The scientific evidence comparing training methods consistently favors positive reinforcement over punishment-based approaches for both welfare and learning outcomes in companion dogs.
The debate between positive reinforcement and punishment-based training is settled at the scientific level: punishment-based methods cause measurable welfare harm while achieving no learning advantage over positive alternatives. The welfare cost of punishment-based training is not abstract — fear during training sessions is experienced as genuine distress, cortisol spikes are physiological stress, and the fallout effects including suppression of behavior and handler avoidance represent ongoing welfare consequences. The persistence of aversive training despite this evidence reflects cultural inertia and marketing by training tool manufacturers rather than any scientific justification.