Youth living with HIV (YLH) face significant problems with regularly attending their medical appointments. Poor attendance, consequently, predicts viral non-suppression and other negative HIV-related outcomes. To identity targets of intervention, this cross-sectional study examined correlates of past-year missed clinic visits among a diverse sample of YLH (ages 12 to 24; N = 2125) from HIV clinics in the United States and Puerto Rico. Our results revealed that 36% of YLH reported missing two or more visits in the past year. Several factors were associated with missed clinic visits in our multivariate logistic regression model based on adjusted odds ratios (AORs). Among sociodemographic characteristics and HIV disclosure status, females (AOR = 1.63, compared to males), Black YLH or YLH of mixed racial heritage (AORs = 1.76, 1.71, respectively, compared to White YLH), YLH with an unknown route of infection (AOR = 1.86, compared to YLH with perinatal infection), and YLH endorsing HIV disclosure (AOR = 1.37, compared to YLH not endorsing disclosure) were at greater risk for missed visits. In addition, number of times YLH moved residences was associated with missed visits (AOR = 1.07). Among behavioral health risks, YLH who endorsed marijuana use (AOR = 1.42), frequent other drug use (AOR = 1.60), or a history of incarceration (AOR = 1.27) had greater odds of missed visits than youth not endorsing these health risks. Finally, two social-cognitive factors emerged as protective against missed visits: adherence self-efficacy (AOR = .28) and adherence social support (AOR = .88). We conclude by discussing the ways in which providers and clinics working with YLH can improve this population’s retention outcomes by recognizing youth-specific individual, social, and structural barriers to treatment engagement.