The datasets used in this study can be obtained from the "Compilation of National Agricultural Cost and Income Data," "China Environmental Statistics Yearbook," "China Animal Husbandry and Veterinary
Voluntary sustainability standards (VSS) in the coffee sector have become a popular tool to improve the livelihoods of smallholder coffee farmers. As third-party and company-led VSS have proliferated,