Combine flour, salt, pepper, and paprika in a large bowl.
Add in cubed beef and stir until the beef is fully coated. Set aside.
Heat olive oil in a large Dutch oven or pot over medium high heat.
Cook the beef and onions until browned, about 5 minutes.
Add in garlic and let cook for 30 seconds.
Stir in red wine, scraping up any brown bits in the pan.
Add in broth, worcestershire sauce, bay leaves, potatoes, carrots, and celery.
Bring to a simmer, reduce heat to low, cover and simmer 1 hour or until beef is tender.
In a small bowl, mix together cornstarch and red wine vinegar to create a slurry.
Slowly add the slurry to the simmering stew, then allow to simmer, uncovered, for 5 minutes.
Stir in peas and simmer, uncovered, for an additional 5 minutes.
Remove bay leaves.
Taste and re-season, if necessary.
Serve and enjoy!
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