{"id":"https://openalex.org/W4406716285","doi":"https://doi.org/10.3389/frma.2024.1462329","title":"Economic value of HPC experience for new STEM professionals: Insights from STEM hiring managers","display_name":"Economic value of HPC experience for new STEM professionals: Insights from STEM hiring managers","publication_year":2025,"publication_date":"2025-01-22","ids":{"openalex":"https://openalex.org/W4406716285","doi":"https://doi.org/10.3389/frma.2024.1462329","pmid":"https://pubmed.ncbi.nlm.nih.gov/39911302"},"language":"en","primary_location":{"id":"doi:10.3389/frma.2024.1462329","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2024.1462329","pdf_url":"https://www.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2024.1462329/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2024.1462329/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069385004","display_name":"Winona Snapp\u2010Childs","orcid":"https://orcid.org/0000-0003-4354-7092"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Winona Snapp-Childs","raw_affiliation_strings":["Pervasive Technology Institute, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States","Research Technologies Division, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pervasive Technology Institute, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States","institution_ids":["https://openalex.org/I4210119109"]},{"raw_affiliation_string":"Research Technologies Division, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091322724","display_name":"Claudia M. Costa","orcid":"https://orcid.org/0000-0002-9869-1780"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Claudia M. Costa","raw_affiliation_strings":["Research Technologies Division, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Technologies Division, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115989113","display_name":"Daniel Olds","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092146","display_name":"ZRT Laboratory","ror":"https://ror.org/00ev5ap50","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210092146"]},{"id":"https://openalex.org/I4210109293","display_name":"Intersect ENT (United States)","ror":"https://ror.org/01xvdt027","country_code":"US","type":"company","lineage":["https://openalex.org/I4210109293"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Olds","raw_affiliation_strings":["Intersect 360 Research, Sunnyvale, CA, United States","Olds Research, Beaverton, OR, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intersect 360 Research, Sunnyvale, CA, United States","institution_ids":["https://openalex.org/I4210109293"]},{"raw_affiliation_string":"Olds Research, Beaverton, OR, United States","institution_ids":["https://openalex.org/I4210092146"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115989114","display_name":"Addison Snell","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109293","display_name":"Intersect ENT (United States)","ror":"https://ror.org/01xvdt027","country_code":"US","type":"company","lineage":["https://openalex.org/I4210109293"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Addison Snell","raw_affiliation_strings":["Intersect 360 Research, Sunnyvale, CA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Intersect 360 Research, Sunnyvale, CA, United States","institution_ids":["https://openalex.org/I4210109293"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020324255","display_name":"Julie Wernert","orcid":"https://orcid.org/0000-0002-5705-9527"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Julie A. Wernert","raw_affiliation_strings":["Pervasive Technology Institute, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Pervasive Technology Institute, Office of the Vice President for Information Technology, Indiana University, Bloomington, IN, United States","institution_ids":["https://openalex.org/I4210119109"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081974094","display_name":"Craig A. Stewart","orcid":"https://orcid.org/0000-0002-9490-9164"},"institutions":[{"id":"https://openalex.org/I4210119109","display_name":"Indiana University Bloomington","ror":"https://ror.org/02k40bc56","country_code":"US","type":"education","lineage":["https://openalex.org/I4210119109","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Craig A. Stewart","raw_affiliation_strings":["Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Luddy School of Informatics, Computing, and Engineering, Indiana University, Bloomington, IN, United States","institution_ids":["https://openalex.org/I4210119109"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5069385004"],"corresponding_institution_ids":["https://openalex.org/I4210119109"],"apc_list":{"value":950,"currency":"USD","value_usd":950},"apc_paid":{"value":950,"currency":"USD","value_usd":950},"fwci":2.78,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87309107,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"9","issue":null,"first_page":"1462329","last_page":"1462329"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.17550000548362732,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13034","display_name":"Information Systems Education and Curriculum Development","score":0.17550000548362732,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.1273999959230423,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T13937","display_name":"Genetics, Bioinformatics, and Biomedical Research","score":0.0674000009894371,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/salary","display_name":"Salary","score":0.8786311745643616},{"id":"https://openalex.org/keywords/workforce","display_name":"Workforce","score":0.7971817255020142},{"id":"https://openalex.org/keywords/government","display_name":"Government (linguistics)","score":0.5738712549209595},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4958425462245941},{"id":"https://openalex.org/keywords/possession","display_name":"Possession (linguistics)","score":0.4785328805446625},{"id":"https://openalex.org/keywords/medical-education","display_name":"Medical education","score":0.422131210565567},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.27407655119895935},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.23195725679397583},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.2229972779750824},{"id":"https://openalex.org/keywords/economic-growth","display_name":"Economic growth","score":0.18145233392715454},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12745976448059082}],"concepts":[{"id":"https://openalex.org/C2780090960","wikidata":"https://www.wikidata.org/wiki/Q194489","display_name":"Salary","level":2,"score":0.8786311745643616},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.7971817255020142},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.5738712549209595},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4958425462245941},{"id":"https://openalex.org/C2780193096","wikidata":"https://www.wikidata.org/wiki/Q3543662","display_name":"Possession (linguistics)","level":2,"score":0.4785328805446625},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.422131210565567},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.27407655119895935},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.23195725679397583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.2229972779750824},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.18145233392715454},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12745976448059082},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frma.2024.1462329","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2024.1462329","pdf_url":"https://www.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2024.1462329/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},{"id":"pmid:39911302","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39911302","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in research metrics and analytics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11794812","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11794812","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11794812/pdf/frma-09-1462329.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Res Metr Anal","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:e69c0fafb1274b2f9ed9e80f67994f0b","is_oa":true,"landing_page_url":"https://doaj.org/article/e69c0fafb1274b2f9ed9e80f67994f0b","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Research Metrics and Analytics, Vol 9 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/frma.2024.1462329","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frma.2024.1462329","pdf_url":"https://www.frontiersin.org/journals/research-metrics-and-analytics/articles/10.3389/frma.2024.1462329/pdf","source":{"id":"https://openalex.org/S2596295431","display_name":"Frontiers in Research Metrics and Analytics","issn_l":"2504-0537","issn":["2504-0537"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Research Metrics and Analytics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.7300000190734863,"id":"https://metadata.un.org/sdg/8"}],"awards":[{"id":"https://openalex.org/G3730782400","display_name":null,"funder_award_id":"1548562","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G5594857775","display_name":null,"funder_award_id":"2227627","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6778350887","display_name":null,"funder_award_id":"1053575","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4406716285.pdf","grobid_xml":"https://content.openalex.org/works/W4406716285.grobid-xml"},"referenced_works_count":21,"referenced_works":["https://openalex.org/W1888480170","https://openalex.org/W1898954893","https://openalex.org/W1992372644","https://openalex.org/W2006365375","https://openalex.org/W2043701535","https://openalex.org/W2103051087","https://openalex.org/W2115110170","https://openalex.org/W2134536341","https://openalex.org/W2242607691","https://openalex.org/W2466536231","https://openalex.org/W2951007456","https://openalex.org/W3103757258","https://openalex.org/W4206931093","https://openalex.org/W4236056781","https://openalex.org/W4283714582","https://openalex.org/W4306176894","https://openalex.org/W4321238213","https://openalex.org/W4386585069","https://openalex.org/W4386585104","https://openalex.org/W4397004672","https://openalex.org/W6870651267"],"related_works":["https://openalex.org/W2368582007","https://openalex.org/W2381014559","https://openalex.org/W936463321","https://openalex.org/W2417552221","https://openalex.org/W4391259602","https://openalex.org/W2350975767","https://openalex.org/W4377081005","https://openalex.org/W2369068260","https://openalex.org/W2383301438","https://openalex.org/W2360793741"],"abstract_inverted_index":{"Purpose:":[0],"The":[1],"purpose":[2],"of":[3,11,26,35,70,102,104,132,177,250,278,285],"this":[4],"article":[5],"is":[6],"to":[7,66,74,84,111,142,152,202,258,273],"investigate":[8],"particular":[9],"aspects":[10],"the":[12,17,24,33,55,64,67,82,90,122,130,139,184,203,207,219,231,240,248,256,276,282,286],"STEM":[13,107,115,279],"job":[14,40],"market":[15,263],"in":[16,106,230,245,281],"US.":[18,287],"In":[19],"particular,":[20],"we":[21],"ask:":[22],"could":[23],"possession":[25,131],"high":[27],"performance":[28],"computing":[29],"(HPC)":[30],"skills":[31,162],"enhance":[32],"chances":[34],"a":[36,39],"person":[37],"getting":[38],"and/or":[41],"increase":[42,124],"starting":[43],"salaries":[44],"for":[45,114,235],"people":[46],"receiving":[47],"an":[48,166,172],"undergraduate":[49,146,167,251],"or":[50,168,198],"graduate":[51,148,169,253],"degree":[52,170],"and":[53,81,95,100,121,147,228,252],"entering":[54],"technical":[56],"workforce":[57],"(rather":[58],"than":[59,181],"academia)?":[60],"We":[61,135],"also":[62],"estimate":[63],"value":[65,234],"US":[68,75,204,220],"economy":[69,205],"practical":[71,118,154,208],"experience":[72,120,216],"offered":[73],"students":[76,149,236],"through":[77,206],"training":[78,244],"about":[79],"HPC":[80,86,119,246],"opportunity":[83],"use":[85],"systems":[87],"funded":[88],"by":[89,218],"National":[91],"Science":[92],"Foundation":[93],"(NSF)":[94],"accessible":[96],"nationally.":[97],"Methods:":[98],"Interviews":[99],"surveys":[101],"employers":[103],"graduates":[105,116],"fields":[108],"were":[109],"used":[110,136],"gauge":[112],"demand":[113],"with":[117,129,156,160,183],"salary":[123,176,266],"that":[125],"can":[126],"be":[127],"associated":[128],"such":[133,161,191],"skills.":[134,192],"data":[137],"from":[138],"XSEDE":[140,193],"project":[141],"determine":[143],"how":[144],"many":[145,226],"it":[150,211],"enabled":[151],"acquire":[153],"proficiency":[155],"HPC.":[157],"Results:":[158],"People":[159],"who":[163,187],"had":[164],"completed":[165],"received":[171],"initial":[173],"median":[174],"hiring":[175],"approximately":[178,195],"7%-15%":[179],"more":[180,199],"those":[182],"same":[185],"degrees":[186],"did":[188],"not":[189],"possess":[190],"added":[194],"$10":[196],"million":[197],"per":[200],"year":[201],"educational":[209],"opportunities":[210],"offered.":[212],"Discussion:":[213],"Practical":[214,243],"hands-on":[215],"provided":[217],"federal":[221],"government,":[222],"as":[223,225,237,270,272],"well":[224,271],"universities":[227],"colleges":[229],"US,":[232],"holds":[233],"they":[238],"enter":[239],"workforce.":[241],"Conclusion:":[242],"during":[247],"course":[249],"programs":[254],"has":[255],"potential":[257],"produce":[259],"positive":[260],"individual":[261],"labor":[262],"outcomes":[264],"(i.e.,":[265],"boosts,":[267],"signing":[268],"bonuses)":[269],"help":[274],"address":[275],"shortage":[277],"workers":[280],"private":[283],"sector":[284]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
