The impact of the flu-like coronavirus (COVID-19) pandemic is unprecedented in the modern era. Equally unprecedented is the escalation of the response around the world. Even for countries without an outbreak, spillovers from the global pandemic and social distancing measures locally would likely deal a severe blow to economic activity this year.