advanced
Goals Saved Above Expected (GSAx)

Goaltending Analytics

10 min 199
Hockey Intermediate
Goalie Workload and Fatigue

Goaltending Analytics

10 min 72
Hockey Intermediate
Goaltending Styles and Positioning

Goaltending Analytics

10 min 203
Hockey Intermediate
Goalie Evaluation and Scouting

Goaltending Analytics

10 min 230
Hockey Intermediate
Goalie Tandem and Backup Analytics

Goaltending Analytics

10 min 476
Hockey Intermediate
Forward Line Combinations

Line Combinations and Deployment

10 min 129
Hockey Intermediate
Defensive Pairings

Line Combinations and Deployment

10 min 147
Hockey Intermediate
Line Matching and Deployment

Line Combinations and Deployment

10 min 272
Hockey Intermediate
Ice Time Distribution and Shifts

Line Combinations and Deployment

10 min 361
Hockey Advanced
On-Ice and Off-Ice Impact Analysis

Line Combinations and Deployment

10 min 426
Baseball Beginner
Chapter 1: Introduction to Baseball Analytics and Sabermetrics

Part I: Foundations and Data Infrastructure

10 min 491
Baseball Beginner
Chapter 2: Baseball Data Sources and Infrastructure

Part I: Foundations and Data Infrastructure

10 min 84
Baseball Intermediate
Chapter 3: R and Python for Baseball Analytics

Part I: Foundations and Data Infrastructure

10 min 346
Baseball Intermediate
Chapter 4: Data Wrangling and Play-by-Play Analysis

Part I: Foundations and Data Infrastructure

10 min 437
Baseball Intermediate
Chapter 5: Visualization for Baseball Analytics

Part I: Foundations and Data Infrastructure

10 min 80
Baseball Beginner
Chapter 6: Baseball Statistics Fundamentals

Part I: Foundations and Data Infrastructure

10 min 527
Baseball Beginner
Chapter 7: On-Base Percentage and Plate Discipline

Part II: Hitting and Offensive Analytics

10 min 327
Baseball Intermediate
Chapter 8: Slugging and Power Metrics

Part II: Hitting and Offensive Analytics

10 min 484
Baseball Advanced
Chapter 9: Weighted On-Base Average (wOBA) and wRC+

Part II: Hitting and Offensive Analytics

10 min 374
Baseball Intermediate
Chapter 10: Batted Ball Analytics and Statcast

Part II: Hitting and Offensive Analytics

10 min 343
Baseball Advanced
Chapter 11: Expected Stats and Luck Indicators

Part II: Hitting and Offensive Analytics

10 min 530
Baseball Intermediate
Chapter 12: Baserunning and Speed Analytics

Part II: Hitting and Offensive Analytics

10 min 544
Baseball Advanced
Chapter 13: Clutch Hitting and Leverage

Part II: Hitting and Offensive Analytics

10 min 624
Baseball Advanced
Chapter 14: Offensive Metrics Integration and WAR

Part II: Hitting and Offensive Analytics

10 min 110