The Paycheck Protection Program (PPP) is a central piece of the CARES Act. In the program’s first round, $349 billion in forgivable government-guaranteed loans were extended to small businesses to cover costs related to payroll and utilities, as well as mortgage and rent payments. The program opened for applications on April 3 and was oversubscribed by April 16. Because of its popularity, lawmakers passed a new bill replenishing the fund with another $310 billion and the Small Business Administration (SBA) started approving loans again on April 27. With a new round of PPP lending underway, it is natural to examine the allocation of credit in the first round and ask: Have PPP loans gone to the areas of the country and sectors of the economy hardest hit by COVID-19?