Genetic data is collected through methods such as genome-wide association studies (GWAS), where researchers scan the genomes of many individuals to find genetic variations associated with specific diseases. Other techniques include whole-genome sequencing and single nucleotide polymorphism (SNP) analysis. Once collected, this data is analyzed using statistical methods to identify correlations between genetic markers and disease incidence.