Many of the analytic challenges involved in genetic studies of diverse populations (Box 3) can be addressed by recent advances in methodologies. We reflect on two key issues that remain unresolved and are likely to be beneficial directions for methodological development: 1) the division of individuals into major population groups for analysis and 2) the extension of common secondary analyses of GWAS results to accommodate results from cross-population studies.