{"id":"https://openalex.org/W3007509277","doi":"https://doi.org/10.1109/bigdata47090.2019.9005967","title":"Adaptively selecting occupations to detect skill shortages from online job ads","display_name":"Adaptively selecting occupations to detect skill shortages from online job ads","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3007509277","doi":"https://doi.org/10.1109/bigdata47090.2019.9005967","mag":"3007509277"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata47090.2019.9005967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9005967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1911.02302","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"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Nik Dawson","raw_affiliation_strings":["Centre of Artificial Intelligence, University of Technology Sydney"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, 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/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":"Marian-Andrei Rizoiu","raw_affiliation_strings":["Faculty of Engineering & IT, University of Technology Sydney"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering & IT, University of Technology 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"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, University of Technology 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"],"affiliations":[{"raw_affiliation_string":"Centre of Artificial Intelligence, University of Technology Sydney","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5027384693"],"corresponding_institution_ids":["https://openalex.org/I114017466"],"apc_list":null,"apc_paid":null,"fwci":4.9991,"has_fulltext":false,"cited_by_count":21,"citation_normalized_percentile":{"value":0.9523641,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2019","issue":null,"first_page":"1637","last_page":"1643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11122","display_name":"Online Learning and Analytics","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9154000282287598,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9050999879837036,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/salary","display_name":"Salary","score":0.703220784664154},{"id":"https://openalex.org/keywords/economic-shortage","display_name":"Economic shortage","score":0.6833229064941406},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5123685598373413},{"id":"https://openalex.org/keywords/skills-management","display_name":"Skills management","score":0.5101697444915771},{"id":"https://openalex.org/keywords/wage","display_name":"Wage","score":0.4791790246963501},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.47757580876350403},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.45854806900024414},{"id":"https://openalex.org/keywords/similarity","display_name":"Similarity (geometry)","score":0.45296716690063477},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35884177684783936},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.31607478857040405},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.30287009477615356},{"id":"https://openalex.org/keywords/labour-economics","display_name":"Labour economics","score":0.20739027857780457},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.19131308794021606},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.1634443998336792}],"concepts":[{"id":"https://openalex.org/C2780090960","wikidata":"https://www.wikidata.org/wiki/Q194489","display_name":"Salary","level":2,"score":0.703220784664154},{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.6833229064941406},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5123685598373413},{"id":"https://openalex.org/C97082442","wikidata":"https://www.wikidata.org/wiki/Q1934361","display_name":"Skills management","level":2,"score":0.5101697444915771},{"id":"https://openalex.org/C2777388388","wikidata":"https://www.wikidata.org/wiki/Q6821213","display_name":"Wage","level":2,"score":0.4791790246963501},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.47757580876350403},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.45854806900024414},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.45296716690063477},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35884177684783936},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.31607478857040405},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.30287009477615356},{"id":"https://openalex.org/C145236788","wikidata":"https://www.wikidata.org/wiki/Q28161","display_name":"Labour economics","level":1,"score":0.20739027857780457},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.19131308794021606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.1634443998336792},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/bigdata47090.2019.9005967","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata47090.2019.9005967","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:1911.02302","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1911.02302","pdf_url":"https://arxiv.org/pdf/1911.02302","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":null,"raw_type":"text"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/137872","is_oa":false,"landing_page_url":"http://hdl.handle.net/10453/137872","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":"mag:3087400502","is_oa":false,"landing_page_url":"https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=202002265088570251","pdf_url":null,"source":{"id":"https://openalex.org/S4306512817","display_name":"IEEE Conference Proceedings","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":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"IEEE Conference Proceedings","raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1911.02302","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1911.02302","pdf_url":"https://arxiv.org/pdf/1911.02302","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":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1494137514","https://openalex.org/W1548849615","https://openalex.org/W1578998574","https://openalex.org/W2024214627","https://openalex.org/W2032927332","https://openalex.org/W2064927380","https://openalex.org/W2117829824","https://openalex.org/W2133757074","https://openalex.org/W2143533134","https://openalex.org/W2234431238","https://openalex.org/W2269513950","https://openalex.org/W2593005711","https://openalex.org/W2599527970","https://openalex.org/W2620485168","https://openalex.org/W2734875900","https://openalex.org/W2747599906","https://openalex.org/W2798056406","https://openalex.org/W2883153670","https://openalex.org/W2920396205","https://openalex.org/W3007509277","https://openalex.org/W3121961986","https://openalex.org/W3125886136","https://openalex.org/W4206037471","https://openalex.org/W4226051107","https://openalex.org/W4235685179","https://openalex.org/W4249830744","https://openalex.org/W4289256736","https://openalex.org/W4302037040","https://openalex.org/W4390082158","https://openalex.org/W6735402129"],"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/W1531176736"],"abstract_inverted_index":{"Labour":[0],"demand":[1],"and":[2,19,34,43,167,205,216],"skill":[3,54,149],"shortages":[4,55,150,183,197],"have":[5],"historically":[6],"been":[7],"difficult":[8],"to":[9,40,52,67,91,108,120,177,211,231],"assess":[10],"given":[11],"the":[12,20,124,178,223,238],"high":[13],"costs":[14],"of":[15,23,70,78,111,127,180,195,225],"conducting":[16,187],"representative":[17],"surveys":[18],"inherent":[21],"delays":[22],"these":[24],"indicators.":[25],"This":[26,46,84,130,173],"is":[27],"particularly":[28],"consequential":[29],"for":[30,147,200],"fast":[31],"developing":[32],"skills":[33,73,80,98,105,182,196,204,226],"occupations,":[35],"such":[36],"as":[37],"those":[38],"relating":[39],"Data":[41,212],"Science":[42,213],"Analytics":[44],"(DSA).":[45],"paper":[47],"develops":[48],"a":[49,65,76,88,109],"data-driven":[50],"solution":[51],"detecting":[53,148,181],"from":[56,81,140,151,218],"online":[57,152],"job":[58,82,116,134,153,169],"advertisements":[59],"(ads)":[60],"data.":[61,99],"We":[62],"first":[63],"propose":[64,144],"method":[66,90],"generate":[68],"sets":[69],"highly":[71,201],"similar":[72],"based":[74,95],"on":[75,96],"set":[77],"seed":[79],"ads.":[83],"provides":[85],"researchers":[86],"with":[87,123],"novel":[89],"adaptively":[92],"select":[93],"occupations":[94,122],"granular":[97],"Next,":[100],"we":[101,143,190],"apply":[102],"this":[103,188],"adaptive":[104],"similarity":[106],"technique":[107],"dataset":[110],"over":[112],"6.7":[113],"million":[114],"Australian":[115],"ads":[117,135],"in":[118,184,198,237],"order":[119],"identify":[121],"highest":[125],"proportions":[126],"DSA":[128,133,203,234],"skills.":[129],"uncovers":[131],"306,577":[132],"across":[136],"23":[137],"occupational":[138],"classes":[139],"2012-2019.":[141],"Finally,":[142],"five":[145],"variables":[146],"ads:":[154],"(1)":[155],"posting":[156,171],"frequency;":[157],"(2)":[158],"salary":[159],"levels;":[160],"(3)":[161],"education":[162],"requirements;":[163],"(4)":[164],"experience":[165],"demands;":[166],"(5)":[168],"ad":[170],"predictability.":[172],"contributes":[174],"further":[175],"evidence":[176,194],"goal":[179],"real-time.":[185],"In":[186],"analysis,":[189],"also":[191],"find":[192],"strong":[193],"Australia":[199],"technical":[202],"occupations.":[206],"These":[207],"results":[208],"provide":[209],"insights":[210],"researchers,":[214],"educators,":[215],"policy-makers":[217],"other":[219],"advanced":[220],"economies":[221],"about":[222],"types":[224],"that":[227],"should":[228],"be":[229],"cultivated":[230],"meet":[232],"growing":[233],"labour":[235],"demands":[236],"future.":[239]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}