⚙️ How It Works

Understanding our data-driven player comparison methodology

🎯 Getting Started

1. Select League & Season

Choose your preferred league (currently Premier League) and the specific season you want to analyze. Our database covers multiple seasons with comprehensive player statistics.

2. Search for Players

Type in the names of two players you want to compare. Our search will find players by name, so you can search for first name, last name, or full name. The search is case-insensitive and will show suggestions as you type.

3. Get Analysis

Click "Compare Players" and our system will analyze both players' statistics across multiple categories to provide a comprehensive comparison and verdict.

📊 Analysis Methodology

Our system doesn't just look at raw numbers - it provides intelligent analysis across 7 key categories:

Goal Threat & Finishing

Compares total goals, non-penalty goals, goal rates, and shooting accuracy to determine who's the more clinical finisher.

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Creative Impact

Analyzes assists, key passes, and contribution to team's creative output to see who creates more chances.

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Defensive Contribution

Compares tackles, interceptions, clearances, blocks, and defensive work rate (weighted by position importance).

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Team Dependency & Impact

Calculates what percentage of team's goals/assists each player contributed and how crucial they were to their team's attack.

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Minutes & Efficiency

Compares per-90 stats, minutes played, and consistency across the season to determine who was more efficient.

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Discipline & Reliability

Analyzes yellow/red cards, games missed, and overall availability to the team to assess reliability.

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Overall Statistical Dominance

Evaluates who had better raw numbers and efficiency metrics across all areas for a comprehensive verdict.

📈 Data Sources & Statistics

Comprehensive Statistics

We analyze over 20 different statistical categories including:

Position-Specific Analysis

Our system understands that different positions have different responsibilities. A defender's defensive stats are weighted more heavily than a striker's, while a midfielder's creative output is more important than a goalkeeper's.

Per-90 Minute Analysis

We normalize statistics to per-90 minutes to ensure fair comparisons between players who may have played different amounts of time during the season.

🎨 Why Our Analysis is Different

Smart Insights

Unlike simple stat comparisons, our system provides context, explains why certain stats matter more in specific situations, and gives you a narrative that makes sense of the numbers.

Controversial but Data-Driven

Our system isn't afraid to make bold claims based on the data. It might pick the "unpopular" choice if the statistics clearly support it, giving you fresh perspectives on player comparisons.

Season-Specific Context

Each comparison is grounded in the specific season's context - team performance, league competitiveness, and individual circumstances that affected each player's season.

🚀 Try It Out

Ready to Compare?

Now that you understand how our tool works, head back to the main page and start comparing players!

Start Comparing Players