The study aimed to adapt and evaluate a scale to measure COVID-19-CED in COVID-19 survivors. A sample of 330 COVID-19 survivors filled out the COVID-19 Perceived Discrimination Scale (C-19-PDS). C-19-PDS was adapted from the Tuberculosis Perceived Discrimination Scale (11 items). Confirmatory factor analysis showed poor goodness-of-fit indicators. However, the 5-item version of the C-19-PDS showed better goodness-of-fit indicators, high internal consistency, and non-gender DIF. This instrument is recommended to evaluate COVID-19-CED in Colombian and other Spanish-speaking populations.