Effective dairy welfare auditing focuses on outcome indicators that reflect actual cow experience rather than input compliance alone.
The shift from input-based to outcome-based dairy welfare auditing means holding farms accountable for what cows actually experience, not just what facilities are provided. Farms with correct cubicle numbers may still have high lameness if cubicle design prevents comfortable use. Outcome indicators reveal the welfare reality behind the compliance documentation.