Shifting welfare assessment from input-based auditing to outcome-based measurement provides a more accurate picture of actual animal welfare on cattle farms.
Outcome-based welfare assessment represents a fundamental improvement over input checking because it measures what animals actually experience rather than what producers intend to provide. A farm may have compliant housing but still have high lameness rates indicating welfare failure. Outcome measures including lameness scoring, body condition scoring, cleanliness scoring, and injury prevalence provide objective welfare data. Slaughterhouse feedback data on lesion prevalence can identify farms with chronic welfare problems that pass inspection. Embedding outcome-based assessment into farm assurance schemes, with real consequences for persistent welfare failures, is essential for effective welfare governance.