For the first time in Egypt, we conducted a comprehensive study on the freelance job market, analyzing both supply and demand. This pioneering research offers valuable insights into client preferences on platforms like Upwork and compares the performance of Egyptian freelancers against their Indian counterparts.

Project Stages:

1. Web Scraping: Collected data on 100,000 freelance jobs from Upwork, along with detailed performance data of 1,200 Egyptian and 18,000 Indian freelancers.
2. Data Cleaning: Rigorously cleaned the data to ensure its accuracy and reliability.
3. Data Visualization: Developed detailed visualizations to succinctly present key findings and insights.