{"id":"https://openalex.org/W3121053108","doi":"https://doi.org/10.1109/tcss.2020.3046726","title":"A Data-Driven Analysis of Employee Development Based on Working Expertise","display_name":"A Data-Driven Analysis of Employee Development Based on Working Expertise","publication_year":2021,"publication_date":"2021-01-13","ids":{"openalex":"https://openalex.org/W3121053108","doi":"https://doi.org/10.1109/tcss.2020.3046726","mag":"3121053108"},"language":"en","primary_location":{"id":"doi:10.1109/tcss.2020.3046726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.3046726","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-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/A5057123855","display_name":"Jiamin Liu","orcid":"https://orcid.org/0000-0002-6474-2324"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jiamin Liu","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032267308","display_name":"Jingbo Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingbo Huang","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100453563","display_name":"Tao Wang","orcid":"https://orcid.org/0009-0007-5352-1909"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Wang","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003833479","display_name":"Lining Xing","orcid":"https://orcid.org/0000-0002-6983-4244"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lining Xing","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037236993","display_name":"Renjie He","orcid":"https://orcid.org/0000-0002-4678-8425"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renjie He","raw_affiliation_strings":["College of Systems Engineering, National University of Defense Technology, Changsha, China"],"affiliations":[{"raw_affiliation_string":"College of Systems Engineering, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5057123855"],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":3.3584,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.91554093,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"8","issue":"2","first_page":"410","last_page":"422"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12028","display_name":"Knowledge Management and Sharing","score":0.9812999963760376,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"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/T10058","display_name":"Entrepreneurship Studies and Influences","score":0.970300018787384,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/T13812","display_name":"AI and HR Technologies","score":0.9595999717712402,"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/exploit","display_name":"Exploit","score":0.6777098178863525},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.6094417572021484},{"id":"https://openalex.org/keywords/human-capital","display_name":"Human capital","score":0.5573978424072266},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5481722950935364},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.5201571583747864},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.44444987177848816},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3677830696105957},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.08562248945236206}],"concepts":[{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.6777098178863525},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.6094417572021484},{"id":"https://openalex.org/C2776943663","wikidata":"https://www.wikidata.org/wiki/Q165687","display_name":"Human capital","level":2,"score":0.5573978424072266},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5481722950935364},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.5201571583747864},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.44444987177848816},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3677830696105957},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.08562248945236206},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcss.2020.3046726","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcss.2020.3046726","pdf_url":null,"source":{"id":"https://openalex.org/S2490693980","display_name":"IEEE Transactions on Computational Social Systems","issn_l":"2329-924X","issn":["2329-924X","2373-7476"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computational Social Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1290218325","display_name":null,"funder_award_id":"71701206","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1470154883","display_name":null,"funder_award_id":"61873328","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1612287478","display_name":null,"funder_award_id":"2014-92","funder_id":"https://openalex.org/F4320321769","funder_display_name":"Foundation for the Author of National Excellent Doctoral Dissertation of the People's Republic of China"},{"id":"https://openalex.org/G3200838583","display_name":null,"funder_award_id":"61525304","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3636495802","display_name":null,"funder_award_id":"61773120","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321769","display_name":"Foundation for the Author of National Excellent Doctoral Dissertation of the People's Republic of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W1593062503","https://openalex.org/W1614298861","https://openalex.org/W1682887312","https://openalex.org/W1988790447","https://openalex.org/W1990077328","https://openalex.org/W2015320814","https://openalex.org/W2018754319","https://openalex.org/W2019412721","https://openalex.org/W2022608159","https://openalex.org/W2042089934","https://openalex.org/W2051379839","https://openalex.org/W2073459066","https://openalex.org/W2119821739","https://openalex.org/W2140905468","https://openalex.org/W2145248477","https://openalex.org/W2146220449","https://openalex.org/W2147074664","https://openalex.org/W2154851992","https://openalex.org/W2184946198","https://openalex.org/W2482567233","https://openalex.org/W2512706923","https://openalex.org/W2549238784","https://openalex.org/W2743064457","https://openalex.org/W2774963710","https://openalex.org/W2791421585","https://openalex.org/W2792798682","https://openalex.org/W2888912659","https://openalex.org/W2893564970","https://openalex.org/W2903950532","https://openalex.org/W2904266956","https://openalex.org/W2911365896","https://openalex.org/W2911964244","https://openalex.org/W2912141395","https://openalex.org/W2950577311","https://openalex.org/W2962756421","https://openalex.org/W2963114216","https://openalex.org/W2963409084","https://openalex.org/W2963868026","https://openalex.org/W2975300227","https://openalex.org/W3104097132","https://openalex.org/W3104221309","https://openalex.org/W4230502414","https://openalex.org/W4239510810","https://openalex.org/W4248817107","https://openalex.org/W4250489650","https://openalex.org/W6636510571","https://openalex.org/W6637485609","https://openalex.org/W6668990524","https://openalex.org/W6686366403","https://openalex.org/W6722061759","https://openalex.org/W6747079346","https://openalex.org/W6749422766"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Employees'":[0],"expertise":[1,33,46,51,63,81,93,145],"is":[2,111,131],"the":[3,12,18,29,43,90,103,119,123,139,151,154,157,163],"basic":[4],"component":[5],"of":[6,9,14,20,31,45,71,92,108,118,141,144],"human":[7,15],"capital":[8,16],"organizations.":[10],"As":[11],"role":[13],"and":[17,47,61,101,146],"understanding":[19],"employee":[21,59,95,168],"development":[22,35,60,109],"become":[23],"increasingly":[24],"vital,":[25],"research":[26],"works":[27],"about":[28,89],"effects":[30],"working":[32,62],"on":[34,94,114],"are":[36,83],"necessary.":[37],"This":[38],"article":[39],"aims":[40],"to":[41,78,85,98,167],"confirm":[42],"effect":[44,91],"find":[48,149],"out":[49],"how":[50],"affects":[52],"development.":[53,96,169],"In":[54,76],"this":[55],"article,":[56],"we":[57,148],"analyze":[58],"through":[64],"data-driven":[65,142],"methods,":[66],"using":[67],"a":[68,72,105],"data":[69],"set":[70],"Chinese":[73],"state-owned":[74],"enterprise.":[75],"addition":[77],"statistical":[79],"analysis,":[80],"networks":[82],"constructed":[84],"discover":[86],"more":[87],"insights":[88],"Moreover,":[97],"further":[99],"validate":[100],"exploit":[102],"effect,":[104],"prediction":[106],"model":[107,126],"potential":[110],"proposed":[112],"based":[113],"machine":[115],"learning.":[116],"Results":[117],"experiment":[120],"show":[121],"that":[122,150],"random":[124],"forests":[125],"with":[127,138],"network":[128],"embedding":[129],"(RFNE)":[130],"effective":[132],"in":[133],"identifying":[134],"excellent":[135],"employees.":[136],"Finally,":[137],"help":[140],"analysis":[143],"development,":[147],"appropriate":[152],"post,":[153],"right":[155],"choice,":[156],"distinctive":[158],"competency,":[159],"as":[160,162],"well":[161],"interdisciplinary":[164],"transfer":[165],"contribute":[166]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
