In a large zip-top bag, mix the cornstarch with salt and black pepper. Add the stew meat and seal the bag. Shake and massage the bag until all of the meat is evenly coated.
Heat a large (12 inch) skillet over medium-high heat. Add the oil to the skillet. In batches, brown the meat on all sides. Place the meat into the slow cooker.