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Author:Whitaker, Stephan 

Working Paper
Internal Migration in the United States: A Comparative Assessment of the Utility of the Consumer Credit Panel

This paper demonstrates that credit bureau data, such as the Federal Reserve Bank of New York Consumer Credit Panel/Equifax (CCP), can be used to study internal migration in the United States. It is comparable to, and in some ways superior to, the standard data used to study migration, including the American Community Survey (ACS), the Current Population Survey (CPS), and the Internal Revenue Service (IRS) county-to-county migration data. CCP-based estimates of migration intensity, connectivity, and spatial focusing are similar to estimates derived from the ACS, CPS, and IRS data. The CCP can ...
Working Papers (Old Series) , Paper 1804

Working Paper
Is the grass really greener? Migrants' improvements in local labor market conditions and financial health

This paper documents several facts about internal migrants in the US that underlie substantial areas of economic research and policy making, but are rarely directly published. Using a large-sample, 23-year panel, the Federal Reserve Bank of New York/Equifax Consumer Credit Panel, I estimate the distribution of changes in local labor market conditions experienced by people who move to a different labor market. Net migration favors local labor markets with lower unemployment and faster job growth, but gross flows toward weaker labor markets are almost as large as the flows toward stronger labor ...
Working Papers , Paper 22-04

Working Paper
Prioritization in private-activity-bond volume cap allocation

This paper proposes and tests a structural model reflecting the process of authorizing private-activity municipal bond issuance. Private-activity municipal bonds offer tax-exempt financing for programs including industrial development, utilities, low-income housing, and student loans. The Federal tax code sets annual caps on the total tax-exempt issuance within each state, so authorization becomes a scarce resource distributed via a political process. Interviews with program administrators in several states suggested the authorization process involves prioritizing categories of use, ...
Working Papers (Old Series) , Paper 1110

Working Paper
Predictive Modeling of Surveyed Property Conditions and Vacancy

Using the results of a comprehensive in-person survey of properties in Cleveland, Ohio, we fit predictive models of vacancy and property conditions. We draw predictor variables from administrative data that is available in most jurisdictions such as deed recordings, tax assessor?s property characteristics, and foreclosure filings. Using logistic regression and machine learning methods, we are able to make reasonably accurate out-of-sample predictions. Our findings indicate that housing professionals could use administrative data and predictive models to identify distressed properties between ...
Working Papers (Old Series) , Paper 1637

Journal Article
Raising the college degree share: How nongraduates figure into it

In their search for strategies to spur economic development, one statistic civic leaders and researchers invariably use to identify the cities to emulate is the share of college graduates. That is because the college degree share of a region is highly correlated with its economic performance. But too narrow a focus on the graduates can lead to misguided policies. A more thorough analysis suggests that the reason some areas pull ahead and some fall behind in their college degree shares may be due to trends in nongraduate population growth that regional leaders either cannot or would not ...
Economic Commentary , Issue June

Journal Article
Population, Migration, and Generations in Urban Neighborhoods

The number of people living in urban neighborhoods has been rising in recent decades. This Commentary investigates changes in the number, ages, and financial status of those who have been moving into and out of urban neighborhoods, using data from the Federal Reserve Bank of New York/Equifax Consumer Credit Panel. I find that since 2000, the increase in urban populations is the result of young adults migrating into urban neighborhoods and senior citizens aging in place. Urban populations have also become more educated and well to do. While declining urban neighborhoods may still outnumber ...
Economic Commentary , Issue May

Journal Article
Manufacturing or Degree-Intensive Labor Markets: Where Do the Children of Non-College Graduates Earn More Degrees?

Manufacturing employment has declined since the 1970s, while the number of jobs requiring a college degree has risen. The shift has reshaped the environment in which many young people grow up and pursue their educations, potentially affecting the level of education they attain. This analysis uses the National Longitudinal Surveys of Youth to investigate the relationship between industrial composition and the educational attainment of children whose parents have only a high school education or less. The results show that the educational attainment of these youths is correlated with their ...
Economic Commentary , Volume 2016 , Issue 12 , Pages 6

Working Paper
Land Bank 2.0: an empirical evaluation

Cuyahoga County created a land bank in 2009 explicitly intended to acquire low-value properties, mitigate blighted housing, help stabilize neighborhoods, and slow the decline of property values. This paper evaluates the effectiveness of the land bank by estimating spatially-corrected hedonic price models using sales near the land bank homes. Homes that sold within 500 feet of a property that would be acquired by the land bank in the next six months show a 3 to 5 percent discount versus observationally similar homes. Homes that sold within 500 feet of a land bank owned home sold at prices ...
Working Papers (Old Series) , Paper 1230

Potential Impacts of the War in Ukraine on the Fourth District

This District Data Brief examines the trade connections between Ukraine and Russia and the Fourth Federal Reserve District, which includes Ohio, western Pennsylvania, eastern Kentucky, and the northern panhandle of West Virginia. It appears that supplies to the District will be substantially reduced for several items that Ukraine and Russia export, such as primary metals and fertilizer. We should expect prices to rise for these goods, as they have already for petroleum. However, there are generally alternate global suppliers for many of the goods sold by Ukraine and Russia, so Fourth District ...
Cleveland Fed District Data Brief

Did the COVID-19 Pandemic Cause an Urban Exodus?

One constant through the upheavals of 2020 was the steady stream of media reports about residents’ fleeing dense urban areas. In this data brief, I use the Federal Reserve Bank of New York/Equifax Consumer Credit Panel (CCP) and find that migration flows were in fact very unfavorable for urban neighborhoods in 2020. However, people’s taking flight from urban areas is only part of the story.
Cleveland Fed District Data Brief

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