Welfare assessment has evolved from input-based measures to outcome-based animal-centered indicators that better capture actual welfare state.
Moving from measuring inputs (space, feed quality) to outcomes (actual animal state) represents a major advance in welfare science. Animal-based indicators capture the lived experience of animals more directly. However, implementing valid, reliable, practical outcome measures across diverse farming contexts remains a significant research and policy challenge.