Welfare labeling on animal products varies enormously in rigor and transparency, from meaningful certified indicators to misleading marketing claims that obscure the actual welfare conditions of animals in the supply chain.
Welfare label transparency is the information infrastructure that allows consumer preferences for welfare to translate into purchasing decisions. Without reliable, meaningful labels, consumers who want to support better welfare cannot do so efficiently, and the market signal for welfare improvement is lost. The proliferation of unverified claims like humanely raised and cage-free without specification makes the labeling environment more confusing than helpful for welfare-motivated consumers. Meaningful certified labels with third-party verification, tiered systems that allow progressive improvement recognition, and digital access to farm-level data represent the transparency infrastructure that effective welfare markets require.