The frequency or trajectory of vital sign abnormalities in children with pneumonia has not been described. In a cohort of 2714 patients with severe pneumonia identified and treated as per the World Health Organization definition and recommendations, tachypnea, fever and hypoxia were found in 68.9%, 23.6% and 15.5% of children, respectively. Median oxygen saturation returned to a normal range by 10 hours following initiation of treatment, followed by temperature at 12 hours and respiratory rate at 22 hours for subjects <12 months and at 48 hours for those ≥ 12 months of age.