skip to main content
US FlagAn official website of the United States government
dot gov icon
Official websites use .gov
A .gov website belongs to an official government organization in the United States.
https lock icon
Secure .gov websites use HTTPS
A lock ( lock ) or https:// means you've safely connected to the .gov website. Share sensitive information only on official, secure websites.


Title: How American Adults Obtain Work Skills: Results of a New National Survey
Employer-provided training is an important determinant of economic outcomes, yet our understanding of its extent and distribution is well out of date—with the most recent national survey being from 2008. This article updates our understanding of employer-provided training through a 2020 nationally representative survey of 3,648 working civilian adults between the ages of 24 and 64. Results show that while employer-provided training is reasonably extensive, considerable disparities occur along the lines of race, ethnicity, and educational attainment. Additionally, the author contributes to the literature by making clear distinctions among types of employment—standard, contract (those employed by a contract company but working onsite at another firm), and freelancer (those with no employer per se). Contract workers receive considerably less employer training than do employees who work under standard arrangements. Findings are robust to a range of job skill measures as well as skill specificity. The author also examines the relationship between employer-provided training and whether people seek out training on their own and shows that the inequalities in access to employer-provided training are accentuated with self-directed training.  more » « less
Award ID(s):
2026444
PAR ID:
10393055
Author(s) / Creator(s):
Date Published:
Journal Name:
ILR Review
Volume:
75
Issue:
3
ISSN:
0019-7939
Page Range / eLocation ID:
578 to 607
Format(s):
Medium: X
Sponsoring Org:
National Science Foundation
More Like this
  1. This article utilizes a new nationally representative survey, executed in January 2020, that measures non-standard work. The author estimates the incidence of contract company employment and freelancing and describes who goes into non-standard employment. He then studies earnings and access to employer-provided training among contract company employees—the largest and most mis-measured group of non-standard workers. Training is important because it affects wage growth and career trajectories and also gives insight into the evolving character of employment relationships. Findings indicate that contract company employees face an earnings penalty but that considerable heterogeneity occurs within this category. The analysis of multiple forms of formal training finds that contract company employees receive less training than do standard employees even after multiple controls. Informal training is more textured due to the nature of social interactions inherent in its availability. Throughout the analysis, racial and ethnic disparities are apparent. 
    more » « less
  2. MacDonald, JH; Clary, RM; Archer, RS; Broadway, RL (Ed.)
    The skills needed for the geoscience workforce evolve as new technology and scientific knowledge are developed. However, there is a knowledge gap concerning what specific skill sets are necessary for recent graduates and what skills those graduates have acquired. To fill this knowledge gap specifically for the state of Hawai‘i, we surveyed local geoscience employers as well as alumni from the University of Hawai‘i School of Ocean and Earth Science and Technology (SOEST). We received survey responses from 30 employers in the public and private sectors and 30 recent SOEST graduates at the bachelor, master, and doctoral levels. Survey results indicated that, overall, Hawai‘i’s geoscience employers and SOEST alumni agree on which skills are important for geoscience employees to have. Top-rated technical skills included fieldwork/sampling, data management, and data analysis. Data visualization and geographic information system (GIS) skills/mapping were also considered important. Additionally, both groups agreed on the importance of many nontechnical skills, including technical report writing, time management, teamwork, problem-solving, interpersonal communication, and working independently. In both technical and nontechnical skills, any differences between employer and alumni responses were not statistically significant. We believe that having this clear understanding of the skill sets that are in high demand can help to broaden participation in geoscience careers in Hawai‘i. 
    more » « less
  3. Deep Learning (DL) techniques are increasingly being incorporated in critical software systems today. DL software is buggy too. Recent work in SE has characterized these bugs, studied fix patterns, and proposed detection and localization strategies. In this work, we introduce a preventative measure. We propose design by contract for DL libraries, DL Contract for short, to document the properties of DL libraries and provide developers with a mechanism to identify bugs during development. While DL Contract builds on the traditional design by contract techniques, we need to address unique challenges. In particular, we need to document properties of the training process that are not visible at the functional interface of the DL libraries. To solve these problems, we have introduced mechanisms that allow developers to specify properties of the model architecture, data, and training process. We have designed and implemented DL Contract for Python-based DL libraries and used it to document the properties of Keras, a well-known DL library. We evaluate DL Contract in terms of effectiveness, runtime overhead, and usability. To evaluate the utility of DL Contract, we have developed 15 sample contracts specifically for training problems and structural bugs. We have adopted four well-vetted benchmarks from prior works on DL bug detection and repair. For the effectiveness, DL Contract correctly detects 259 bugs in 272 real-world buggy programs, from well-vetted benchmarks provided in prior work on DL bug detection and repair. We found that the DL Contract overhead is fairly minimal for the used benchmarks. Lastly, to evaluate the usability, we conducted a survey of twenty participants who have used DL Contract to find and fix bugs. The results reveal that DL Contract can be very helpful to DL application developers when debugging their code. 
    more » « less
  4. This study aims to examine the impacts of organization’s cybersecurity training program on employees with qualitative data, collected from 33 college students who were attending Norfolk State University while also working either on a part-time or full-time basis participated. Open-ended questions were asked to elicit participants’ perspectives on cybersecurity training and cybersecurity protocols in organizations. Using qualitative data analysis software Nvivo 12, the authors organized and analyzed the collected data with open coding, and selective coding to recognize the major influencing impacts from cybersecurity training on employees’ routine work and behavior. Inductive and grounded theory analysis further elaborates connections between employee’s cybersecurity training and efficiency of organizations. Our findings suggest that on-the-job cybersecurity training provided by the employer is an effective investment for modern organizations to build on the organizational human capital and consequently to improve the efficiency of the organization. Findings from this study corroborates with the tenet of human capital theory that on-the-job educational program or training is economical and effective to manage the human capital challenge for modern organizations. 
    more » « less
  5. This study examined the experiences of near-peer women mentors in an out-ofschool time (OST) STEM program for middle school girls of color. 11 mentors reported and reflected upon their overall experiences in interviews. Key findings include that, for example, training is an essential part of mentors’ work; they wish to have more training on pedagogy and more opportunities to bond with other mentors. This study extends the literature on STEM mentoring in OST environments, deepens the understanding of mentors’ experience in STEM programming, and provides important implications for mentor training and OST STEM program design, such as providing opportunities for reflective practices to understand mentor needs, supporting mentors’ non-STEM skill development, involving mentors in working towards the program goal, and fostering community building among women mentors. 
    more » « less