In a large bowl, cover the black eyed peas with water and soak them overnight.
In a large pot over medium heat, cook the bacon until crispy. Transfer the bacon to a plate and set aside, leaving the bacon fat in the pot.
Add the peppers, celery, and onions to the pot with the bacon fat. Stir until combined then add the strained black eyed peas.
Pour in the chicken broth, ensuring that it covers the black-eyed peas completely. Add additional water to ensure beans are fully covered, if needed. Stir in spices.
Place the turkey tails, turkey legs, and turkey necks in the pot. Allow the mixture to simmer until the black-eyed peas are tender and the turkey is cooked through (about 1.5 to 2 hours).
Serve the black-eyed peas and turkey stew with the crispy chopped bacon pieces on top.