Scaling positive reinforcement training from research settings to commercial pig farming requires practical adaptations, stockperson training programs, and economic models that make welfare-positive handling viable at industrial scale.
The gap between welfare research demonstrating the benefits of positive reinforcement in pigs and commercial practice reflects systemic barriers including training access, cultural norms, and time pressure that prevent individual farm adoption. Bridging this gap requires industry-level initiatives including extension service training programs, economic modeling demonstrating return on investment, and peer mentorship among early-adopting farms. Welfare certification standards that require positive handling competency create market-driven incentives for training adoption that can accelerate uptake faster than voluntary programs alone.