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Jel Classification:R3 

Discussion Paper
Just Released: Who's Borrowing Now? The Young and the Riskless!

According to today’s release of the New York Fed’s 2013:Q4 Household Debt and Credit Report, aggregate consumer debt increased by $241 billion in the fourth quarter, the largest quarter-to-quarter increase since 2007. More importantly, between 2012:Q4 and 2013:Q4, total household debt rose $180 billion, marking the first four-quarter increase in outstanding debt since 2008. As net household borrowing resumes, it is interesting to see who is driving these balance changes, and to compare some of today’s patterns with those of the boom period.
Liberty Street Economics , Paper 20140218b

Discussion Paper
First Impressions Can Be Misleading: Revisions to House Price Changes

An assiduous follower of the national house price charts that the New York Fed maintains on its web page may have noticed that we appear to be rewriting history as we update the charts every month. For example, last month we reported that the median twelve-month house price change across all counties for December 2012 was 3.68 percent. However, this month, we indicate that this same median change for December 2012 was instead 3.45 percent. Why the change? Was the earlier reported number a mistake that we simply corrected this month? If not, what explains the revision to the initial report?
Liberty Street Economics , Paper 20130326

Discussion Paper
“Flip This House”: Investor Speculation and the Housing Bubble

The recent financial crisis—the worst in eighty years—had its origins in the enormous increase and subsequent collapse in housing prices during the 2000s. While the housing bubble has been the subject of intense public debate and research, no single answer has emerged to explain why prices rose so fast and fell so precipitously. In this post, we present new findings from our recent New York Fed study that uses unique data to suggest that real estate “investors”—borrowers who use financial leverage in the form of mortgage credit to purchase multiple residential properties—played a ...
Liberty Street Economics , Paper 20111205

Working Paper
Basic Facts on the Coverage of the Paycheck Protection Program

This paper applies loan-level information from Paycheck Protection Program loans to analyze the coverage of this extraordinary lending program. We show that loans went to a large share of small businesses across most industries in the US, especially to industries that were most negatively impacted by COVID-19 stay-at-home orders. We geocode the loans and then identify that 2021 loans were more concentrated in low- and moderate-income communities, along with census tracts where minority residents are a majority of the population. The growth of nonemployer loans and fintech lending in the ...
Working Papers , Paper 23-24

Working Paper
Does Zoning Help or Hinder Transit-Oriented (Re)Development?

Despite its reputation as a car-oriented city, the Los Angeles metropolitan area has made substantial investments in developing rail transit since 1990. In cities with older "legacy" rail systems, the built environment has developed over time around fixed transit infrastructure, creating land use patterns oriented towards long-standing rail stations. By contrast, rail stations in Los Angeles were added to an already dense built environment, with auto oriented zoning and established land use patterns. In this paper we ask whether redevelopment is occurring around Los Angeles? rail stations, ...
Finance and Economics Discussion Series , Paper 2016-020

Working Paper
The Impact of the COVID-19 Pandemic on the Demand for Density: Evidence from the U.S. Housing Market

Cities are shaped by the strength of agglomeration and dispersion forces. We show that the COVID-19 pandemic has re-introduced disease transmission as a dispersion force in modern cities. We use detailed housing data to study the impact of the COVID-19 pandemic on the location demand for housing. We find that the pandemic has led to a greater decline in the demand for housing in neighborhoods with high population density. We further show that the reduced demand for density is partially driven by the diminished need of living close to jobs that are telework-compatible and the declining value ...
Working Papers , Paper 2024

Discussion Paper
Local Hangovers: How the Housing Boom and Bust Affected Jobs in Metro Areas

What explains why some places suffered particularly severe job losses during the Great Recession? In this post, we extend our recent Current Issues article analyzing regional dimensions of the latest housing cycle and show that metropolitan areas that experienced the biggest housing booms and busts from 2000 to 2008 lost the most jobs during the recession. Not surprisingly, construction activity helps explain the tight link between housing and local job market performance. Given this pattern, we believe that each metro area’s boom-bust experience is likely to continue to influence its ...
Liberty Street Economics , Paper 20110829

Working Paper
A Statistical Learning Approach to Land Valuation: Optimizing the Use of External Information

We develop a statistical learning model to estimate the value of vacant land for any parcel, regardless of improvements. Rooted in economic theory, the model optimizes how to combine common improved property sales with rare, but more informative, vacant land sales. It estimates how land values change with geography and other features and determines how much information either vacant or improved sales provide to nearby areas through spatial correlation. For most census tracts, incorporating improved sales often doubles the certainty of land value estimates.
Working Papers , Paper 22-38

Discussion Paper
Are First‑Time Home Buyers Facing Desperate Times?

Based on recent proposals and policy dialogue, it would appear that first-time home buyers (FTB) are indeed facing desperate times. For example, in a recent Urban Institute study, Michael Stegman, Ted Tozer, and Richard Green advocate for a zero-downpayment Federal Housing Administration (FHA) mortgage. They argue that this would be a more efficient way to deliver much needed support to help households transition to homeownership given the challenges of high house prices and mortgage rates.
Liberty Street Economics , Paper 20250203

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