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Working Paper
The perils of working with Big Data and a SMALL framework you can use to avoid them
Fogarty, Michael; Butters, R. Andrew; Brave, Scott A. (2020-03-02)
The use of “Big Data” to explain fluctuations in the broader economy or guide the business decisions of a firm is now so commonplace that in some instances it has even begun to rival more traditional government statistics and business analytics. Big data sources can very often provide advantages when compared to these more traditional data sources, but with these advantages also comes the potential for pitfalls. We lay out a framework called SMALL that we have developed in order to help interested parties as they navigate the big data minefield. Based on a set of five questions, the SMALL ...
Working Paper Series , Paper WP-2020-35

Working Paper
Bill of Lading Data in International Trade Research with an Application to the COVID-19 Pandemic
Flaaen, Aaron B.; Haberkorn, Flora; Lewis, Logan T.; Monken, Anderson; Pierce, Justin R.; Rhodes, Rosemary; Yi, Madeleine (2021-10-15)
We evaluate high-frequency bill of lading data for its suitability in international trade research. These data offer many advantages over both other publicly accessible official trade data and confidential datasets, but they also have clear drawbacks. We provide a comprehensive overview for potential researchers to understand these strengths and weaknesses as these data become more widely available. Drawing on the strengths of the data, we analyze three aspects of trade during the COVID-19 pandemic. First, we show how the high-frequency data capture features of the within-month collapse ...
Finance and Economics Discussion Series , Paper 2021-066

Report
Evaluating the quality of fed funds lending estimates produced from Fedwire payments data
Skeie, David R.; Kovner, Anna (2013-09-01)
A number of empirical analyses of interbank lending rely on indirect inferences from individual interbank transactions extracted from payments data using algorithms. In this paper, we conduct an evaluation to assess the ability of identifying overnight U.S. fed funds activity from Fedwire payments data. We find evidence that the estimates extracted from the data are statistically significantly correlated with banks' fed funds borrowing as reported on the FRY-9C. We find similar associations for fed funds lending, although the correlations are lower. To be conservative, we believe that the ...
Staff Reports , Paper 629

Working Paper
Internal Migration in the United States: A Comprehensive Comparative Assessment of the Consumer Credit Panel
Whitaker, Stephan; Johnson, Janna; DeWaard, Jack (2019-06-21)
We introduce and provide the first comprehensive comparative assessment of the Federal Reserve Bank of New York/Equifax Consumer Credit Panel (CCP) as a valuable and underutilized data set for studying internal migration within the United States. Relative to other data sources on US internal migration, the CCP permits highly detailed cross-sectional and longitudinal analyses of migration, both temporally and geographically. We compare cross-sectional and longitudinal estimates of migration from the CCP to similar estimates derived from the American Community Survey, the Current Population ...
Working Papers , Paper 18-04R

Journal Article
Industrial production and capacity utilization: the 2004 annual revision
Gilbert, Charles; Bayard, Kimberly (2005-01)
In late 2004, the Board of Governors of the Federal Reserve issued revisions to its index of industrial production (IP) and the related measures of capacity and capacity utilization for the period from January 1972 to November 2004. Overall, the changes to total industrial production were small. ; Measured from the fourth quarter of 2002 to the third quarter of 2004, industrial output is reported to have increased a little less than shown previously. Production expanded more slowly in 2000 than earlier estimates indicated, whereas the contraction in 2001 was a little less steep. The rise in ...
Federal Reserve Bulletin , Volume 91 , Issue Win

Working Paper
Who Remains Unbanked in the United States and Why?
Calem, Paul S.; Henderson, Chris; Wang, Jenna (2025-01-16)
This paper conducts a detailed exploration of the factors associated with unbanked status among U.S. households and how these relationships evolved between 2015 and 2019. Biennial FDIC household survey data on bank account ownership and household characteristics, combined with state-level variables, are examined with application of both fixed effects and multilevel modeling. The analysis finds that even as rising incomes drove a decline in the unbanked percentage of the population over this period, income remained the most significant differentiator, with strong associations with race and ...
Working Papers , Paper 25-02

Working Paper
Improving the Accuracy of Economic Measurement with Multiple Data Sources: The Case of Payroll Employment Data
Cajner, Tomaz; Crane, Leland D.; Decker, Ryan A.; Hamins-Puertolas, Adrian; Kurz, Christopher J. (2019-09-05)
This paper combines information from two sources of U.S. private payroll employment to increase the accuracy of real-time measurement of the labor market. The sources are the Current Employment Statistics (CES) from BLS and microdata from the payroll processing firm ADP. We briefly describe the ADP-derived data series, compare it to the BLS data, and describe an exercise that benchmarks the data series to an employment census. The CES and the ADP employment data are each derived from roughly equal-sized samples. We argue that combining CES and ADP data series reduces the measurement error ...
Finance and Economics Discussion Series , Paper 2019-065

Working Paper
The Labor Market Impact of a Pandemic: Validation and Application of a Do-It-Yourself CPS
Bick, Alexander; Blandin, Adam (2020-12-22)
The Current Population Survey (CPS) is a central source of U.S. labor market data. We show that, for a few thousand dollars, researchers can quickly design and implement their own online survey to supplement the CPS. The survey closely follows core features of the CPS, ensuring that outcomes are conceptually compatible and allowing researchers to weight and validate results using the official CPS. Yet the survey also allows for faster data collection, added flexibility and novel questions. We show that the survey provided useful estimates of U.S. labor market aggregates several weeks ahead of ...
Working Papers , Paper 2031

Working Paper
Why are big banks getting bigger?
Fernholz, Ricardo T.; Koch, Christoffer (2016-02-18)
The U.S. banking sector has become substantially more concentrated since the 1990s, raising questions about both the causes and implications of this consolidation. We address these questions using nonparametric empirical methods that characterize dynamic power law distributions in terms of two shaping factors ? the reversion rates (a measure of crosssectional mean reversion) and idiosyncratic volatilities of assets for different size-ranked banks. Using quarterly data for subsidiary commercial banks and thrifts and their parent bank-holding companies, we show that the greater concentration of ...
Working Papers , Paper 1604

Working Paper
Shedding Light on Survey Accuracy—A Comparison between SHED and Census Bureau Survey Results
Dasgupta, Kabir; Shaalan, Fatimah; Zabek, Mike (2025-02-06)
The annual Survey of Household Economics and Decisionmaking (SHED) receives substantial research attention for topics related to household finances and economic well-being. To assess the reliability of data from the SHED, we compare aggregate statistics from the SHED with prominent, nationally representative surveys that use different survey designs, sample methodologies, and interview modes. Specifically, we compare recent statistics from the SHED with similar questions in U.S. Census Bureau surveys, including the Current Population Survey (CPS) and the American Community Survey (ACS). ...
Finance and Economics Discussion Series , Paper 2025-010

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