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🎮 CS2 Player Performance & Tournament Analytics

Interactive Excel Dashboard for Esports Performance Analysis

CS2 Dashboard

📌 Project Overview

This project is an interactive Microsoft Excel dashboard designed to analyze Counter-Strike 2 (CS2) player and team performance using tournament data.

The dashboard provides insights into player performance, team performance, win/loss trends across maps, role-based analysis, fatigue impact, and top-performing players. It enables users to explore the data dynamically through interactive slicers and KPI cards.


🎯 Project Objectives

  • Analyze player and team performance in CS2 tournaments.
  • Compare win and loss rates across different maps.
  • Identify the best-performing player roles.
  • Evaluate the impact of fatigue levels on performance.
  • Highlight top-performing players using key performance metrics.
  • Build an interactive dashboard using Microsoft Excel.

📊 Dashboard Features

KPI Cards

The dashboard includes key performance indicators:

KPI Value
Total Records 6,000
Average K/D Ratio 2.71
Win Rate 51.9%
Average Performance Score 39.5
MVP Awards 469

Visual Analysis

🏆 Team Performance

Compares the average performance score of different esports teams.

🗺️ Win vs Loss Rate by Map

Shows how teams perform on different maps and compares win and loss percentages.

🎯 Performance by Role

Analyzes performance across player roles such as:

  • AWPer
  • Entry Fragger
  • IGL
  • Lurker
  • Support

⚡ Performance by Fatigue Level

Examines how fatigue levels influence player performance scores.

👑 Top 5 Players

Highlights the highest-performing players based on performance score and K/D ratio.


🎛️ Interactive Filters

The dashboard includes slicers that allow users to filter and explore the data dynamically.

Available Filters

  • Team Name
  • Player Role
  • Map Played

All charts, KPIs, and tables update automatically based on slicer selections.


🛠️ Tools & Techniques Used

Tools

  • Microsoft Excel
  • Git
  • GitHub

Excel Features

  • Pivot Tables
  • Pivot Charts
  • Slicers
  • KPI Cards
  • Data Cleaning
  • Data Formatting
  • Dashboard Design
  • Interactive Reporting

📂 Repository Structure

├── CS2_Esports_Master_Dataset.csv
├── Dashboard_Screenshot.png
├── esports_player_performance_tournament_analytics.xlsx
└── README.md

📈 Key Insights

  • Team performance varies significantly across tournaments.
  • Certain maps consistently show higher win rates.
  • Different player roles contribute differently to overall team success.
  • Fatigue levels can impact performance scores.
  • A small group of players consistently outperforms the rest of the dataset.

💡 What This Project Demonstrates

  • Data Analysis using Excel
  • Interactive Dashboard Development
  • KPI Design
  • Data Visualization
  • Pivot Table Reporting
  • Performance Analytics
  • Business-Oriented Storytelling
  • Dashboard UI/UX Design

📷 Dashboard Preview

Dashboard Preview


👨‍💻 Author

Devansh Gupta

Aspiring Data Analyst focused on Data Analytics, Data Visualization, and Business Intelligence.

Connect With Me


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Interactive Excel dashboard analyzing CS2 player, team, map, role, and fatigue-level performance.

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