{"id":"https://openalex.org/W7214029948","doi":"https://doi.org/10.4018/979-8-3373-9599-9.ch013","title":"The Algorithmic Mind: Redefining Psychometric Testing Across the HR Lifecycle in the Age of Generative and Agentic AI","display_name":"The Algorithmic Mind: Redefining Psychometric Testing Across the HR Lifecycle in the Age of Generative and Agentic AI","publication_year":2026,"publication_date":"2026-09-22","ids":{"openalex":"https://openalex.org/W7214029948","doi":"https://doi.org/10.4018/979-8-3373-9599-9.ch013"},"language":"en","primary_location":{"id":"doi:10.4018/979-8-3373-9599-9.ch013","doi":"https://doi.org/10.4018/979-8-3373-9599-9.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3373-9599-9.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210180746","display_name":"Advances in computational intelligence and robotics book series","issn_l":"2327-042X","issn":["2327-042X","2327-0411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Computational Intelligence and Robotics","raw_type":"book-chapter"},"volume":{"id":"https://openalex.org/W7214004306","display_name":"Reframing Human Resources Leadership With Human-Centered AI"},"type":"book-chapter","is_traditional":true,"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/A5106937347","display_name":"Devi Manikeswari","orcid":"https://orcid.org/0000-0002-5014-9423","observed_orcids":["https://orcid.org/0000-0002-5014-9423"]},"institutions":[{"id":"https://openalex.org/I73898932","display_name":"Bahrain Polytechnic","ror":"https://ror.org/01dv0vw10","country_code":"BH","type":"education","lineage":["https://openalex.org/I73898932"]}],"countries":["BH"],"is_corresponding":false,"raw_author_name":"Devi Manikeswari","raw_affiliation_strings":["Bahrain Polytechnic, Bahrain"],"raw_orcid":"https://orcid.org/0000-0002-5014-9423","affiliations":[{"raw_affiliation_string":"Bahrain Polytechnic, Bahrain","institution_ids":["https://openalex.org/I73898932"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054147432","display_name":"Satya Pavan Kumar Ratnakaram","orcid":"https://orcid.org/0000-0002-8908-302X","observed_orcids":["https://orcid.org/0000-0002-8908-302X"]},"institutions":[{"id":"https://openalex.org/I73898932","display_name":"Bahrain Polytechnic","ror":"https://ror.org/01dv0vw10","country_code":"BH","type":"education","lineage":["https://openalex.org/I73898932"]}],"countries":["BH"],"is_corresponding":false,"raw_author_name":"Satya Pavan Kumar Ratnakaram","raw_affiliation_strings":["Bahrain Polytechnic, Bahrain"],"raw_orcid":"https://orcid.org/0000-0002-8908-302X","affiliations":[{"raw_affiliation_string":"Bahrain Polytechnic, Bahrain","institution_ids":["https://openalex.org/I73898932"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I73898932"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"363","last_page":"392"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13812","display_name":"AI and HR Technologies","score":0.9814000129699707,"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":0.9814000129699707,"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.016300000250339508,"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"}},{"id":"https://openalex.org/T12415","display_name":"Employer Branding and e-HRM","score":0.000699999975040555,"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/generative-ai","display_name":"generative AI","score":0.8270000219345093},{"id":"https://openalex.org/keywords/agentic-ai","display_name":"agentic AI","score":0.9779999852180481},{"id":"https://openalex.org/keywords/behavioral-analytics","display_name":"behavioral analytics","score":0.621999979019165},{"id":"https://openalex.org/keywords/psychometrics","display_name":"psychometrics","score":0.6100000143051147},{"id":"https://openalex.org/keywords/classical-test-theory","display_name":"classical test theory","score":0.652999997138977},{"id":"https://openalex.org/keywords/network-psychometrics","display_name":"network psychometrics","score":0.9829999804496765},{"id":"https://openalex.org/keywords/socio-technical-systems-theory","display_name":"socio-technical systems theory","score":0.8970000147819519},{"id":"https://openalex.org/keywords/job-demands-resources-model","display_name":"job demands-resources model","score":0.9710000157356262},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.9959999918937683},{"id":"https://openalex.org/keywords/black-box-problem","display_name":"black box problem","score":0.9309999942779541},{"id":"https://openalex.org/keywords/procedural-justice","display_name":"procedural justice","score":0.703000009059906},{"id":"https://openalex.org/keywords/digital-panopticon","display_name":"digital panopticon","score":0.9399999976158142},{"id":"https://openalex.org/keywords/explainable-ai","display_name":"explainable AI","score":0.9409999847412109},{"id":"https://openalex.org/keywords/human-in-the-loop-oversight","display_name":"human-in-the-loop oversight","score":0.9599999785423279},{"id":"https://openalex.org/keywords/eu-ai-act","display_name":"EU AI Act","score":0.9419999718666077},{"id":"https://openalex.org/keywords/ai-ethics","display_name":"AI ethics","score":0.5210000276565552}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5909000039100647},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.49309998750686646},{"id":"https://openalex.org/C71750763","wikidata":"https://www.wikidata.org/wiki/Q646164","display_name":"General partnership","level":2,"score":0.47519999742507935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4683000147342682},{"id":"https://openalex.org/C94966114","wikidata":"https://www.wikidata.org/wiki/Q29256","display_name":"Black box","level":2,"score":0.46700000762939453},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.38429999351501465},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3695000112056732},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.3569999933242798},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3111000061035156},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29120001196861267},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.2671999931335449},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2614000141620636},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.25940001010894775},{"id":"https://openalex.org/C82142266","wikidata":"https://www.wikidata.org/wiki/Q3456604","display_name":"Dynamic Bayesian network","level":3,"score":0.2587999999523163},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.25380000472068787},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.2533000111579895}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/979-8-3373-9599-9.ch013","doi":"https://doi.org/10.4018/979-8-3373-9599-9.ch013","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3373-9599-9.ch013","pdf_url":null,"source":{"id":"https://openalex.org/S4210180746","display_name":"Advances in computational intelligence and robotics book series","issn_l":"2327-042X","issn":["2327-042X","2327-0411"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core"],"host_organization":"https://openalex.org/P4310320424","host_organization_name":"IGI Global","host_organization_lineage":["https://openalex.org/P4310320424"],"host_organization_lineage_names":["IGI Global"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Advances in Computational Intelligence and Robotics","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1729991625","https://openalex.org/W1977671923","https://openalex.org/W2119748171","https://openalex.org/W2124479978","https://openalex.org/W2530409471","https://openalex.org/W2925107999","https://openalex.org/W2941402540","https://openalex.org/W3137784937","https://openalex.org/W3180721273","https://openalex.org/W4200266794","https://openalex.org/W4213291402","https://openalex.org/W4224286436","https://openalex.org/W4230619167","https://openalex.org/W4281396470","https://openalex.org/W4393406117","https://openalex.org/W4399702989","https://openalex.org/W4402379108","https://openalex.org/W4402747641","https://openalex.org/W4404487121","https://openalex.org/W4404853330","https://openalex.org/W4405741190","https://openalex.org/W4406624515","https://openalex.org/W4406932244","https://openalex.org/W4407052682","https://openalex.org/W4407384284","https://openalex.org/W4407657912","https://openalex.org/W4409395685","https://openalex.org/W4410887274","https://openalex.org/W4411123677","https://openalex.org/W4412153844","https://openalex.org/W4413133910","https://openalex.org/W4413403800","https://openalex.org/W4413619350","https://openalex.org/W4414071477","https://openalex.org/W4414696196","https://openalex.org/W4414713220","https://openalex.org/W4415219618","https://openalex.org/W4415223593","https://openalex.org/W4415256072","https://openalex.org/W4415261117","https://openalex.org/W4415442389","https://openalex.org/W4415450413","https://openalex.org/W4417454008","https://openalex.org/W7091642619","https://openalex.org/W7119486318","https://openalex.org/W7140326495","https://openalex.org/W7151315708","https://openalex.org/W7152624579","https://openalex.org/W7167056375"],"related_works":["https://openalex.org/W7201972768","https://openalex.org/W7152990115","https://openalex.org/W7160141993","https://openalex.org/W7128681332","https://openalex.org/W7166736563","https://openalex.org/W7161006831","https://openalex.org/W7140906478","https://openalex.org/W7128773796","https://openalex.org/W7169797530","https://openalex.org/W7167240490"],"abstract_inverted_index":{"As":[0],"Human":[1],"Resource":[2],"Management":[3],"evolves":[4],"into":[5],"a":[6,57,116],"strategic":[7],"partnership":[8],"powered":[9],"by":[10,20,120],"Generative":[11],"and":[12,26,41,65,87,100,126],"Agentic":[13],"AI,":[14],"traditional":[15],"assessments":[16],"are":[17],"being":[18],"replaced":[19],"multimodal":[21],"data":[22],"fusion,":[23],"gamified":[24],"neuroscience,":[25],"passive":[27],"digital":[28,112],"monitoring.":[29],"By":[30],"mapping":[31],"the":[32,47,66,88,93,107,111,130],"evolution":[33],"from":[34],"Classical":[35],"Test":[36],"Theory":[37,64],"to":[38,84],"modern":[39],"Bayesian":[40],"network":[42],"psychometrics,":[43],"this":[44],"chapter":[45,55,105],"explores":[46],"shift":[48],"toward":[49],"high-precision,":[50],"real-time":[51],"behavioral":[52],"analytics.":[53],"The":[54,104],"proposes":[56],"unified":[58],"framework":[59],"integrating":[60],"Socio-technical":[61],"Systems":[62],"(STS)":[63],"Job":[67],"Demands-Resources":[68],"(JD-R)":[69],"Model":[70],"which":[71],"ensures":[72],"technical":[73],"efficiency":[74],"is":[75,82],"balanced":[76],"with":[77],"human":[78],"well-being.":[79],"Critical":[80],"attention":[81],"given":[83],"algorithmic":[85],"bias":[86],"black":[89],"box":[90],"problem,":[91],"where":[92],"complexity":[94],"of":[95,110],"autonomous":[96],"agents":[97],"obscures":[98],"decision-making":[99],"threatens":[101],"procedural":[102],"justice.":[103],"addresses":[106],"ethical":[108],"risks":[109],"panopticon,":[113],"advocating":[114],"for":[115],"Responsible":[117],"Mind":[118],"governed":[119],"Explainable":[121],"AI":[122,132],"(XAI),":[123],"human-in-the-loop":[124],"oversight":[125],"regulatory":[127],"frameworks":[128],"like":[129],"EU":[131],"Act.":[133]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-09-23T00:00:00"}