Unemployment is a major global issue with significant socioeconomic impacts, including reduced individual well-being, increased inequality, and weakened economic stability. For Indonesia, as the largest economy in Southeast Asia, understanding the determinants of unemployment and developing reliable forecasting methods are crucial for effective policymaking. This study proposes a two-stage hybr…