Layer first 14 ingredients in an electric slow cooker.
Combine flour, 1/8 teaspoon salt, and 1/8 teaspoon pepper in a shallow dish; dredge venison in flour mixture. Heat oil in a large nonstick skillet over medium-high heat; add venison. Cook 4 minutes or until browned on all sides, turning frequently. Add venison to slow cooker. Pour beer and broth over venison. Cover and cook on low 7 1/2 hours or until meat is tender. Discard bay leaf.
Stew can be frozen in an airtight container for up to three months; add a little more water or beer when reheating.