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Working Paper
Monetary Stimulus amid the Infrastructure Investment Spree: Evidence from China's Loan-Level Data
We study the impacts of the 2009 monetary stimulus and its interaction with infrastructure spending on credit allocation. We develop a two-stage estimation approach and apply it to China's loan-level data that covers all sectors in the economy. We find that except for the manufacturing sector, monetary stimulus itself did not favor state-owned enterprises (SOEs) over non-SOEs in credit access. Infrastructure investment driven by nonmonetary factors, however, enhanced the monetary transmission to bank credit allocated to local government financing vehicles in infrastructure and at the same ...
Journal Article
The Phillips Curve during the Pandemic: Bringing Regional Data to Bear
The Phillips curve appears to have held up well at the regional level during the COVID-19 era. Areas of the country that took relatively large hits to their unemployment rate and employment-population ratio during the pandemic have had lower inflation, on average, than areas that took relatively small hits. And, just as prior to the pandemic, the inverse relationship between inflation and unemployment continues to be statistically stronger for the prices of services than of goods.The Phillips curve appears to have held up well at the regional level during the COVID-19 era. Areas of the ...
Working Paper
Cyclical Lending Standards: A Structural Analysis
Lending standards are a direct measure of credit conditions. We use the micro data merged from three separate sources to construct this measure and document that an uncertain macroeconomic outlook, rather than banks' balance sheet positions, was an important reason that a majority of banks tightened bank lending standards during the Great Recession. Our extensive data analysis disciplines how we introduce credit frictions in the banking sector into a macroeconomic model. The model estimation reveals that an exogenous shock to credit supply drives cyclical lending standards and accounts for a ...
Working Paper
GDPNow: A Model for GDP \"Nowcasting\"
This paper documents GDPNow, a "nowcasting" model for gross domestic product (GDP) growth that synthesizes the "bridge equation" approach relating GDP subcomponents to monthly source data with the factor model approach used by Giannone, Reichlin, and Small (2008). The GDPNow model forecasts GDP growth by aggregating 13 subcomponents that make up GDP with the chain-weighting methodology used by the U.S. Bureau of Economic Analysis. Using current vintage data, out-of-sample GDPNow model forecasts are found to be more accurate than a number of statistical benchmarks since 2000. Using ...
Working Paper
Did the 2017 Tax Reform Discriminate against Blue State Voters?
The Tax Cut and Jobs Act of 2017 (TCJA) made significant changes to corporate and personal federal income taxation, including limiting the SALT (state and local property, income and sales taxes) deductibility to $10,000. States with high SALT tend to vote Democratic. This paper estimates the differential effect of the TCJA on red- and blue-state taxpayers and investigates the importance of the SALT limitation to this differential. We calculate the effect of permanent implementation of the TCJA on households using The Fiscal Analyzer: a life-cycle, consumption-smoothing program incorporating ...
Discussion Paper
The Phillips Curve during the Pandemic: Bringing Regional Data to Bear
The Phillips curve appears to have held up well at the regional level during the COVID-19 era. Areas of the country that took relatively large hits to their unemployment rate and employment-population ratio during the pandemic have had lower inflation, on average, than areas that took relatively small hits. And, just as prior to the pandemic, the inverse relationship between inflation and unemployment continues to be statistically stronger for the prices of services than of goods. The Phillips curve appears to have held up well at the regional level during the COVID-19 era. Areas of the ...
Working Paper
Impacts of Monetary Stimulus on Credit Allocation and Macroeconomy: Evidence from China
We develop a new empirical framework to identify and estimate the effects of monetary stimulus on the real economy. The framework is applied to the Chinese economy when monetary policy in normal times was switched to an extraordinarily expansionary regime to combat the impact of the 2008 financial crisis. We show that this unprecedented monetary stimulus accounted for as high as a 4 percent increase of real gross domestic product (GDP) growth rate by the end of 2009. Monetary transmission to the real economy was through bank credit allocated disproportionately to financing investment in real ...
Working Paper
Option prices, exchange market intervention, and the higher moment expectations channel: a user’s guide
A vast literature on the effects of sterilized intervention by the monetary authorities in the foreign exchange markets concludes that intervention systematically moves the spot exchange rate only if it is publicly announced, coordinated across countries, and consistent with the underlying stance of fiscal and monetary policy. Over the past fifteen years, researchers have also attempted to determine if intervention has any effects on the dispersion and directionality of market views concerning the future exchange rate. These studies usually focus on the variance around the expected future ...
Journal Article
Nondeliverable forwards: can we tell where the renminbi is headed?
Since the early 1990s, international banks have been offering nondeliverable forward (NDF) contracts to clients who need to hedge exposures in currencies of emerging-market economies. Many also use the exchange rate on these contracts as a best guess of where the emerging-market currency is headed. The exchange rates on NDFs, however, likely embody a substantial risk premium that interferes with forecasting accuracy.
Working Paper
Forecasting China's Economic Growth and Inflation
Although macroeconomic forecasting forms an integral part of the policymaking process, there has been a serious lack of rigorous and systematic research in the evaluation of out-of-sample model-based forecasts of China's real gross domestic product (GDP) growth and consumer price index inflation. This paper fills this research gap by providing a replicable forecasting model that beats a host of other competing models when measured by root mean square errors, especially over long-run forecast horizons. The model is shown to be capable of predicting turning points and usable for policy analysis ...