1. Department of Engineering & Public Policy, Carnegie Mellon University, Pittsburgh, PA 15213, United States
2. Department of Civil & Environmental Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, United States
3. Tepper School of Business, Carnegie Mellon University, Pittsburgh, PA 15213, United States
4. National Bureau of Economic Research, Cambridge, MA 02138, United States
5. Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, United States
6. Department of Earth System Science, University of California, Irvine, CA 92697 United States
7. Department of Civil & Environmental Engineering, University of California, Irvine, CA 92697, United States
8. Department of Civil & Environmental Engineering, University of Washington, Seattle, WA 98115, United States