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Author:de Zeeuw, Mels 

Discussion Paper
How Do Firms Respond to Hiring Difficulties? Evidence from the Federal Reserve Banks' Small Business Credit Survey

Using data from the Federal Reserve Banks' 2017 Small Business Credit Survey (SBCS), this paper investigates the various ways in which different types of firms with less than 500 employees experience and address hiring difficulties, including when they decide to increase compensation. {{p}} The authors find significant variation in hiring difficulties by type of firm, and a firm's response appears to depend on the nature of the problem. The most common response is to increase compensation, with firms that experience competition from other employers being the most likely to do so. Other common ...
FRB Atlanta Community and Economic Development Discussion Paper , Paper 2018-1

Working Paper
Decomposing Outcome Differences between HBCU and Non-HBCU Institutions

This paper investigates differences in outcomes between historically black colleges and universities (HBCU) and traditional college and universities (non-HBCUs) using a standard Oaxaca/Blinder decomposition. This method decomposes differences in observed educational and labor market outcomes between HBCU and non-HBCU students into differences in characteristics (both student and institutional) and differences in how those characteristics translate into differential outcomes. Efforts to control for differences in unobservables between the two types of students are undertaken through ...
FRB Atlanta Working Paper , Paper 2020-10

Discussion Paper
Opportunity Occupations: Well-Paying Jobs for Middle-Skill Workers

Did you know that only 29.7 percent of Americans over the age of 25 have attained a four-year college degree? Given many policymakers' focus on increasing the share of individuals who attain a degree, that may sound like a surprisingly low number. It leaves a large group of American workers who do not have a four-year degree and lack the means or desire to obtain one in the current labor market. In fact, "middle-skill" Americans, defined as those who have obtained their high school diploma but not a four-year college degree, comprise some 57 percent of the country's total population of those ...
Workforce Currents , Paper 2017-02

Discussion Paper
Opportunity Occupations and the Future of Work

From 19th-century workers smashing textile factory machines to John Maynard Keynes's musing on technological unemployment, worries and passions about machines replacing workers are hundreds of years old. More recently, robots and computers (through artificial intelligence) are replacing a growing number of human skills, and this has become an important topic of conversation in public policy. It is also increasingly on the minds of workers and students making decisions about their investments in skills and career preparation.
Workforce Currents , Paper 2020-01

Discussion Paper
Promising Workforce Development Approaches

On November 9, 2018, at the New York Fed, three expert panels discussed promising approaches to investing in workforce development as part of the launch of the three-volume book Investing in America’s Workforce: Improving Outcomes for Workers and Employers. Read highlights from the discussions below.
Workforce Currents , Paper 2019-02

Discussion Paper
Hiring Difficulties across Industries and Location

In the current tight labor market with low levels of unemployment, it is not surprising that a large share of firms experience difficulty hiring candidates for open positions. However, much is unclear about the extent of these difficulties, their underlying reasons, and how firms respond. Using data from the Federal Reserve Banks' national 2017 Small Business Credit Survey, a recent paper examines the nature of firms' hiring difficulties and how they vary by industry and geographic location. The paper also explores how the reasons behind hiring difficulties relate to firms' responses. The ...
Workforce Currents , Paper 2018-04

Report
Uneven Opportunity: Exploring Employers’ Educational Preferences for Middle-Skills Jobs

This analysis follows research published in 2015 by the Federal Reserve Banks of Philadelphia, Cleveland, and Atlanta on ?opportunity occupations,? which are defined as occupations that pay at least the national annual median wage, adjusted for differences in local consumption prices, and that are generally considered accessible to a worker without a four-year college degree (Wardrip et al., 2015). Among the primary findings in the original research is that, in online job advertisements, employers often express a preference for a college-educated candidate even for occupations that have not ...
Cascade Focus

Discussion Paper
Mind the Gap: Minority-Owned Small Businesses' Financing Experiences in 2018

This second article explores disparities in small business credit approval by race and ethnicity.
Consumer & Community Context

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