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Working Paper
Assessing the macroeconomic impact of bank intermediation shocks: a structural approach
We take a structural approach to assessing the empirical importance of shocks to the supply of bank-intermediated credit in affecting macroeconomic fluctuations. First, we develop a theoretical model to show how credit supply shocks can be transmitted into disruptions in the production economy. Second, we use the unique micro-banking data to identify and support the model's key mechanism. Third, we find that the output effect of credit supply shocks is not only economically and statistically significant but also consistent with the vector autogression evidence. Our mode estimation indicates ...
Working Paper
Communicating Data Uncertainty: Multi-Wave Experimental Evidence for UK GDP
Economic statistics are commonly published without estimates of their uncertainty. We conduct two waves of a randomized controlled online experiment to assess if and how the UK public understands data uncertainty. A control group observes only the point estimate of GDP. Treatment groups are presented with alternative qualitative and quantitative communications of GDP data uncertainty. We find that most of the public understands that GDP numbers are uncertain. Quantitative communications of data uncertainty help align the public’s subjective probabilistic expectations of data uncertainty ...
Working Paper
Climate Shocks in the Anthropocene Era: Should Net Domestic Product Be Affected by Climate Disasters
The monetary costs of weather and climate disasters in the U.S. have grown rapidly from 1980 to 2022, rising more than 5 percent in real terms annually. Much of this real growth in costs is likely due to climate change. Regardless of its cause, these costs imply a faster depreciation of real assets. We argue that the expected depreciation from these events could be included in the consumption of fixed capital, leading to lower levels, and slightly lower growth rates, for net domestic product (NDP). We use Poisson pseudo-maximum-likelihood regressions to estimate this expectation and to ...
Working Paper
Demand for U.S Banknotes at Home and Abroad: A Post-Covid Update
In principle, physical currency should be disappearing: payments are increasingly electronic, with new technologies emerging rapidly, and governments increasingly restrict large-denomination notes as a way to reduce crime and tax evasion. Nonetheless, demand for U.S. banknotes continues to grow, and consistently increases at times of crisis both within and outside the United States because dollar banknotes remain a desirable store of value and medium of exchange when local currency or bank deposits are inferior. Most recently, the COVID crisis resulted in historic increases in currency ...
Working Paper
Sourcing substitution and related price index biases
We define a class of bias problems that arise when purchasers shift their expenditures among sellers charging different prices for units of precisely defined and interchangeable product items that are nevertheless regarded as different for the purposes of price measurement. For business-to-business transactions, these shifts can cause sourcing substitution bias in the Producer Price Index (PPI) and the Import Price Index (MPI), as well as potentially in the proposed new true Input Price Index (IPI). Similarly, when consumers shift their expenditures for the same products temporally to take ...
Working Paper
Demand for U.S Banknotes at Home and Abroad: A Post-Covid Update
In principle, physical currency should be disappearing: payments are increasingly electronic, with new technologies emerging rapidly, and governments increasingly restrict large-denomination notes as a way to reduce crime and tax evasion. Nonetheless, demand for U.S. banknotes continues to grow, and consistently increases at times of crisis both within and outside the United States because dollar banknotes remain a desirable store of value and medium of exchange when local currency or bank deposits are inferior. Most recently, the COVID crisis resulted in historic increases in currency ...
Working Paper
FRED-QD: A Quarterly Database for Macroeconomic Research
In this paper we present and describe a large quarterly frequency, macroeconomic database. The data provided are closely modeled to that used in Stock and Watson (2012a). As in our previous work on FRED-MD, our goal is simply to provide a publicly available source of macroeconomic “big data” that is updated in real time using the FRED database. We show that factors extracted from this data set exhibit similar behavior to those extracted from the original Stock and Watson data set. The dominant factors are shown to be insensitive to outliers, but outliers do affect the relative influence ...
Working Paper
Measuring Aggregate Housing Wealth : New Insights from an Automated Valuation Model
We construct a new measure of aggregate U.S. housing wealth based on Zillow's Automated Valuation Model (AVM). AVMs offer advantages over other methods because they are based on recent market transaction prices, utilize large datasets which include property characteristics and local geographic variables, and are updated frequently with little lag. However, using Zillow's AVM to measure aggregate housing wealth requires overcoming several challenges related to the representativeness of the Zillow sample. We propose methods that address these challenges and generate a new estimate of aggregate ...
Working Paper
Demand for U.S Banknotes at Home and Abroad: A Post-Covid Update
In principle, physical currency should be disappearing: payments are increasingly electronic, with new technologies emerging rapidly, and governments increasingly restrict large-denomination notes as a way to reduce crime and tax evasion. Nonetheless, demand for U.S. banknotes continues to grow, and consistently increases at times of crisis both within and outside the United States because dollar banknotes remain a desirable store of value and medium of exchange when local currency or bank deposits are inferior. Most recently, the COVID crisis resulted in historic increases in currency ...
Working Paper
Is China Fudging Its GDP Figures? Evidence from Trading Partner Data
We propose using imports, measured as reported exports of trading partners, as an alternative benchmark to gauge the accuracy of alternative Chinese indicators (including GDP) of fluctuations in economic activity. Externally-reported imports are likely to be relatively well measured, as well as free from domestic manipulation. Using principal components, we derive activity indices from a wide range of indicators and examine their fit to (trading-partner reported) imports. We choose a preferred index of eight non-GDP indicators (which we call the China Cyclical Activity Tracker, or C-CAT). ...