Age and alcohol use are helpful for prediction of the deterioration trend in patients diagnosed with COVID-19 in Zambia. These predictors could be used to stratify patients for risk of severe disease on admission to COVID-19 treatment centres in Zambia and thus appropriate patient management and resources.