Combine the vodka, pumpkin pie spice, and lime juice in a mixing glass. Stir until the spice is fully dissolved.
Fill four copper mugs with ice cubes.
Divide the vodka mixture evenly among the mugs.
Top each mug with ginger beer and give it a gentle stir.
Garnish each drink with one cinnamon stick before serving.