Question: dogs that are least likely to run away?
Answer: Labrador Retrievers.
German Shepherds (if not properly trained and don't get enough attention/exercise they can develop a desire to roam)
Spaniel Breeds (Including Cocker Spaniels, English Spring Spaniels, Cavalier King Charles, etc.)
Border Collies.
Boxers.
Pugs.