Australian kelpies have been bred to have certain desirable traits for herding sheep, such as being able to think independently, problem-solve, and respond appropriately to minimal cues from handlers. Researchers are studying the genetics of kelpies in order to identify the genes associated with these traits, with the goal of improving kelpie breeding and gaining insights into the genetic basis of behavior. Key traits include heading instinct, calmness, presence, backing, barking, eye contact, and casting. Breeders and researchers disagree on how much genetics versus training contributes to these traits, with estimates ranging from 20-30% genetic to 85% genetic. Identifying the genes involved could help advance the breeding of working dogs and our understanding of