Scientific welfare assessment frameworks help identify when animals are suffering and evaluate the effectiveness of interventions.
Effective welfare monitoring requires validated indicators of both physical health and psychological state. Outcome-based measures including body condition, injury rates, and behavioral indicators are more reliable than input-based standards. Regular independent audit of welfare outcomes is more effective than checking resource provision. Technology including automated behavioral monitoring is advancing welfare assessment capacity.