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Discussion Paper
Firms’ Inflation Expectations Have Picked Up
After a period of particularly high inflation following the pandemic recession, inflationary pressures have been moderating the past few years. Indeed, the inflation rate as measured by the consumer price index has come down from a peak of 9.1 percent in the summer of 2022 to 3 percent at the beginning of 2025. The New York Fed asked regional businesses about their own cost and price increases in February, as well as their expectations for future inflation. Service firms reported that business cost and selling price increases continued to moderate through 2024, while manufacturing firms ...
Discussion Paper
Many Places Still Have Not Recovered from the Pandemic Recession
More than four years have passed since the onset of the pandemic, which resulted in one of the sharpest and deepest economic downturns in U.S. history. While the nation as a whole has recovered the jobs that were lost during the pandemic recession, many places have not. Indeed, job shortfalls remain in more than a quarter of the country’s metro areas, including many in the New York-Northern New Jersey region. In fact, while employment is well above pre-pandemic levels in Northern New Jersey, jobs have only recently recovered in and around New York City, and most of upstate New York—like ...
Report
Effect of constraints on Tiebout competition: evidence from a school finance reform in the United States
In 1994, Michigan enacted a comprehensive school finance reform that not only significantly increased state aid to low-spending districts, but also placed restraints on the growth of spending in high-spending districts. While a rich literature studies the impact of school finance reforms on resource equalization, test scores, and residential sorting, there is no literature yet on the impact of such reforms on resource allocation by school districts. This study begins to fill this gap. The Michigan reform affords us a unique opportunity to study the impacts of such reforms on resource ...
Working Paper
The Returns to Public Library Investment
Local governments spend over 12 billion dollars annually funding the operation of 15,000 public libraries in the United States. This funding supports widespread library use: more than 50% of Americans visit public libraries each year. But despite extensive public investment in libraries, surprisingly little research quantities the effects of public libraries on communities and children. We use data on the near-universe of U.S. public libraries to study the effects of capital spending shocks on library resources, patron usage, student achievement, and local housing prices. We use a dynamic ...
Working Paper
Real Estate Taxes and Home Value: Winners and Losers of TCJA
In this paper, we examine the impact of changes in the federal tax treatment of local property taxes stemming from the implementation of the Tax Cuts and Jobs Act (TCJA) in January 2018 on local housing markets. Using county-level house price information and IRS tax data, we find that capping the federal tax deduction of real estate taxes at $10,000 has caused the growth rate of home value to decline by an annualized 0.8 percentage point, or 15 percent, in areas where real estate taxes as shares of taxable income exceeded the national median. Additionally, these areas with a high real estate ...
Working Paper
Rethinking Detroit
We study the urban structure of the City of Detroit. Following many decades of decline, the city?s current urban structure is clearly not optimal for its size, with a business district immediately surrounded by a ring of largely vacant neighborhoods. We propose a model with residential externalities that features multiple equilibria at the neighborhood level. In particular, developing a residential area requires the coordination of developers and residents, without which it may remain vacant even if its fundamentals are sound. We embed this mechanism in a quantitative spatial economics model ...
Working Paper
Gross Migration, Housing and Urban Population Dynamics
Cities experience significant, near random walk productivity shocks, yet population is slow to adjust. In practise local population changes are dominated by variation in net migration, and we argue that understanding gross migration is essential to quantify how net migration may slow population adjustments. Housing is also a natural candidate for slowing population adjustments because it is difficult to move, costly to build quickly, and a large durable stock makes a city attractive to potential migrants. We quantify the influence of migration and housing on urban population dynamics using a ...
Working Paper
Rethinking Detroit
We study the urban structure of the city of Detroit. Following several decades of decline, the city's current urban structure is clearly not optimal for its size, with a business district immediately surrounded by a ring of largely vacant neighborhoods. We propose a model with residential externalities that features multiple equilibria at the neighborhood level. In particular, developing a residential area requires the coordination of developers and residents, without which it may remain vacant even if its fundamentals are sound. We embed this mechanism in a quantitative spatial economics ...
Discussion Paper
Are Businesses Scaling Back Hiring Due to AI?
The swift advancement of artificial intelligence (AI) has sparked significant concern that this new technology will replace jobs and stifle hiring. To explore the effects of AI on employment, our August regional business surveys asked firms about their adoption of AI and if they had made any corresponding adjustments to their workforces. Businesses reported a notable increase in AI use over the past year, yet very few firms reported AI-induced layoffs. Indeed, for those already employed, our results indicate AI is more likely to result in retraining than job loss, similar to our findings from ...
Working Paper
Why is the Hong Kong Housing Market Unaffordable? Some Stylized Facts and Estimations
The house price in Hong Kong is well-known to be "unaffordable." This paper argues that the commonly used house price-to-income ratio may be misleading in an economy with almost half of the population living in either public rental housing or subsidized ownership. Moreover, we re-focus on the relationships between economic fundamentals and the housing market of Hong Kong. While the aggregate GDP, population and longevity continue to grow, the real wage and household income fall behind. The trend component of the real GDP growth suffers a permanent downward shift after the first quarter of ...