Economic value of HPC experience for new STEM professionals: Insights from STEM hiring managers
The purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergradu...
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Published in | Frontiers in research metrics and analytics Vol. 9; p. 1462329 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
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22.01.2025
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ISSN | 2504-0537 2504-0537 |
DOI | 10.3389/frma.2024.1462329 |
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Abstract | The purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergraduate or graduate degree and entering the technical workforce (rather than academia)? We also estimate the value to the US economy of practical experience offered to US students through training about HPC and the opportunity to use HPC systems funded by the National Science Foundation (NSF) and accessible nationally.
Interviews and surveys of employers of graduates in STEM fields were used to gauge demand for STEM graduates with practical HPC experience and the salary increase that can be associated with the possession of such skills. We used data from the XSEDE project to determine how many undergraduate and graduate students it enabled to acquire practical proficiency with HPC.
People with such skills who had completed an undergraduate or graduate degree received an initial median hiring salary of approximately 7%-15% more than those with the same degrees who did not possess such skills. XSEDE added approximately $10 million or more per year to the US economy through the practical educational opportunities it offered.
Practical hands-on experience provided by the US federal government, as well as many universities and colleges in the US, holds value for students as they enter the workforce.
Practical training in HPC during the course of undergraduate and graduate programs has the potential to produce positive individual labor market outcomes (i.e., salary boosts, signing bonuses) as well as to help address the shortage of STEM workers in the private sector of the US. |
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AbstractList | The purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergraduate or graduate degree and entering the technical workforce (rather than academia)? We also estimate the value to the US economy of practical experience offered to US students through training about HPC and the opportunity to use HPC systems funded by the National Science Foundation (NSF) and accessible nationally.
Interviews and surveys of employers of graduates in STEM fields were used to gauge demand for STEM graduates with practical HPC experience and the salary increase that can be associated with the possession of such skills. We used data from the XSEDE project to determine how many undergraduate and graduate students it enabled to acquire practical proficiency with HPC.
People with such skills who had completed an undergraduate or graduate degree received an initial median hiring salary of approximately 7%-15% more than those with the same degrees who did not possess such skills. XSEDE added approximately $10 million or more per year to the US economy through the practical educational opportunities it offered.
Practical hands-on experience provided by the US federal government, as well as many universities and colleges in the US, holds value for students as they enter the workforce.
Practical training in HPC during the course of undergraduate and graduate programs has the potential to produce positive individual labor market outcomes (i.e., salary boosts, signing bonuses) as well as to help address the shortage of STEM workers in the private sector of the US. The purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergraduate or graduate degree and entering the technical workforce (rather than academia)? We also estimate the value to the US economy of practical experience offered to US students through training about HPC and the opportunity to use HPC systems funded by the National Science Foundation (NSF) and accessible nationally.PurposeThe purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergraduate or graduate degree and entering the technical workforce (rather than academia)? We also estimate the value to the US economy of practical experience offered to US students through training about HPC and the opportunity to use HPC systems funded by the National Science Foundation (NSF) and accessible nationally.Interviews and surveys of employers of graduates in STEM fields were used to gauge demand for STEM graduates with practical HPC experience and the salary increase that can be associated with the possession of such skills. We used data from the XSEDE project to determine how many undergraduate and graduate students it enabled to acquire practical proficiency with HPC.MethodsInterviews and surveys of employers of graduates in STEM fields were used to gauge demand for STEM graduates with practical HPC experience and the salary increase that can be associated with the possession of such skills. We used data from the XSEDE project to determine how many undergraduate and graduate students it enabled to acquire practical proficiency with HPC.People with such skills who had completed an undergraduate or graduate degree received an initial median hiring salary of approximately 7%-15% more than those with the same degrees who did not possess such skills. XSEDE added approximately $10 million or more per year to the US economy through the practical educational opportunities it offered.ResultsPeople with such skills who had completed an undergraduate or graduate degree received an initial median hiring salary of approximately 7%-15% more than those with the same degrees who did not possess such skills. XSEDE added approximately $10 million or more per year to the US economy through the practical educational opportunities it offered.Practical hands-on experience provided by the US federal government, as well as many universities and colleges in the US, holds value for students as they enter the workforce.DiscussionPractical hands-on experience provided by the US federal government, as well as many universities and colleges in the US, holds value for students as they enter the workforce.Practical training in HPC during the course of undergraduate and graduate programs has the potential to produce positive individual labor market outcomes (i.e., salary boosts, signing bonuses) as well as to help address the shortage of STEM workers in the private sector of the US.ConclusionPractical training in HPC during the course of undergraduate and graduate programs has the potential to produce positive individual labor market outcomes (i.e., salary boosts, signing bonuses) as well as to help address the shortage of STEM workers in the private sector of the US. PurposeThe purpose of this article is to investigate particular aspects of the STEM job market in the US. In particular, we ask: could the possession of high performance computing (HPC) skills enhance the chances of a person getting a job and/or increase starting salaries for people receiving an undergraduate or graduate degree and entering the technical workforce (rather than academia)? We also estimate the value to the US economy of practical experience offered to US students through training about HPC and the opportunity to use HPC systems funded by the National Science Foundation (NSF) and accessible nationally.MethodsInterviews and surveys of employers of graduates in STEM fields were used to gauge demand for STEM graduates with practical HPC experience and the salary increase that can be associated with the possession of such skills. We used data from the XSEDE project to determine how many undergraduate and graduate students it enabled to acquire practical proficiency with HPC.ResultsPeople with such skills who had completed an undergraduate or graduate degree received an initial median hiring salary of approximately 7%–15% more than those with the same degrees who did not possess such skills. XSEDE added approximately $10 million or more per year to the US economy through the practical educational opportunities it offered.DiscussionPractical hands-on experience provided by the US federal government, as well as many universities and colleges in the US, holds value for students as they enter the workforce.ConclusionPractical training in HPC during the course of undergraduate and graduate programs has the potential to produce positive individual labor market outcomes (i.e., salary boosts, signing bonuses) as well as to help address the shortage of STEM workers in the private sector of the US. |
Author | Snapp-Childs, Winona Snell, Addison Wernert, Julie A. Olds, Daniel Costa, Claudia M. Stewart, Craig A. |
AuthorAffiliation | 1 Pervasive Technology Institute, Office of the Vice President for Information Technology, Indiana University , Bloomington, IN , United States 5 Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University , Bloomington, IN , United States 4 Olds Research , Beaverton, OR , United States 2 Research Technologies Division, Office of the Vice President for Information Technology, Indiana University , Bloomington, IN , United States 3 Intersect 360 Research , Sunnyvale, CA , United States |
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Cites_doi | 10.4018/978-1-5225-7598-6.ch012 10.1109/MCSE.2014.80 10.1038/d41586-022-00162-y 10.1002/sres.2210 10.1007/s10708-022-10700-w 10.1016/j.regsciurbeco.2014.07.003 10.1007/s10961-012-9288-1 10.1145/3569951.3593603 10.21916/mlr.2015.14 10.1007/s42979-024-02889-z 10.1353/jhe.2015.0028 10.1007/s11192-022-04539-8 10.1371/journal.pone.0201634 10.1145/2484762.2484763 10.1086/528878 10.1145/3569951.3597559 10.1007/s10734-022-00946-1 10.1109/CLUSTER.2015.98 |
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Keywords | STEM careers experiential learning XSEDE cyberinfrastructure HPC high performance computing ROI STEM |
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License | Copyright © 2025 Snapp-Childs, Costa, Olds, Snell, Wernert and Stewart. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
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References | Snapp-Childs (B32) 2024; 5 B42 Metcalfe (B20) 2008; 120 B22 Stewart (B34) 2023; 128 B24 Forrester (B10) 2022; 601 B25 B26 Boerner (B4) 2023 Sealy (B29) 2019; 14 Winters (B40) 2014; 48 Audretsch (B3) 2014; 39 Sarrico (B27) 2022; 84 Chakravorty (B6) 2024 von Laszewski (B39) 2015 Lysenko (B18) 2023; 88 Xue (B43) 2015 Cantwell (B5) 2015; 86 Larson (B15) 2014; 31 B30 B31 Towns (B37) 2014; 16 B33 B12 B13 B35 B14 B36 B16 B38 B17 (B23) 2020 B19 Schumpeter (B28) 2003 B1 B2 Furlani (B11) 2013 Miles (B21) 2023 B7 B8 B9 B41 |
References_xml | – ident: B12 – ident: B35 doi: 10.4018/978-1-5225-7598-6.ch012 – ident: B9 – ident: B14 – volume: 16 start-page: 62 year: 2014 ident: B37 article-title: XSEDE: accelerating scientific discovery publication-title: Comp. Sci. Eng doi: 10.1109/MCSE.2014.80 – volume: 601 start-page: 655 year: 2022 ident: B10 article-title: How lab leaders can support students' non-academic career plans publication-title: Nature doi: 10.1038/d41586-022-00162-y – volume: 31 start-page: 745 year: 2014 ident: B15 article-title: Too many PhD graduates or too few academic job openings: the basic reproductive number R0 in academia publication-title: Syst. Res. Behav. Sci doi: 10.1002/sres.2210 – volume: 88 start-page: 1469 year: 2023 ident: B18 article-title: College location and labor market outcomes for STEM graduates in the US publication-title: GeoJournal doi: 10.1007/s10708-022-10700-w – volume: 48 start-page: 190 year: 2014 ident: B40 article-title: STEM graduates, human capital externalities, and wages in the U.S publication-title: Region. Sci. Urban Econ doi: 10.1016/j.regsciurbeco.2014.07.003 – ident: B41 – ident: B1 – start-page: 1 volume-title: Practice and Experience in Advanced Research Computing: Human Powered Computing, PEARC '24 year: 2024 ident: B6 article-title: “BRICCs: Building pathways to research cyberinfrastructure at under resourced institutions,” – ident: B7 – volume: 39 start-page: 313 year: 2014 ident: B3 article-title: From the entrepreneurial university to the university for the entrepreneurial society publication-title: J. Technol. Transf doi: 10.1007/s10961-012-9288-1 – start-page: 153 volume-title: Practice and Experience in Advanced Research Computing, PEARC '23 year: 2023 ident: B21 article-title: “A longitudinal study of XSEDE HPC workshops,” doi: 10.1145/3569951.3593603 – volume-title: Theorie der wirtschaftlichen Entwicklung (reprint of 1912 book) year: 2003 ident: B28 – ident: B25 – year: 2015 ident: B43 article-title: STEM crisis or STEM surplus? Yes and yes publication-title: Mon. Labor Rev doi: 10.21916/mlr.2015.14 – ident: B16 – volume: 5 start-page: 558 year: 2024 ident: B32 article-title: Evaluating return on investment for cyberinfrastructure using the international integrated reporting framework publication-title: SN Comp. Sci doi: 10.1007/s42979-024-02889-z – volume: 86 start-page: 667 year: 2015 ident: B5 article-title: Rise of the science and engineering postdoctorate and the restructuring of academic research publication-title: J. Higher Educ doi: 10.1353/jhe.2015.0028 – ident: B31 – ident: B33 – volume: 128 start-page: 3225 year: 2023 ident: B34 article-title: Use of accounting concepts to study research: return on investment in XSEDE, a us cyberinfrastructure service publication-title: Scientometrics doi: 10.1007/s11192-022-04539-8 – volume: 14 start-page: e0201634 year: 2019 ident: B29 article-title: The GRE over the entire range of scores lacks predictive ability for PhD outcomes in the biomedical sciences publication-title: PLoS ONE doi: 10.1371/journal.pone.0201634 – ident: B8 – ident: B36 – year: 2013 ident: B11 article-title: “Using XDMoD to facilitate XSEDE operations, planning and analysis,” publication-title: XSEDE '13 doi: 10.1145/2484762.2484763 – ident: B13 – volume: 120 start-page: 229 year: 2008 ident: B20 article-title: The production rate and employment of Ph.D publication-title: Astronomers doi: 10.1086/528878 – ident: B2 – ident: B42 – start-page: 173 volume-title: Practice and Experience in Advanced Research Computing, PEARC '23 year: 2023 ident: B4 article-title: “ACCESS: advancing innovation: NSF's advanced cyberinfrastructure coordination ecosystem: services & support,” doi: 10.1145/3569951.3597559 – ident: B26 – volume: 84 start-page: 1299 year: 2022 ident: B27 article-title: The expansion of doctoral education and the changing nature and purpose of the doctorate publication-title: Higher Educ doi: 10.1007/s10734-022-00946-1 – ident: B24 – ident: B22 – start-page: 531 volume-title: 2015 IEEE International Conference on Cluster Computing year: 2015 ident: B39 article-title: “Peer comparison of XSEDE and NCAR publication data,” doi: 10.1109/CLUSTER.2015.98 – volume-title: Information Technology Innovation: Resurgence, Confluence, and Continuing Impact year: 2020 ident: B23 – ident: B17 – ident: B30 – ident: B19 – ident: B38 |
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SubjectTerms | cyberinfrastructure high performance computing HPC Research Metrics and Analytics STEM STEM careers XSEDE |
Title | Economic value of HPC experience for new STEM professionals: Insights from STEM hiring managers |
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