Combine sugar, water, cinnamon and milk in a saucepan over medium heat; cook until boiling. Remove from heat and stir in vanilla; add pecan halves. Stir until pecans are evenly coated.
Spread on wax paper to cool, separating pecan; cool completely before serving.
If pecans are not for immediate use, store them in an airtight container until ready to serve.