Combine the almonds, rice and cinnamon in a blender and process until very fine.
Add the hot water, cover, and allow to soak, unrefrigerated, overnight or for approximately 8 hours.
Add the sugar, coconut milk and vanilla, blend again and pour through a fine sieve or cheesecloth. Chill the horchata, then serve over ice and garnish with a cinnamon stick.