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7 Results

Macroeconomic Predictions Using Payments Data and Machine Learning

Staff Working Paper 2022-10 James Chapman, Ajit Desai
We demonstrate the usefulness of payment systems data and machine learning models for macroeconomic predictions and provide a set of econometric tools to overcome associated challenges.

On the Advantages of Disaggregated Data: Insights from Forecasting the U.S. Economy in a Data-Rich Environment

Staff Working Paper 2010-10 Nikita Perevalov, Philipp Maier
The good forecasting performance of factor models has been well documented in the literature. While many studies focus on a very limited set of variables (typically GDP and inflation), this study evaluates forecasting performance at disaggregated levels to examine the source of the improved forecasting accuracy, relative to a simple autoregressive model. We use the latest revision of over 100 U.S. time series over the period 1974-2009 (monthly and quarterly data).

The Cyclicality of Sales, Regular and Effective Prices: Business Cycle and Policy Implications

Staff Working Paper 2013-1 Olivier Coibion, Yuriy Gorodnichenko, Gee Hee Hong
We study the cyclical properties of sales, regular price changes and average prices paid by consumers (“effective” prices) using data on prices and quantities sold for numerous retailers across many U.S. metropolitan areas.

High-Frequency Trading around Macroeconomic News Announcements: Evidence from the U.S. Treasury Market

Staff Working Paper 2014-56 George Jiang, Ingrid Lo, Giorgio Valente
This paper investigates high-frequency (HF) market and limit orders in the U.S. Treasury market around major macroeconomic news announcements. BrokerTec introduced i- Cross at the end of 2007 and we use this exogenous event as an instrument to analyze the impact of HF activities on liquidity and price efficiency.
Content Type(s): Staff research, Staff working papers Topic(s): Financial markets JEL Code(s): G, G1, G10, G12, G14

Debt Overhang and Deleveraging in the US Household Sector: Gauging the Impact on Consumption

Staff Working Paper 2015-47 Bruno Albuquerque, Georgi Krustev
Using a novel dataset for the US states, this paper examines whether household debt and the protracted debt deleveraging help explain the dismal performance of US consumption since 2007, in the aftermath of the housing bubble.

Does the Buck Stop Here? A Comparison of Withdrawals from Money Market Mutual Funds with Floating and Constant Share Prices

Staff Working Paper 2012-25 Jonathan Witmer
Recent reform proposals call for an elimination of the constant net asset value (NAV) or “buck” in money market mutual funds to reduce the occurrence of runs. Outside the United States, there are several countries that have money market mutual funds with and without constant NAVs.