{"id":"https://openalex.org/W7203783589","doi":"https://doi.org/10.25673/124604","title":"AI Based Decision Support Systems for Human Resource Management","display_name":"AI Based Decision Support Systems for Human Resource Management","publication_year":2026,"publication_date":"2026-06-01","ids":{"openalex":"https://openalex.org/W7203783589","doi":"https://doi.org/10.25673/124604"},"language":"en","primary_location":{"id":"doi:10.25673/124604","doi":"https://doi.org/10.25673/124604","is_oa":true,"landing_page_url":"https://doi.org/10.25673/124604","pdf_url":null,"source":{"id":"https://openalex.org/S4306401651","display_name":"Digitalen Hochschulbibliothek Sachsen-Anhalt (Universit\u00e4ts- und Landesbibliothek Sachsen-Anhalt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210122374","host_organization_name":"Universit\u00e4ts Frauenklinik","host_organization_lineage":["https://openalex.org/I4210122374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Other"},"volume":null,"type":"other","is_traditional":false,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.25673/124604","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5134074934","display_name":"Iman Thajeel Hillo","orcid":"https://orcid.org/0009-0005-4255-8832","observed_orcids":["https://orcid.org/0009-0005-4255-8832"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hillo, Iman Thajeel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5026174723","display_name":"Kadhim Hasen Alibraheemi","orcid":"https://orcid.org/0000-0002-4749-8673","observed_orcids":["https://orcid.org/0000-0002-4749-8673"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Alibraheemi, Kadhim Hasen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":1.0,"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":1.0,"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/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.0,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/human-resource-management","display_name":"human resource management","score":0.8180000185966492},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.9100000262260437},{"id":"https://openalex.org/keywords/oil-industry","display_name":"oil and gas industry","score":0.8700000047683716},{"id":"https://openalex.org/keywords/data-driven-decision-making","display_name":"data-driven decision making","score":0.6169999837875366},{"id":"https://openalex.org/keywords/class-imbalance-handling","display_name":"class imbalance handling","score":0.6349999904632568},{"id":"https://openalex.org/keywords/smote","display_name":"SMOTE","score":0.8619999885559082},{"id":"https://openalex.org/keywords/catboost","display_name":"CatBoost","score":0.8259999752044678},{"id":"https://openalex.org/keywords/random-forest","display_name":"random forest","score":0.8820000290870667},{"id":"https://openalex.org/keywords/neural-network","display_name":"artificial neural networks","score":0.9810000061988831},{"id":"https://openalex.org/keywords/real-time-inference","display_name":"real-time inference","score":0.8479999899864197},{"id":"https://openalex.org/keywords/docker-deployment","display_name":"Docker deployment","score":0.6710000038146973},{"id":"https://openalex.org/keywords/multi-model-systems","display_name":"multi-model systems","score":0.6949999928474426}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6463000178337097},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.6439999938011169},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.49540001153945923},{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.4526999890804291},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.42500001192092896},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.4205999970436096},{"id":"https://openalex.org/C98147612","wikidata":"https://www.wikidata.org/wiki/Q215599","display_name":"Promotion (chess)","level":3,"score":0.41510000824928284},{"id":"https://openalex.org/C202372285","wikidata":"https://www.wikidata.org/wiki/Q1056396","display_name":"Human resource management","level":2,"score":0.4104999899864197},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3944000005722046},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.38960000872612},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.37869998812675476},{"id":"https://openalex.org/C107645774","wikidata":"https://www.wikidata.org/wiki/Q5467169","display_name":"Human resources","level":2,"score":0.366100013256073},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.36039999127388},{"id":"https://openalex.org/C27400517","wikidata":"https://www.wikidata.org/wiki/Q332278","display_name":"Absenteeism","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.33320000767707825},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.32829999923706055},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.31700000166893005},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31130000948905945},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3061999976634979},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.30250000953674316},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2842000126838684},{"id":"https://openalex.org/C2781018962","wikidata":"https://www.wikidata.org/wiki/Q5164884","display_name":"Container (type theory)","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.2754000127315521},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.26969999074935913},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.2662000060081482},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.258899986743927},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2538999915122986},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.2502000033855438}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.25673/124604","doi":"https://doi.org/10.25673/124604","is_oa":true,"landing_page_url":"https://doi.org/10.25673/124604","pdf_url":null,"source":{"id":"https://openalex.org/S4306401651","display_name":"Digitalen Hochschulbibliothek Sachsen-Anhalt (Universit\u00e4ts- und Landesbibliothek Sachsen-Anhalt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210122374","host_organization_name":"Universit\u00e4ts Frauenklinik","host_organization_lineage":["https://openalex.org/I4210122374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Other"}],"best_oa_location":{"id":"doi:10.25673/124604","doi":"https://doi.org/10.25673/124604","is_oa":true,"landing_page_url":"https://doi.org/10.25673/124604","pdf_url":null,"source":{"id":"https://openalex.org/S4306401651","display_name":"Digitalen Hochschulbibliothek Sachsen-Anhalt (Universit\u00e4ts- und Landesbibliothek Sachsen-Anhalt)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210122374","host_organization_name":"Universit\u00e4ts Frauenklinik","host_organization_lineage":["https://openalex.org/I4210122374"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Other"},"sustainable_development_goals":[{"display_name":"Decent work and economic growth","score":0.6452000141143799,"id":"https://metadata.un.org/sdg/8"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7154959958","https://openalex.org/W4414817374","https://openalex.org/W7163750918","https://openalex.org/W4411968981","https://openalex.org/W4416488789","https://openalex.org/W7165686722","https://openalex.org/W7138248158","https://openalex.org/W7128784514","https://openalex.org/W4383106966","https://openalex.org/W4415284838"],"abstract_inverted_index":{"Human":[0,39],"Resour":[1],")HR(":[2],"departments":[3],"are":[4,20,118],"leveraging":[5],"data-driven":[6],"decision-making":[7,56],"for":[8,133,140,154,208],"more":[9],"effective":[10],"management":[11],"of":[12,101,143,151,172,185,213],"absenteeism,":[13],"promotions,":[14],"and":[15,23,50,72,82,114,128,149,188,199],"retirement":[16,51],"planning.":[17],"Conventional":[18],"methods":[19],"often":[21],"slow":[22],"subjective,":[24],"especially":[25],"in":[26,124,174,194],"big":[27],"companies":[28],"like":[29],"oil":[30,65],"firms.":[31],"In":[32],"this":[33,69],"research,":[34],"we":[35,67],"propose":[36],"an":[37],"AI-enhanced":[38],"Resource":[40],"Management":[41],"System":[42],"(AI-HRMS)":[43],"which":[44],"consolidates":[45],"absenteeism":[46,144],"forecasting,":[47],"promotion":[48,152],"prediction":[49,102,146],"risk":[52],"estimation":[53,150],"into":[54,131],"one":[55],"assistance":[57],"framework.":[58],"Using":[59],"actual":[60],"HR":[61,167,176,214],"data":[62,71],"from":[63],"the":[64,74,95,99,141,179],"industry,":[66],"pre-process":[68],"raw":[70],"build":[73],"physical":[75],"world":[76],"models":[77,105,117],"using":[78],"Random":[79],"Forest,":[80],"CatBoost":[81],"Artificial":[83],"Neural":[84],"Networks":[85],"(ANN).":[86],"SMOTE":[87],"or":[88],"under-sampling":[89],"techniques":[90],"were":[91,106],"used":[92,160],"to":[93,161,166,191],"balance":[94],"datasets":[96],"based":[97],"on":[98,147],"type":[100],"task.":[103],"All":[104],"evaluated":[107],"with":[108,210],"accuracy,":[109],"precision,":[110],"recall,":[111],"F1-score,":[112],"ROC-AUC":[113],"PR-AUC.":[115],"The":[116,157],"deployed":[119],"as":[120],"standalone":[121],"AI":[122,173],"services":[123],"a":[125,202,211],"Docker":[126],"container":[127],"seamlessly":[129],"integrated":[130],"HRMS":[132],"real-time":[134,163],"inference.":[135],"Overall":[136],"performance":[137],"was":[138,159],"excellent":[139],"identification":[142],"risk,":[145],"retirement,":[148],"eligibility":[153],"all":[155],"models.":[156],"integration":[158,209],"provide":[162],"decision":[164,197],"support":[165],"managers.":[168],"After":[169],"all,":[170],"use":[171],"supporting":[175],"planning":[177],"through":[178],"multi-model":[180],"AI-HRMS":[181],"system":[182],"supports":[183],"reduction":[184],"manual":[186],"work":[187],"is":[189,206],"able":[190],"maintain":[192],"consistency":[193],"large":[195],"organization":[196],"making":[198],"help":[200],"establish":[201],"modular":[203],"architecture":[204],"that":[205],"future-ready":[207],"host":[212],"analytics":[215],"systems.":[216]},"counts_by_year":[],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2026-08-20T00:00:00"}