Slow cooker beef stew combines tender chunks of beef, potatoes, carrots, celery, and peas in a thick, savory broth. The long cooking time allows chuck roast to soften while the vegetables absorb the flavors of beef broth, tomato paste, herbs, and Worcestershire sauce.