The dataset used in this study is a comprehensive, publicly available dataset designed for research purposes, encompassing various features related to the public sector. It includes data on all genders (male and female) from diverse regions, age groups, and educational levels. The dataset was sourced from CAPMAS reports (2018-2023), which provide quarterly updates on the labor force, including details on unemployment assessments categorized by geographical distribution.