The present chapter examines the dynamics of local labor markets and regional economic systems in advanced economies, emphasizing the interplay between economic growth, unemployment, and spatial disparities. Drawing on empirical investigations of cities, metropolitan regions, and rural districts, the research highlights the persistent heterogeneity in regional development and the uneven distribution of wealth, employment, and productivity. Central to this inquiry is the role of population dynamics, migration, and demographic transitions in shaping labor market outcomes, alongside structural and institutional factors that mediate resilience to economic shocks. The study integrates insights from neoclassical equilibrium theory, the New Economic Geography, and regional resilience frameworks to explore how expansions and recessions influence local economic trajectories. Short-term fluctuations in employment and output, interpreted through local Okun relationships, reveal asymmetries in labor market responsiveness across regions, reflecting structural differences in industrial composition, human capital, and institutional settings. Empirical evidence from Europe demonstrates that resilient regions—often characterized by high-skilled labor and diversified industrial networks—experience smaller increases in unemployment during recessions, whereas weaker districts face amplified disparities. High-resolution, local-scale indicators are employed to map spatial variations in labor market performance, enabling the identification of structural determinants of resilience and efficiency. Methodological innovations, including spatiotemporal and network-based approaches, facilitate a comparative analysis of urban and rural dynamics, highlighting the nuanced effects of demographic redistribution, sectoral specialization, and policy interventions. These findings underscore the importance of socio-spatial structures, institutional flexibility, and human capital in shaping regional economic outcomes. They also stress the need for targeted, context-specific policies that reconcile local resilience with broader efficiency objectives. By linking short-term labor market dynamics with long-term structural change, our contribution provides a comprehensive framework for understanding regional disparities and guiding interventions to enhance socioeconomic equity and sustainable regional growth.