U.S. Real Wage Growth: Slowing Down With Age

Robert Rich, Joseph Tracy, and Ellen Fu

Second of two posts

In Monday’s post, we described the estimation of real wage growth rates for different cohorts of U.S. workers. We showed that the life-cycle pattern of real wage growth is characterized by high growth early in a worker’s career, little to no growth in mid-career, and negative growth as workers near retirement. We also documented that a growing fraction of the U.S. adult population is transitioning into the flat to negative real wage growth phases of their careers. Here, we turn our attention to estimating the effect of this demographic shift on the economy-wide average real wage growth rate. Our analysis shows that this economy-wide average real wage growth rate has declined by a third since the mid-1980s.

Migration in Puerto Rico: Is There a Brain Drain?

Jaison R. Abel, Giacomo De Giorgi, Richard Deitz, and Harry Wheeler



Given Puerto Rico’s long-term economic malaise and ongoing fiscal crisis, it is no wonder that out-migration of the Island’s residents has picked up. Over the past five years alone, migration has resulted in a net outflow of almost 300,000 people, a staggering loss. It would make matters worse, however, if Puerto Rico were losing an outsized share of its highest-paid workers. But we find that, if anything, Puerto Rico’s migrants are actually tilted somewhat toward the lower end of the skills and earnings spectrum. Still, such a large outflow of potentially productive workers and taxpayers is an alarming trend that is likely to have profound consequences for the Island for years to come.

The FRBNY DSGE Model Forecast—May 2016

Stefano Eusepi, Erica Moszkowski, and Argia Sbordone

The May 2016 forecast of the Federal Reserve Bank of New York’s (FRBNY) dynamic stochastic general equilibrium (DSGE) model remains broadly in line with those of our two previous semiannual reports (see our May 2015 and December 2015 posts). In the past year, the headwinds that contributed to slower growth in the aftermath of the financial crisis finally began to abate. However, the widening of credit spreads associated with swings in financial markets in the second half of 2015 and the first few months of this year have had a negative impact on economic activity. Despite this setback, the model expects a rebound in growth in the second half of the year, so that the medium-term forecast remains, as in the December post, one of steady, gradual economic expansion. The model also continues to predict gradual progress in the inflation rate toward the Federal Open Market Committee’s (FOMC) long-run target of 2 percent.

Working as a Barista After College Is Not as Common as You Might Think

Jaison R. Abel and Richard Deitz




The image of a newly minted college graduate working behind the counter of a hip coffee shop has become a hallmark of the plight of recent college graduates following the Great Recession. Recurring news stories about young college graduates stuck in low-skilled jobs make it easy to see why many college students may be worried about their futures. However, while there is some truth behind the popular image of the college-educated barista, this portrayal is really more myth than reality. Although many recent college graduates are “underemployed”—working in jobs that typically don’t require a degree—our research indicates that only a small fraction worked in a low-skilled service job in the years following the Great Recession. We find that underemployed recent college graduates held a wide range of jobs and, while most of these positions were clearly not equivalent to jobs that require a college education, some were actually fairly skilled and well paid. Further, our analysis suggests that many of those who started their careers in a low-skilled service job transitioned to a better job after gaining some experience in the labor market.

The FRBNY DSGE Model Forecast—November 2015

Marco Del Negro, Marc Giannoni, Erica Moszkowski, Sara Shahanaghi, and Micah Smith

This post presents an update of the economic forecasts implied by the Federal Reserve Bank of New York’s (FRBNY) dynamic stochastic general equilibrium (DSGE) model, which we first introduced in a series of blog posts in September 2014. The model continues to predict a gradual recovery in economic activity, but one that will proceed at a slightly slower pace than was forecast in our April update. It also predicts a slow return of inflation toward the Federal Open Market Committee’s (FOMC) long-run target of 2 percent. This forecast remains surrounded by significant uncertainty. Please note that the DSGE model forecasts are not the official New York Fed staff forecasts, but only an input to the overall forecasting process at the Bank.

How Much Do Inflation Expectations Matter for Inflation Dynamics?

Argia Sbordone and Sara Shahanaghi

Inflation dynamics are often described by some form of the Phillips curve. Named after A. W. Phillips, the British economist whose study of U.K. wage and unemployment data laid the groundwork, the Phillips curve denotes an inverse relationship between inflation and some measure of economic slack. A much-discussed issue in the literature is how forward-looking this relationship is. In this post, we address this question using a flexible version of the New Keynesian Phillips curve (NKPC) to illustrate the key role that expectations play in inflation dynamics.

Searching for Higher Wages

Luis Armona, Samuel Kapon, Laura Pilossoph, Ayşegül Şahin, and Giorgio Topa



Since the peak of the recession, the unemployment rate has fallen by almost 5 percentage points, and observers continue to focus on whether and when this decline will lead to robust wage growth. Typically, in the wake of such a decline, real wages grow since there is more competition for workers among potential employers. While this relationship has historically been quite informative, real wage growth more recently has not been commensurate with observed declines in the unemployment rate.

Mind the Gap: Assessing Labor Market Slack

Joseph Tracy, Robert Rich, Samuel Kapon, and Ellen Fu



Indicators of labor market slack enable economists to judge pressures on wages and prices. Direct measures of slack, however, are not available and must be constructed. Here, we build on our previous work using the employment-to-population (E/P) ratio and develop an updated measure of labor market slack based on the behavior of labor compensation. Our measure indicates that roughly 90 percent of the labor gap that opened up following the recession has been closed.

When Women Out-Earn Men

Jaison R. Abel and Richard Deitz




We often hear that women earn “77 cents on the dollar” compared with men. However, the gender pay gap among recent college graduates is actually much smaller than this figure suggests. We estimate that among recent college graduates, women earn roughly 97 cents on the dollar compared with men who have the same college major and perform the same jobs. Moreover, what may be surprising is that at the start of their careers, women actually out-earn men by a substantial margin for a number of college majors. However, our analysis shows that as workers approach mid-career, the wage premium that young women enjoy in these majors completely disappears, and males earn a more substantial premium in nearly every major. We discuss some of the possible reasons why the gender wage gap widens as workers progress through their careers.

The Survey of Consumer Expectations Turns Two!

Giorgio Topa, Olivier Armantier, Wilbert van der Klaauw, and Basit Zafar



The Federal Reserve Bank of New York’s Survey of Consumer Expectations (SCE) turned two years old in June. In this post, we review some of the key findings from the first two years of the survey’s history, highlighting the most noteworthy trends revealed in the data.