Project Title Advanced Data Analysis and Visualization with Pandas and Matplotlib

A Comprehensive Employee Data Analysis with Python: Insights & Visualizations

Description:

🚀 Unlock the Power of Employee Data with Python! In this video, we explore a comprehensive employee data analysis project using Pandas, Seaborn, and Matplotlib. You'll learn how to transform raw data into actionable insights with step-by-step explanations, visualizations, and practical examples.

🔍 What You'll Learn:
1️⃣ Department Performance Analysis: Find average performance scores across departments.
2️⃣ Salary Distribution Insights: Use pivot tables to analyze salary trends by city and department.
3️⃣ Hiring Trends: Discover time-series trends in employee hiring over the years.
4️⃣ Age & Salary Analysis: Visualize salary distribution by age group using boxplots.
5️⃣ Top Performing Cities: Identify cities with the highest average performance scores.
6️⃣ Tenure Analysis: Analyze the departments with the longest average employee tenure.
7️⃣ Correlation Study: Examine relationships between salaries and performance scores.
8️⃣ Department Visualization: Visualize department size as a percentage of total employees.
9️⃣ Hiring Trends by City: Analyze and visualize hiring trends by city over the years.

🧑‍💻 Tools & Libraries Used:
Python
Pandas (for data manipulation)
Seaborn & Matplotlib (for visualizations)
Excel Integration (employee_dataset.xlsx)
📊 Dataset Information:
We use an employee dataset containing essential fields such as:

Department
Performance Score
Salary
Age
Join Date
City
This dataset allows us to explore various concepts in employee analytics, such as average scores, hiring trends, salary distributions, and performance correlations.

📥 Full Project Code Including the dataset:https://oluwadamilolaadegunwa.wordpress.co...

⚡ Key Takeaways: This project is perfect for data analysts, Python enthusiasts, or anyone looking to derive insights from organizational data.

⏱️ Timestamps:
Introduction
Loading and Exploring the Dataset
Average Performance Score by Department
Salary Pivot Table: By City & Department
Hiring Trend Analysis (Time Series)
Average Salary by Age Group
Top 5 Cities for Performance Scores
Salary Distribution Visualization
Department with Longest Employee Tenure
Performance vs Salary Correlation
Department Size Visualization
Hiring Trends by City Over the Years
Conclusion

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