Season beef with salt and pepper, to taste. Add beef to the skillet and cook until evenly browned, about 2-3 minutes.
Place beef, potatoes, carrots, onion and garlic into a 6-qt slow cooker. Stir in beef broth, tomato paste, Worcestershire, thyme, rosemary, paprika, caraway seeds and bay leaves until well combined; season with salt and pepper, to taste.
Cover and cook on low heat for 7-8 hours or high heat for 3-4 hours.
In a small bowl, whisk together flour and 1/2 cup stew broth. Stir in flour mixture into the slow cooker. Cover and cook on high heat for an additional 30 minutes, or until thickened.*
Serve immediately, garnished with parsley, if desired.
Notes
*TO FREEZE: Let cool completely; portion into plastic freezer bags in individual servings, squeezing out any excess air before sealing. Lay the bags flat in a single layer in the freezer (this will help them freeze quickly). To reheat, thaw overnight in the fridge, reheating over low heat, stirring occasionally, until heated through.