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Keywords:measurement 

Working Paper
Achievement Gap Estimates and Deviations from Cardinal Comparability

This paper assesses the sensitivity of standard empirical methods for measuring group differences in achievement to violations in the cardinal comparability of achievement test scores. The paper defines a distance measure over possible weighting functions (scalings) of test scores. It then constructs worst-case bounds for the bias in the estimated achievement gap (or achievement gap change) that could result from using the observed rather than the true test scale, given that the true and observed scales are no more than a fixed distance from each other. The worst-case weighting functions have ...
Finance and Economics Discussion Series , Paper 2015-40

Report
An overview of the Survey of Consumer Expectations

This report presents an overview of the Survey of Consumer Expectations, a new monthly online survey of a rotating panel of household heads. The survey collects timely information on consumers? expectations and decisions on a broad variety of topics, including but not limited to inflation, household finance, the labor market, and the housing market. There are three main goals of the survey: (1) measuring consumer expectations at a high frequency, (2) understanding how these expectations are formed, and (3) investigating the link between expectations and behavior. This report discusses the ...
Staff Reports , Paper 800

Journal Article
Lingering Residual Seasonality in GDP Growth

Measuring economic growth is complicated by seasonality, the regular fluctuation in economic activity that depends on the season of the year. The Bureau of Economic Analysis uses statistical techniques to remove seasonality from its estimates of GDP, and, in 2015, it took steps to improve the seasonal adjustment of data back to 2012. I show that residual seasonality in GDP growth remains even after these adjustments, has been a longer-term phenomenon, and is particularly noticeable in the 1990s. The size of this residual seasonality is economically meaningful and has the ability to change the ...
Economic Commentary , Issue March

Working Paper
A Simple Framework to Monitor Inflation

This paper proposes a simple framework to help monitor and understand movements in PCE inflation in real time. The approach is to decompose inflation using simple categorical-level regressions or systems of equations. The estimates are then used to group categories into components of PCE inflation. I review some applications of the methodology, and show how it can help explain inflation dynamics over recent episodes. The methodology shows that inflation remained low in the mid-2010s primarily because of factors unrelated to aggregate economic conditions. I also apply the methodology to ...
Working Paper Series , Paper 2020-29

Working Paper
Measuring the “Free” Digital Economy Within the GDP and Productivity Accounts

We develop an experimental methodology that values ?free? digital content through the lens of a production account and is consistent with the framework of the national accounts. We build upon the work in Nakamura, et al. (2016) by combining marketing- and advertising-supported content and find that the impact of ?free? digital content on U.S. gross domestic product (GDP) has accelerated in recent years, particularly since 2005. However, the explosion in ?free? digital content is partially offset by a decrease in ?free? print content like newspapers. Including these, real GDP growth would grow ...
Working Papers , Paper 17-37

Working Paper
Productivity Slowdown: Reducing the Measure of Our Ignorance

Growth accounting suggests that the bulk of the post-2004 slowdown in output growth in the U.S. is attributed to a residual called TFP. In this paper we provide a tractable accounting framework with firm heterogeneity to link this residual to innovations, markup dispersion, and potential measurement errors. Theories of creative destruction offer rich testable predictions of how the quality upgrading of products, the process efficiency of different firms, and markup dispersion in the market interact and therefore constitute a key approach to shed light on the slowdown in TFP growth. Surveying ...
Working Paper Series , Paper 2021-21

Journal Article
An overview of the Survey of Consumer Expectations

The authors present an overview of the New York Fed?s Survey of Consumer Expectations, a monthly online survey of a rotating panel of household heads. The survey collects timely information on respondents? expectations and decisions on a broad variety of topics, including inflation, household finance, the labor market, and the housing market. It has three main goals: (1) measuring consumer expectations at a high frequency, (2) understanding how these expectations are formed, and (3) investigating the link between expectations and behavior. The authors discuss the origins of the survey, the ...
Economic Policy Review , Issue 23-2 , Pages 51-72

Report
Consumer Credit Reporting Data

Since the 2000s, economists across fields have increasingly used consumer credit reporting data for research. We introduce readers to the economics of and the institutional details of these data. Using examples from the literature, we provide practical guidance on how to use these data to construct economic measures of borrowing, consumption, credit access, financial distress, and geographic mobility. We explain what credit scores measure, and why. We highlight how researchers can access credit reporting data via existing datasets or by creating new datasets, including by linking credit ...
Staff Reports , Paper 1114

Journal Article
Behavior of a New Median PCE Measure: A Tale of Tails

We introduce two new measures of trend inflation, a median PCE inflation rate and a median PCE excluding OER inflation rate, and investigate their performance. Our analysis indicates that both perform comparably to other simple trend inflation estimators such as the trimmed-mean PCE. Furthermore, we find that the performance of the median PCE is related to skewness in the distribution of cross-sectional growth rates across categories in the PCE, and our results suggest that the Bowley skewness statistic may be useful in forecasting.
Economic Commentary , Volume 2019 , Issue 10

Speech
The past and future of supervisory stress testing design: remarks at the 2018 Federal Reserve Stress Testing Research Conference, Federal Reserve Bank of Boston

Remarks at the 2018 Federal Reserve Stress Testing Research Conference, Federal Reserve Bank of Boston, Boston.
Speech , Paper 295

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