Regions shape how people vote. This study analyzed elections across Europe to understand which parties thrive in which types of regions. Using cluster analysis, six region types were identified based on socioeconomic indicators. Radical-right parties perform strongest in disadvantaged and industrial regions, while conservative parties peak in industrial areas, and social-democratic parties are weakest there but strongest in rural regions. This study shows that place shapes party competition.