Hunter L. Clark, Jeffrey B. Dawson, and Maxim Pinkovskiy



China’s economy was the first to be hit by the COVID-19 outbreak, the first to be locked down, and the first to begin an economic recovery. We examine the impact of the COVID-19 crisis on China’s GDP growth using a set of alternative growth indicators. Our analysis finds that China’s official GDP growth figures over the first three quarters of this year have been broadly in line with alternative indicators and that growth presently is staging a strong rebound and providing a boost to the global economy. However, this rebound faces potential headwinds in the forms of high levels of debt, declining return to capital accumulation, and a shrinking working-age population in China.

Michael Fleming, Gabriel Herman, and Frank Keane

On September 29, 2020, the New York Fed hosted the sixth annual Conference on the U.S. Treasury Market. The one-day event, held virtually this year, was co-sponsored by the U.S. Department of the Treasury, the Federal Reserve Board, the U.S. Securities and Exchange Commission (SEC), and the U.S. Commodity Futures Trading Commission (CFTC). The agenda featured a number of panels and speeches on the effects of the COVID-19 pandemic on the Treasury market in March 2020, the ensuing policy response, and ways that market resiliency could be improved in light of the vulnerabilities revealed. Two speeches also touched on the ongoing transition from LIBOR to alternative reference rates.

Sarah Ngo Hamerling, Donald P. Morgan, and John Sporn



Did the 2007-09 financial crisis or the regulatory reforms that followed alter how banks change their underwriting standards over the course of the business cycle? We provide some simple, “narrative” evidence on that question by studying the reasons banks cite when they report a change in commercial credit standards in the Federal Reserve’s Senior Loan Officer Opinion Survey. We find that the economic outlook, risk tolerance, and other real factors generally drive standards more than financial factors such as bank capital and loan market liquidity. Those financial factors have mattered more since the crisis, however, and their importance increased further as post-crisis reforms were phased in in the middle of the following decade.

Nina Boyarchenko, Thomas M. Eisenbach, Pooja Gupta, Or Shachar, and Peter Van Tassel



“Arbitrageurs” such as hedge funds play a key role in the efficiency of financial markets. They compare closely related assets, then buy the relatively cheap one and sell the relatively expensive one, thereby driving the prices of the assets closer together. For executing trades and other services, hedge funds rely on prime brokers and broker-dealers. In a previous Liberty Street Economics blog post, we argued that post-crisis changes to regulation and market structure have increased the costs of arbitrage activity, potentially contributing to the persistent deviations in the prices of closely related assets since the 2007–09 financial crisis. In this post, we document how post-crisis changes to bank regulations have affected the relationship between hedge funds and broker-dealers.

Olivier Armantier, Leo Goldman, Gizem Koşar, Jessica Lu, Rachel Pomerantz, and Wilbert van der Klaauw



In this post we analyze consumer beliefs about the duration of the economic impact of the pandemic and present new evidence on their expected spending, income, debt delinquency, and employment outcomes, conditional on different scenarios for the future path of the pandemic. We find that between June and August respondents to the New York Fed Survey of Consumer Expectations (SCE) have grown less optimistic about the pandemic’s economic consequences ending in the near future and also about the likelihood of feeling comfortable in crowded places within the next three months. Although labor market expectations of respondents differ considerably across fairly extreme scenarios for the evolution of the COVID pandemic, the difference in other economic outcomes across scenarios appear relatively moderate on average. There is, however, substantial heterogeneity in these economic outcomes and some vulnerable groups (for example, lower income, non-white) appear considerably more exposed to the evolution of the pandemic.

Hunter L. Clark



China’s export performance this year has been stronger than expected. After a sharp slump at the beginning of 2020, the country’s exports have posted positive growth—the only major economy’s to do so. However, a closer look at the data reveals that this growth has not been very broad-based, but rather concentrated in areas where China’s export structure was well-positioned to take advantage of the global crisis—namely, production of medical supplies and school-from-home and work-from-home (S/WFH) goods. Once the COVID-19 crisis passes, China’s exports will likely return to their pre-coronavirus growth path, including a gradual loss of market share to other countries.

Olivier Armantier, Leo Goldman, Gizem Koşar, Jessica Lu, Rachel Pomerantz, and Wilbert van der Klaauw



In this post, we examine how households used economic impact payments, a large component of the CARES Act signed into law on March 27 that directed stimulus payments to many Americans to help offset the economic fallout from the coronavirus pandemic. An important question in evaluating how much this part of the CARES Act stimulated the economy concerns what share of these payments households used for consumption—what economists call the marginal propensity to consume (MPC). There also is interest in learning the extent to which the payments contributed to the sharp increase in the U.S. personal saving rate during the early months of the pandemic. We find in this analysis that as of the end of June 2020, a relatively small share of stimulus payments—29 percent—was used for consumption, with 36 percent saved and 35 percent used to pay down debt. Reported expected uses for a potential second stimulus payment suggest an even smaller MPC, with households expecting to use more of the funds to pay down their debts. We find similarly small estimated average consumption out of unemployment insurance (UI) payments, but with somewhat larger shares of these funds used to pay down debt.

Gabriel Chodorow-Reich, Harry Cooperman, Olivier Darmouni, Stephan Luck, and Matthew Plosser



Credit enables firms to weather temporary disruptions in their business that may impair their cash flow and limit their ability to meet commitments to suppliers and employees. The onset of the COVID recession sparked a massive increase in bank credit, largely driven by firms drawing on pre-committed credit lines. In this post, which is based on a recent Staff Report, we investigate which firms were able to tap into bank credit to help sustain their business over the ensuing downturn.

Rawley Heimer, Haoyang Liu, and Xiaohan Zhang



More than six months into the COVID-19 outbreak, the number of new cases in the United States remains at an elevated level. One potential reason is a lack of preventative efforts either because people believe that the pandemic will be short-lived or because they underestimate their own chance of infection despite it being a public risk. To understand these possibilities, we elicit people’s perceptions of COVID-19 as a public health concern and a personal concern over the next three months to the following three years within the May administration of the Survey of Consumer Expectations (SCE). This post reports results from these survey questions.

Madeline Finnegan, Sarah Ngo Hamerling, Beverly Hirtle, Anna Kovner, Stephan Luck, and Matthew Plosser

Editor’s note: Since this post was first published, we have corrected a description accompanying the Variable Capital Buffer graphic — Currently, with a countercyclical capital buffer set to 0, the combined minimum and buffer CET1 requirements range from 7 percent to 10.5 percent. (October 6:10 p.m.)

By many measures the U.S. banking industry entered 2020 in good health. But the widespread outbreak of the COVID-19 virus and the associated economic disruptions have caused unemployment to skyrocket and many businesses to suspend or significantly reduce operations. In this post, we consider the implications of the pandemic for the stability of the banking sector, including the potential impact of dividend suspensions on bank capital ratios and the use of banks’ regulatory capital buffers.