{"id":"https://openalex.org/W4214686810","doi":"https://doi.org/10.1109/imcom53663.2022.9721772","title":"Mining the Impacts of COVID-19 Pandemic on the Labour Market","display_name":"Mining the Impacts of COVID-19 Pandemic on the Labour Market","publication_year":2022,"publication_date":"2022-01-03","ids":{"openalex":"https://openalex.org/W4214686810","doi":"https://doi.org/10.1109/imcom53663.2022.9721772"},"language":"en","primary_location":{"id":"doi:10.1109/imcom53663.2022.9721772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom53663.2022.9721772","pdf_url":null,"source":{"id":"https://openalex.org/S4363608555","display_name":"2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM)","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030570989","display_name":"Joshua F. Smallwood","orcid":null},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Joshua F. Smallwood","raw_affiliation_strings":["University of Manitoba,Department of Computer Science,Winnipeg,Canada"],"affiliations":[{"raw_affiliation_string":"University of Manitoba,Department of Computer Science,Winnipeg,Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060030420","display_name":"Chenru Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Chenru Zhao","raw_affiliation_strings":["University of Manitoba,Department of Computer Science,Winnipeg,Canada"],"affiliations":[{"raw_affiliation_string":"University of Manitoba,Department of Computer Science,Winnipeg,Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016113718","display_name":"Carson K. Leung","orcid":"https://orcid.org/0000-0002-7541-9127"},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Carson K. Leung","raw_affiliation_strings":["University of Manitoba,Department of Computer Science,Winnipeg,Canada"],"affiliations":[{"raw_affiliation_string":"University of Manitoba,Department of Computer Science,Winnipeg,Canada","institution_ids":["https://openalex.org/I46247651"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112957886","display_name":"Yan Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]},{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Yan Wen","raw_affiliation_strings":["University of Manitoba,Department of Computer Science,Winnipeg,Canada","Yale University, New Haven, CT, USA"],"affiliations":[{"raw_affiliation_string":"University of Manitoba,Department of Computer Science,Winnipeg,Canada","institution_ids":["https://openalex.org/I46247651"]},{"raw_affiliation_string":"Yale University, New Haven, CT, USA","institution_ids":["https://openalex.org/I32971472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074718306","display_name":"Hao Zheng","orcid":"https://orcid.org/0000-0002-9790-7607"},"institutions":[{"id":"https://openalex.org/I46247651","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938","country_code":"CA","type":"education","lineage":["https://openalex.org/I46247651"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hao Zheng","raw_affiliation_strings":["University of Manitoba,Department of Computer Science,Winnipeg,Canada"],"affiliations":[{"raw_affiliation_string":"University of Manitoba,Department of Computer Science,Winnipeg,Canada","institution_ids":["https://openalex.org/I46247651"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5030570989"],"corresponding_institution_ids":["https://openalex.org/I46247651"],"apc_list":null,"apc_paid":null,"fwci":7.7451,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.97888811,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11711","display_name":"COVID-19 Pandemic Impacts","score":0.9927999973297119,"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/T11711","display_name":"COVID-19 Pandemic Impacts","score":0.9927999973297119,"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/T10410","display_name":"COVID-19 epidemiological studies","score":0.9435999989509583,"subfield":{"id":"https://openalex.org/subfields/2611","display_name":"Modeling and Simulation"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.7560880184173584},{"id":"https://openalex.org/keywords/pandemic","display_name":"Pandemic","score":0.7527322769165039},{"id":"https://openalex.org/keywords/2019-20-coronavirus-outbreak","display_name":"2019-20 coronavirus outbreak","score":0.5070700645446777},{"id":"https://openalex.org/keywords/severe-acute-respiratory-syndrome-coronavirus-2","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","score":0.5053768754005432},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3808538615703583},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.33842700719833374},{"id":"https://openalex.org/keywords/virology","display_name":"Virology","score":0.23608702421188354},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.11422929167747498}],"concepts":[{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.7560880184173584},{"id":"https://openalex.org/C89623803","wikidata":"https://www.wikidata.org/wiki/Q12184","display_name":"Pandemic","level":5,"score":0.7527322769165039},{"id":"https://openalex.org/C3006700255","wikidata":"https://www.wikidata.org/wiki/Q81068910","display_name":"2019-20 coronavirus outbreak","level":3,"score":0.5070700645446777},{"id":"https://openalex.org/C3007834351","wikidata":"https://www.wikidata.org/wiki/Q82069695","display_name":"Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)","level":5,"score":0.5053768754005432},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3808538615703583},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.33842700719833374},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.23608702421188354},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.11422929167747498},{"id":"https://openalex.org/C116675565","wikidata":"https://www.wikidata.org/wiki/Q3241045","display_name":"Outbreak","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/imcom53663.2022.9721772","is_oa":false,"landing_page_url":"https://doi.org/10.1109/imcom53663.2022.9721772","pdf_url":null,"source":{"id":"https://openalex.org/S4363608555","display_name":"2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM)","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 16th International Conference on Ubiquitous Information Management and Communication (IMCOM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.5299999713897705,"id":"https://metadata.un.org/sdg/8"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320311952","display_name":"University of Manitoba","ror":"https://ror.org/02gfys938"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W18036528","https://openalex.org/W27140714","https://openalex.org/W155192273","https://openalex.org/W1496656439","https://openalex.org/W1536848116","https://openalex.org/W1646633498","https://openalex.org/W1748422605","https://openalex.org/W1964492476","https://openalex.org/W1972025629","https://openalex.org/W1993415883","https://openalex.org/W2077981172","https://openalex.org/W2191117394","https://openalex.org/W2276717191","https://openalex.org/W2752595148","https://openalex.org/W2804675504","https://openalex.org/W2944906040","https://openalex.org/W2945186414","https://openalex.org/W2946135048","https://openalex.org/W3018017371","https://openalex.org/W3037727526","https://openalex.org/W3092101809","https://openalex.org/W3106791009","https://openalex.org/W3136239615","https://openalex.org/W3137960343","https://openalex.org/W3138207501","https://openalex.org/W3138609758","https://openalex.org/W3139141769","https://openalex.org/W3157720081","https://openalex.org/W3171270113","https://openalex.org/W3186482562","https://openalex.org/W3191493789","https://openalex.org/W3197741474","https://openalex.org/W3201250173","https://openalex.org/W3204720196","https://openalex.org/W3211395167","https://openalex.org/W3214646103","https://openalex.org/W4234051823","https://openalex.org/W4301709227","https://openalex.org/W6799752763","https://openalex.org/W6815682982"],"related_works":["https://openalex.org/W3036314732","https://openalex.org/W3009669391","https://openalex.org/W3176864053","https://openalex.org/W4206669628","https://openalex.org/W3171943759","https://openalex.org/W4292098121","https://openalex.org/W3154141118","https://openalex.org/W4388896133","https://openalex.org/W3031607536","https://openalex.org/W3198183218"],"abstract_inverted_index":{"Under":[0],"the":[1,4,16,30,36,45,52,67,73,99,110],"influence":[2],"of":[3,18,32,54,69,80,92,101],"pandemic":[5,37,71],"environment,":[6],"many":[7,25],"people":[8],"may":[9],"have":[10],"lost":[11],"their":[12],"jobs":[13,34],"or":[14],"on":[15,72],"verge":[17],"being":[19],"laid":[20],"off,":[21],"while":[22],"there":[23],"are":[24,42],"new":[26,33],"job":[27],"seekers.":[28],"Hence,":[29],"status":[31],"under":[35],"and":[38,89],"how":[39],"various":[40],"industries":[41],"affected":[43],"by":[44],"pandemic—including":[46],"predicting":[47],"future":[48],"work":[49],"trends—have":[50],"become":[51],"focus":[53],"attention.":[55],"In":[56],"this":[57],"paper,":[58],"we":[59,105],"present":[60],"a":[61],"social":[62],"informatics":[63],"solution":[64,115],"to":[65,119],"mine":[66,120],"impacts":[68],"COVID-19":[70],"labour":[74,95,112,121],"market.":[75],"We":[76],"make":[77],"good":[78],"use":[79],"data":[81,97],"mining":[82],"(especially,":[83],"frequent":[84],"pattern":[85],"mining),":[86],"statistical":[87],"analysis,":[88],"prediction.":[90],"Evaluation":[91],"real-life":[93],"Canadian":[94,111],"market":[96],"demonstrates":[98],"practicality":[100],"our":[102,107,114],"tool.":[103],"Although":[104],"illustrate":[106],"ideas":[108],"with":[109],"market,":[113],"can":[116],"be":[117],"adaptable":[118],"markets":[122],"in":[123],"other":[124],"geographical":[125],"locations.":[126]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2022,"cited_by_count":11}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}