{"id":"https://openalex.org/W4296713631","doi":"https://doi.org/10.1155/2022/9245876","title":"Job Matching Analysis Based on Text Mining and Multicriteria Decision-Making","display_name":"Job Matching Analysis Based on Text Mining and Multicriteria Decision-Making","publication_year":2022,"publication_date":"2022-09-21","ids":{"openalex":"https://openalex.org/W4296713631","doi":"https://doi.org/10.1155/2022/9245876"},"language":"en","primary_location":{"id":"doi:10.1155/2022/9245876","doi":"https://doi.org/10.1155/2022/9245876","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/9245876","pdf_url":"https://downloads.hindawi.com/journals/mpe/2022/9245876.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/mpe/2022/9245876.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004330699","display_name":"Fangning Liang","orcid":"https://orcid.org/0000-0002-7776-491X","observed_orcids":["https://orcid.org/0000-0002-7776-491X"]},"institutions":[{"id":"https://openalex.org/I4210163890","display_name":"Langfang Normal University","ror":"https://ror.org/05kyq2m47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210163890"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Fangning Liang","raw_affiliation_strings":["Faculty of Economics and Management, Langfang Normal University, Langfang 065000, Hebei, China"],"raw_orcid":"https://orcid.org/0000-0002-7776-491X","affiliations":[{"raw_affiliation_string":"Faculty of Economics and Management, Langfang Normal University, Langfang 065000, Hebei, China","institution_ids":["https://openalex.org/I4210163890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073105647","display_name":"Xiangyu Wan","orcid":"https://orcid.org/0000-0003-4192-4915","observed_orcids":["https://orcid.org/0000-0003-4192-4915","https://orcid.org/0009-0003-6178-3301"]},"institutions":[{"id":"https://openalex.org/I114218197","display_name":"Chinese Academy of Social Sciences","ror":"https://ror.org/05bxbmy32","country_code":"CN","type":"facility","lineage":["https://openalex.org/I114218197"]},{"id":"https://openalex.org/I4210129476","display_name":"Institute of Quantitative and Technical Economics","ror":"https://ror.org/02nf1ky18","country_code":"CN","type":"facility","lineage":["https://openalex.org/I114218197","https://openalex.org/I4210129476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangyu Wan","raw_affiliation_strings":["Institute of Quantitative and Technological Economics (IQTE), Chinese Academy of Social Sciences (CASS), Beijing 100732, China"],"raw_orcid":"https://orcid.org/0000-0003-4192-4915","affiliations":[{"raw_affiliation_string":"Institute of Quantitative and Technological Economics (IQTE), Chinese Academy of Social Sciences (CASS), Beijing 100732, China","institution_ids":["https://openalex.org/I114218197","https://openalex.org/I4210129476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004330699"],"corresponding_institution_ids":["https://openalex.org/I4210163890"],"apc_list":{"value":2550,"currency":"USD","value_usd":2550},"apc_paid":{"value":2550,"currency":"USD","value_usd":2550},"fwci":2.4909,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.8920445,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"2022","issue":null,"first_page":"1","last_page":"10"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.7914999723434448,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.07999999821186066,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12415","display_name":"Employer Branding and e-HRM","score":0.054499998688697815,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/job-matching","display_name":"job matching","score":0.9980000257492065},{"id":"https://openalex.org/keywords/online-recruitment-platforms","display_name":"recruitment websites","score":0.7409999966621399},{"id":"https://openalex.org/keywords/text-mining","display_name":"text mining","score":0.5649999976158142},{"id":"https://openalex.org/keywords/multi-criteria-decision-making","display_name":"multi-criteria decision making","score":0.9959999918937683},{"id":"https://openalex.org/keywords/labor-demand","display_name":"labor demand","score":0.7020000219345093},{"id":"https://openalex.org/keywords/job-requirements","display_name":"job requirements","score":0.5400000214576721},{"id":"https://openalex.org/keywords/work-experience-requirements","display_name":"work experience requirements","score":0.6729999780654907}],"concepts":[{"id":"https://openalex.org/C2780090960","wikidata":"https://www.wikidata.org/wiki/Q194489","display_name":"Salary","level":2,"score":0.7023827433586121},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6139582991600037},{"id":"https://openalex.org/C2776493517","wikidata":"https://www.wikidata.org/wiki/Q1479542","display_name":"Seekers","level":2,"score":0.5135736465454102},{"id":"https://openalex.org/C58346731","wikidata":"https://www.wikidata.org/wiki/Q627339","display_name":"Job analysis","level":3,"score":0.49924254417419434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4478866457939148},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.4457639753818512},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.4282499849796295},{"id":"https://openalex.org/C82279013","wikidata":"https://www.wikidata.org/wiki/Q684740","display_name":"Real estate","level":2,"score":0.41761428117752075},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.36850157380104065},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3641223907470703},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.35033369064331055},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.31386834383010864},{"id":"https://openalex.org/C2718322","wikidata":"https://www.wikidata.org/wiki/Q629463","display_name":"Job satisfaction","level":2,"score":0.17880502343177795},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.16683268547058105},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.16351261734962463},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.1027323305606842},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2022/9245876","doi":"https://doi.org/10.1155/2022/9245876","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/9245876","pdf_url":"https://downloads.hindawi.com/journals/mpe/2022/9245876.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:jnlmpe:9245876","doi":null,"is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/mpe/2022/9245876.xml","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,"listed_in":[],"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":"article"},{"id":"pmh:oai:doaj.org/article:d33ba095a93d498fa932a147d544c22e","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/d33ba095a93d498fa932a147d544c22e","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,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Mathematical Problems in Engineering, Vol 2022 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2022/9245876","doi":"https://doi.org/10.1155/2022/9245876","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2022/9245876","pdf_url":"https://downloads.hindawi.com/journals/mpe/2022/9245876.pdf","source":{"id":"https://openalex.org/S178238111","display_name":"Mathematical Problems in Engineering","issn_l":"1024-123X","issn":["1024-123X","1026-7077","1563-5147"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","poland-20","vabb-shw"],"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869","https://openalex.org/P4310320595"],"host_organization_lineage_names":["Hindawi Publishing Corporation","Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Mathematical Problems in Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.833299994468689,"display_name":"Decent work and economic growth"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4296713631.pdf","grobid_xml":"https://content.openalex.org/works/W4296713631.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2028206456","https://openalex.org/W2306823359","https://openalex.org/W2565117905","https://openalex.org/W2578892785","https://openalex.org/W2589988959","https://openalex.org/W2594767523","https://openalex.org/W2612686051","https://openalex.org/W2735438733","https://openalex.org/W2742486456","https://openalex.org/W2792766054","https://openalex.org/W2806544323","https://openalex.org/W2885324964","https://openalex.org/W2889911339","https://openalex.org/W2903949404","https://openalex.org/W2969609498","https://openalex.org/W3090761404","https://openalex.org/W3121845498","https://openalex.org/W3122519695","https://openalex.org/W3124969449","https://openalex.org/W3127783820","https://openalex.org/W3130517270","https://openalex.org/W3139175653"],"related_works":["https://openalex.org/W7161044389","https://openalex.org/W1969906968","https://openalex.org/W2536367407","https://openalex.org/W4385992683","https://openalex.org/W4312229323","https://openalex.org/W3173494309","https://openalex.org/W2358752893","https://openalex.org/W4361185791","https://openalex.org/W4286008842","https://openalex.org/W6989174936"],"abstract_inverted_index":{"The":[0,35,105,278],"postmanagement":[1],"of":[2,23,68,121,136,144,198,205,233,253,276,280],"an":[3],"enterprise":[4,25],"is":[5,44,62,148,213],"to":[6,292],"rationally":[7],"and":[8,17,33,97,118,150,152,166,174,230,243,267,297],"scientifically":[9],"arrange":[10],"the":[11,15,21,24,41,45,50,66,73,77,115,119,142,156,196,202,206,209,231,239,245,250,254,274,285,289,294,300],"talents":[12,193],"who":[13],"meet":[14],"postrequirements":[16],"are":[18,111,138,168],"suitable":[19,28],"for":[20,53,88,124,131,161,172,304],"development":[22],"in":[26,65,76,114],"their":[27],"posts":[29],"through":[30,80,201,249],"testing,":[31],"selection,":[32],"employment.":[34],"job":[36,91,103,210,219,223,225,246],"recruitment":[37,42,60,78,207,211,247,255,290,295],"information":[38,61,74,79,212,220,248,296],"published":[39],"on":[40,94],"website":[43,291],"data":[46,54,89,133,146,191,199,203,240,251,286,303,305],"that":[47],"best":[48],"reflects":[49],"market":[51,143,301],"demand":[52,130,158,302],"analysis":[55,90,147,192,204,252,306],"talents.":[56,307],"However,":[57,141,163],"as":[58,215,217,222,262,271,273],"online":[59],"mostly":[63],"presented":[64],"form":[67],"text,":[69],"this":[70,100,281],"paper":[71,101,236,282],"explores":[72],"contained":[75],"text":[81,95,109],"mining":[82,96,110],"technology,":[83],"which":[84,137],"has":[85],"reference":[86],"value":[87],"seekers.":[92],"Based":[93],"multicriteria":[98],"decision-making,":[99],"studies":[102],"matching.":[104],"technical":[106,132,183],"jobs":[107],"under":[108],"mainly":[112],"distributed":[113],"Internet":[116],"industry,":[117],"number":[120,232,275],"recruits":[122],"accounts":[123],"66.45%.":[125],"Other":[126],"industries":[127,186],"have":[128],"less":[129],"analysis,":[134],"all":[135],"below":[139],"15%.":[140],"business":[145,190],"scattered":[149],"extensive,":[151],"education":[153],"still":[154],"occupies":[155],"largest":[157],"provider,":[159],"accounting":[160,171],"30.53%.":[162],"real":[164],"estate":[165],"media":[167],"closely":[169],"followed,":[170],"24.28%":[173],"22.34%,":[175],"respectively.":[176],"Besides":[177],"these":[178],"three":[179],"industries,":[180],"compared":[181],"with":[182],"talents,":[184],"service":[185],"will":[187],"also":[188],"need":[189],"more.":[194],"In":[195],"stage":[197,242],"collection,":[200],"website,":[208],"crawled,":[214],"well":[216,272],"other":[218,258],"such":[221,261],"salary,":[224,264],"qualifications,":[226],"work":[227,268],"experience":[228,269],"requirements,":[229,270],"recruits.":[234,277],"This":[235],"carries":[237],"out":[238],"collection":[241],"crawls":[244],"website.":[256],"And,":[257],"position":[259,263,265],"information,":[260],"qualification,":[266],"research":[279],"can":[283],"help":[284],"released":[287],"by":[288],"analyze":[293],"quickly":[298],"reflect":[299]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2022-09-23T00:00:00"}