Coat beef in flour. heat olive oil in a large skillet over medium heat. Cook meat until lightly browned. Place meat into a large greased crock-pot.
Add in carrots, potatoes and celery. Season with salt, pepper, garlic powder, paprika and dried oregano. Pour in beef broth. Cover and let cook on low for 6-8 hours or on high heat for 4-5 hours.