Chicken skin does not crisp up in the slow cooker. If you don't like the texture of slow cooked chicken skin, you can either remove it before cooking, after cooking or place your chicken on a cookie sheet and briefly broil your chicken to crisp up the skin after slow cooking.
You can also use 6 boneless skinless chicken thighs or 2 chicken breasts instead of the quarters, however, cooking times will vary.