An international initiative has been started to conduct comprehensive genome-wide association studies (GWAS) using three peanut germplasm sets from ICRISAT, the USA, and China totaling 710 accessions. Phenotypic data has been collected for 22 to 50 traits including disease resistance, drought tolerance, yield, and quality from multiple locations. This initiative aims to (i) identify marker-trait associations through GWAS, (ii) identify superior accessions for use in breeding, and (iii) make phenotyping and genotyping data available to breeders. The collaborative effort is expected to accelerate peanut improvement.