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Author:Hu, Luojia 

Newsletter
How much of the decline in unemployment is due to the exhaustion of unemployment benefits?

Prior studies have examined the impact of extended unemployment insurance (UI) benefits on the rise in the unemployment rate in this recession and early recovery. We use real-time microdata from the Bureau of Labor Statistics? Current Population Survey (CPS) to examine whether there has been a reverse effect recently as benefits have been exhausted. We find that if UI benefits had lasted indefinitely, the unemployment rate would have been cumulatively about 0.1 to 0.3 percentage points higher between October 2009 and January 2011, which represents about 10% to 25% of the decline in the actual ...
Chicago Fed Letter , Issue July

Working Paper
Estimation of a transformation model with truncation, interval observation and time-varying covariates

Abrevaya (1999b) considered estimation of a transformation model in the presence of left-truncation. This paper observes that a cross-sectional version of the statistical model considered in Frederiksen, Honor, and Hu (2007) is a generalization of the model considered by Abrevaya (1999b) and the generalized model can be estimated by a pairwise comparison version of one of the estimators in Frederiksen, Honor, and Hu (2007). Specifically, our generalization will allow for discretized observations of the dependent variable and for piecewise constant time- varying explanatory variables.
Working Paper Series , Paper WP-09-16

Newsletter
Explaining Variation in Real Wage Growth Over the Recent Expansion

In August 2019 the unemployment rate was roughly 1 percentage point below the Congressional Budget Office?s (CBO) estimate of its long-run or natural rate, nearly matching the unemployment rate gap that developed during the historically tight labor market of the late 1990s. Nevertheless, real wage growth remains well below its pace of the late 1990s and even that of the milder 2000s expansion.
Chicago Fed Letter

Newsletter
How Much Did the Minimum Wage Drive Real Wage Growth During the Late 2010s?

For much of the recent expansion, real wage growth was surprisingly sluggish, by some measures never reaching its pace prior to the 2008 financial crisis, despite tight labor markets that drove the unemployment rate to 3.5%. However, on average, the lowest-earning workers fared substantially better, consistently experiencing real wage growth of 6% or more for much of the late 2010s, a pace well above the previous two decades.
Chicago Fed Letter , Issue 435

Newsletter
Unit Labor Costs and Inflation in the Non-Housing Service Sector

Inflation remains high, and it is critical to understand the components of inflation. Inflation in core goods has declined over much of the past year. Inflation in housing services remains high, but the growth in rental rates of units available for rent has fallen in recent months. This suggests measured inflation in housing services, which includes rents on both occupied and vacant units, is likely to moderate over the coming year as rents on occupied units catch up to those of vacant units.
Chicago Fed Letter , Volume No 477

Newsletter
Did Covid-19 disproportionately affect mothers’ labor market activity?

School and day care center restrictions during the Covid-19 pandemic have presented enormous challenges to parents trying to juggle work with child-care responsibilities. Still, empirical evidence on the impact of pandemic-related child-care constraints on the labor market outcomes of working parents is somewhat mixed. Some studies suggest the pandemic had no additional impact on the labor supply of parents, while other studies show not only that it did but that the negative impact was disproportionately borne by working mothers.
Chicago Fed Letter , Issue 450 , Pages 5

Working Paper
Credit Score Doctors

We study how the existence of cutoffs in credit scores affects the behavior of homebuyers. Borrowers are more likely to purchase houses after their credit scores cross over a cutoff to qualify them for a higher credit score bin. However, the credit accounts of these individuals (crossover group) are more likely to become delinquent within four years following home purchases than the accounts of those who had stayed in the same bin (non-crossover group). The effect is not only concentrated in subprime bins, but in other bins as well. It is neither limited to pre-crisis period nor curtailed by ...
Working Paper Series , Paper WP-2020-07

Working Paper
Displacement, asymmetric information and heterogeneous human capital

In a seminal paper Gibbons and Katz (1991; GK) develop and empirically test an asymmetric information model of the labor market. The model predicts that wage losses following displacement should be larger for layoffs than for plant closings, which was borne out by data from the Displaced Workers Survey (DWS). In this paper, we take advantage of many more years of DWS data to examine how the difference in wage losses across plant closing and layoff varies with race and gender. We find that the differences between white males and the other groups are striking and complex. The "lemons" effect ...
Working Paper Series , Paper WP-08-02

Working Paper
Simultaneity in Binary Outcome Models with an Application to Employment for Couples

Two of Peter Schmidt’s many contributions to econometrics have been to introduce a simultaneous logit model for bivariate binary outcomes and to study estimation of dynamic linear fixed effects panel data models using short panels. In this paper, we study a dynamic panel data version of the bivariate model introduced in Schmidt and Strauss (1975) that allows for lagged dependent variables and fixed effects as in Ahn and Schmidt (1995). We combine a conditional likelihood approach with a method of moments approach to obtain an estimation strategy for the resulting model. We apply this ...
Working Paper Series , Paper WP 2022-34

Working Paper
Simpler Bootstrap Estimation of the Asymptotic Variance of U-statistic Based Estimators

The bootstrap is a popular and useful tool for estimating the asymptotic variance of complicated estimators. Ironically, the fact that the estimators are complicated can make the standard bootstrap computationally burdensome because it requires repeated re-calculation of the estimator. In Honor and Hu (2015), we propose a computationally simpler bootstrap procedure based on repeated re-calculation of one-dimensional estimators. The applicability of that approach is quite general. In this paper, we propose an alternative method which is specific to extremum estimators based on U-statistics. ...
Working Paper Series , Paper WP-2015-7

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