Abstract: This paper details the project’s scalable methodology, focusing on its automated data collection, cleaning, and analysis pipeline. The system has produced a rich dataset of 350,000 job postings, providing granular, real-time intelligence on the skills, occupations, and qualifications sought by over 28,000 companies. We present key findings on persistent market structures and insights from … Continue reading An AI-Driven Lens on The Demand side of the Egyptian Labor Market (2021-To Date)Part I: A Framework for Real-Time Labor Market Intelligence: Data, Methods, and Key Findings