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Stack Overflow Analysis
Data analysis project using Python and machine learning
2021
PythonNumPyPandasJupyterData Analysis
Role
Data Analyst
Overview
Comprehensive data analysis of Stack Overflow developer survey data to extract insights about developer trends, technologies, and career patterns.
Problem
- •Large-scale developer survey data requiring analysis
- •Need to identify trends and patterns in technology adoption
- •Extract actionable insights from complex datasets
Approach
- •Utilized Python data science stack for analysis
- •Performed data cleaning and preprocessing
- •Applied statistical analysis and visualization techniques
- •Generated insights on developer trends and preferences
Architecture
Python-based data analysis pipeline
System Components
- →Environment: Jupyter Notebook / Anaconda
- →Libraries: NumPy, Pandas, Matplotlib
- →Analysis: Statistical modeling and visualization
Architecture Diagram Placeholder
Results & Impact
- ✓Identified key trends in developer technology preferences
- ✓Generated comprehensive visualizations and reports
- ✓Demonstrated proficiency in data analysis and Python
Technologies Used
Python
NumPy
Pandas
Jupyter
Anaconda
Data Visualization
My Contribution
- •End-to-end data analysis and visualization
- •Statistical modeling and interpretation
- •Documentation and presentation of findings