1. Department of Geography, National University of Singapore, Singapore
2. Kantar Public, Singapore
3. Saw Swee Hock School of Public Health, National University of Singapore, Singapore
4. SingHealth Duke-NUS Global Health Institute and Center for Outbreak Preparedness, Duke-NUS Medical School, National University of Singapore, Singapore