Interviews and field notes from a qualitative study of older adults with Human Immunodeficiency Virus (HIV) were analyzed to identify barriers and strengths to studying this population. Self-selection bias, recruiting people with high HIV-related stigma, and test-savvy individuals were potential barriers to research.