Smartphone application-based surveillance system is a feasible approach for infectious disease surveillance. Specific percentage of influenza-related sick leave may improve the surveillance performance of non-specific all-cause absent rate in terms of sensitivity, specificity, and positive predictive value. Epidemic peaks of influenza season as reflected by the rescaled school absenteeism data precede those shown by traditional surveillance data by 2 to 3 weeks.