{"id":"https://openalex.org/W3080421625","doi":"https://doi.org/10.1109/bigdata50022.2020.9377773","title":"Predicting Skill Shortages in Labor Markets: A Machine Learning Approach","display_name":"Predicting Skill Shortages in Labor Markets: A Machine Learning Approach","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3080421625","doi":"https://doi.org/10.1109/bigdata50022.2020.9377773","mag":"3080421625"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata50022.2020.9377773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9377773","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.3681132","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027384693","display_name":"Nik Dawson","orcid":null},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I1288051870","display_name":"Organisation de Coop\u00e9ration et de D\u00e9veloppement Economiques","ror":"https://ror.org/0438wbg98","country_code":"FR","type":"funder","lineage":["https://openalex.org/I1288051870"]}],"countries":["AU","FR"],"is_corresponding":true,"raw_author_name":"Nikolas Dawson","raw_affiliation_strings":["Centre of Artificial Intelligence, University of Technology, Sydney","OECD Future of Work Research Fellow","University of Technology, Sydney,"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, University of Technology, Sydney","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"OECD Future of Work Research Fellow","institution_ids":["https://openalex.org/I1288051870"]},{"raw_affiliation_string":"University of Technology, Sydney,","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069685493","display_name":"Marian-Andrei Rizoiu","orcid":"https://orcid.org/0000-0003-0381-669X"},"institutions":[{"id":"https://openalex.org/I1292875679","display_name":"Commonwealth Scientific and Industrial Research Organisation","ror":"https://ror.org/03qn8fb07","country_code":"AU","type":"funder","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I4387156119"]},{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I42894916","display_name":"Data61","ror":"https://ror.org/03q397159","country_code":"AU","type":"other","lineage":["https://openalex.org/I1292875679","https://openalex.org/I2801453606","https://openalex.org/I42894916","https://openalex.org/I4387156119"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Marian-Andrei Rizoiu","raw_affiliation_strings":["CSIRO\u2019s Data61, Sydney, Australia","Faculty of Engineering & IT, University of Technology, Sydney","University of Technology,Faculty of Engineering & IT,Sydney"],"affiliations":[{"raw_affiliation_string":"CSIRO\u2019s Data61, Sydney, Australia","institution_ids":["https://openalex.org/I42894916","https://openalex.org/I1292875679"]},{"raw_affiliation_string":"Faculty of Engineering & IT, University of Technology, Sydney","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"University of Technology,Faculty of Engineering & IT,Sydney","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046909216","display_name":"Benjamin Johnston","orcid":"https://orcid.org/0000-0003-0278-6249"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Benjamin Johnston","raw_affiliation_strings":["Centre of Artificial Intelligence, University of Technology, Sydney","University of Technology,Centre of Artificial Intelligence,Sydney"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, University of Technology, Sydney","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"University of Technology,Centre of Artificial Intelligence,Sydney","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5011812136","display_name":"Mary\u2010Anne Williams","orcid":"https://orcid.org/0000-0002-1047-0503"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mary-Anne Williams","raw_affiliation_strings":["Centre of Artificial Intelligence, University of Technology, Sydney","University of Technology,Centre of Artificial Intelligence,Sydney"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, University of Technology, Sydney","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"University of Technology,Centre of Artificial Intelligence,Sydney","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027384693"],"corresponding_institution_ids":["https://openalex.org/I114017466","https://openalex.org/I1288051870"],"apc_list":null,"apc_paid":null,"fwci":0.3054,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.77444268,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"3052","last_page":"3061"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10208","display_name":"Labor market dynamics and wage inequality","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10208","display_name":"Labor market dynamics and wage inequality","score":0.9865999817848206,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12851","display_name":"Firm Innovation and Growth","score":0.9678999781608582,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12368","display_name":"Grey System Theory Applications","score":0.926800012588501,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/salary","display_name":"Salary","score":0.7530326843261719},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6913931369781494},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.6623382568359375},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.4289882779121399},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.4135618209838867},{"id":"https://openalex.org/keywords/labour-economics","display_name":"Labour economics","score":0.3560866713523865},{"id":"https://openalex.org/keywords/demographic-economics","display_name":"Demographic economics","score":0.3232784867286682},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.3046247959136963},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.27769386768341064},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16671329736709595},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1616271436214447}],"concepts":[{"id":"https://openalex.org/C2780090960","wikidata":"https://www.wikidata.org/wiki/Q194489","display_name":"Salary","level":2,"score":0.7530326843261719},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6913931369781494},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.6623382568359375},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.4289882779121399},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4135618209838867},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.3560866713523865},{"id":"https://openalex.org/C4249254","wikidata":"https://www.wikidata.org/wiki/Q3044431","display_name":"Demographic economics","level":1,"score":0.3232784867286682},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.3046247959136963},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.27769386768341064},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16671329736709595},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1616271436214447},{"id":"https://openalex.org/C2778137410","wikidata":"https://www.wikidata.org/wiki/Q2732820","display_name":"Government (linguistics)","level":2,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C34447519","wikidata":"https://www.wikidata.org/wiki/Q179522","display_name":"Market economy","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":9,"locations":[{"id":"doi:10.1109/bigdata50022.2020.9377773","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9377773","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"doi:10.2139/ssrn.3681132","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.3681132","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SSRN Electronic Journal","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2004.01311","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2004.01311","pdf_url":"https://arxiv.org/pdf/2004.01311","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":null},{"id":"mag:3080421625","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2004.01311.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"mag:3123019458","is_oa":false,"landing_page_url":"https://ideas.repec.org/p/arx/papers/2004.01311.html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"RePEc: Research Papers in Economics","raw_type":null},{"id":"pmh:oai:RePEc:arx:papers:2004.01311","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"preprint"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/145555","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/145555","pdf_url":null,"source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Proceeding"},{"id":"pmh:oai:unsworks.library.unsw.edu.au:1959.4/unsworks_76408","is_oa":true,"landing_page_url":"http://hdl.handle.net/1959.4/unsworks_76408","pdf_url":null,"source":{"id":"https://openalex.org/S4306401737","display_name":"UNSWorks (University of New South Wales, Sydney, Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I40053085","host_organization_name":"Australian Defence Force Academy","host_organization_lineage":["https://openalex.org/I40053085"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data), ELECTR NETWORK, 2020-12-10 - 2020-12-13","raw_type":"http://purl.org/coar/resource_type/c_5794"},{"id":"doi:10.48550/arxiv.2004.01311","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2004.01311","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.2139/ssrn.3681132","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.3681132","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SSRN Electronic Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.7699999809265137,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320310744","display_name":"Science and Industry Endowment Fund","ror":"https://ror.org/04c4mj004"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W1494137514","https://openalex.org/W1585148298","https://openalex.org/W1589276701","https://openalex.org/W1998234256","https://openalex.org/W2024214627","https://openalex.org/W2033331616","https://openalex.org/W2064927380","https://openalex.org/W2086251151","https://openalex.org/W2097998348","https://openalex.org/W2099326609","https://openalex.org/W2101156862","https://openalex.org/W2101453715","https://openalex.org/W2102292466","https://openalex.org/W2106022734","https://openalex.org/W2118978333","https://openalex.org/W2186074869","https://openalex.org/W2252786423","https://openalex.org/W2269513950","https://openalex.org/W2295598076","https://openalex.org/W2496122560","https://openalex.org/W2599527970","https://openalex.org/W2734875900","https://openalex.org/W2883153670","https://openalex.org/W2912032242","https://openalex.org/W2914768946","https://openalex.org/W2964170972","https://openalex.org/W3007509277","https://openalex.org/W3098038161","https://openalex.org/W3102476541","https://openalex.org/W3122536975","https://openalex.org/W3123063535","https://openalex.org/W3123292159","https://openalex.org/W4233355572","https://openalex.org/W4289765664","https://openalex.org/W6674385629","https://openalex.org/W6675122892","https://openalex.org/W6686815749"],"related_works":["https://openalex.org/W3123019458","https://openalex.org/W3014102967","https://openalex.org/W1499090475","https://openalex.org/W2951096945","https://openalex.org/W2094955558","https://openalex.org/W3210400393","https://openalex.org/W2103286938","https://openalex.org/W2892121875","https://openalex.org/W3123273567","https://openalex.org/W2169647374","https://openalex.org/W3134537677","https://openalex.org/W3032781155","https://openalex.org/W1894939343","https://openalex.org/W2118926748","https://openalex.org/W1594863196","https://openalex.org/W2161278115","https://openalex.org/W12152004","https://openalex.org/W3121214363","https://openalex.org/W1518261696","https://openalex.org/W2889454780"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
