Developer Career Roadmap

Data Science

Extract actionable business insights from complex structured and unstructured data using statistical modeling, hypothesis testing, and machine learning.

Salary Benchmarks

  • Local Market (Pakistan): PKR 150k - 500k/mo
  • Global Market (USD/Remote): $60k - $180k/yr

Core Technical Skills & Frameworks

  • Python
  • SQL
  • Pandas
  • Statistical Hypothesis Testing
  • Data Visualization (Seaborn/Plotly)