Heat olive oil in a large Dutch oven or heavy-bottomed pot over medium-high heat. Once shimmering, add ground beef and cook for 5-6 minutes, breaking it into bite-sized pieces with a wooden spoon until deeply browned on all sides. This step builds flavor foundation through the Maillard reaction.

Reduce heat to medium and add diced onion and celery to the browned beef. Sauté for 2-3 minutes until onions become translucent and aromatics release their fragrance. The vegetables will soften slightly and infuse the meat with their flavors.

Stir in minced garlic and tomato paste, cooking for exactly 1 minute while stirring constantly to prevent burning. This allows garlic to bloom and tomato paste to caramelize slightly, concentrating its savory qualities.

Pour in beef broth and stir in cumin, paprika, dried thyme, bay leaves, salt, and black pepper. Bring the mixture to a simmer, then add diced potatoes and carrots. Create this cozy hearty crowd beef bowl recipe base by ensuring all vegetables are submerged in liquid.

Reduce heat to medium-low and simmer for 18-20 minutes, stirring occasionally, until potatoes are fork-tender and carrots yield easily. The broth should reduce slightly and coat the vegetables with rich, savory liquid. Taste and adjust seasoning as needed.

Remove bay leaves and stir in fresh chopped parsley just before serving. The brightness of fresh herbs provides contrast to the warm, earthy spices and completes the flavor profile beautifully.