Technical Abstract: Systematic sampling of genetic variation has become a critical component of ex situ gene banking efforts. This article reviews a broad range of the theoretical models proposed to collect diversity from natural populations. Many of these models have focused on efficiently collecting the most diversity with minimal collection size. We review the quantitative derivation and population genetic assumptions behind the models and provide additional ecological concepts that might influence how these models perform.