{"id":"https://openalex.org/W7204908043","doi":"https://doi.org/10.4018/979-8-3373-8377-4.ch010","title":"AI in Educational Assessment Reimagining Apprenticeships and Human Teaching","display_name":"AI in Educational Assessment Reimagining Apprenticeships and Human Teaching","publication_year":2026,"publication_date":"2026-09-01","ids":{"openalex":"https://openalex.org/W7204908043","doi":"https://doi.org/10.4018/979-8-3373-8377-4.ch010"},"language":"en","primary_location":{"id":"doi:10.4018/979-8-3373-8377-4.ch010","doi":"https://doi.org/10.4018/979-8-3373-8377-4.ch010","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3373-8377-4.ch010","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/W7204886855","display_name":"Rethinking Apprenticeships and the Role of Human Educators in the AI Era"},"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/A5093048187","display_name":"Hanan Ghreir","orcid":"https://orcid.org/0009-0007-7707-9051","observed_orcids":["https://orcid.org/0009-0007-7707-9051"]},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Hanan Mohammad Ghreir","raw_affiliation_strings":["Universiti Teknologi Malaysia, Malaysia"],"raw_orcid":"https://orcid.org/0009-0007-7707-9051","affiliations":[{"raw_affiliation_string":"Universiti Teknologi Malaysia, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008489771","display_name":"Mahmoud Hamash","orcid":"https://orcid.org/0009-0006-6350-1533","observed_orcids":["https://orcid.org/0009-0006-6350-1533"]},"institutions":[{"id":"https://openalex.org/I42934936","display_name":"Dublin City University","ror":"https://ror.org/04a1a1e81","country_code":"IE","type":"education","lineage":["https://openalex.org/I42934936"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Mahmoud Hamash","raw_affiliation_strings":["Dublin City University, Ireland"],"raw_orcid":"https://orcid.org/0009-0006-6350-1533","affiliations":[{"raw_affiliation_string":"Dublin City University, Ireland","institution_ids":["https://openalex.org/I42934936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047149333","display_name":"Taoufik Boulhrir","orcid":"https://orcid.org/0000-0003-4474-7723","observed_orcids":["https://orcid.org/0000-0003-4474-7723","https://orcid.org/0000-0003-3536-2207"]},"institutions":[{"id":"https://openalex.org/I1311289386","display_name":"United States Department of Education","ror":"https://ror.org/021adze67","country_code":"US","type":"government","lineage":["https://openalex.org/I1311289386"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Taoufik Boulhrir","raw_affiliation_strings":["Ministry of Education, USA"],"raw_orcid":"https://orcid.org/0000-0003-3536-2207","affiliations":[{"raw_affiliation_string":"Ministry of Education, USA","institution_ids":["https://openalex.org/I1311289386"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"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":"285","last_page":"310"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T14414","display_name":"Artificial Intelligence in Education","score":0.9843999743461609,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"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/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.00419999985024333,"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/T12260","display_name":"Educational Technology and Pedagogy","score":0.0027000000700354576,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-intelligence-in-education","display_name":"artificial intelligence in education","score":0.9890000224113464},{"id":"https://openalex.org/keywords/educational-assessment","display_name":"educational assessment","score":0.9449999928474426},{"id":"https://openalex.org/keywords/automated-grading","display_name":"automated grading","score":0.722000002861023},{"id":"https://openalex.org/keywords/adaptive-testing","display_name":"adaptive testing","score":0.9509999752044678},{"id":"https://openalex.org/keywords/formative-assessment","display_name":"formative assessment","score":0.9459999799728394},{"id":"https://openalex.org/keywords/personalized-feedback","display_name":"personalized feedback","score":0.7620000243186951},{"id":"https://openalex.org/keywords/apprenticeship","display_name":"apprenticeship","score":0.6140000224113464},{"id":"https://openalex.org/keywords/human-teaching","display_name":"human teaching","score":0.8240000009536743},{"id":"https://openalex.org/keywords/large-classes","display_name":"large classes","score":0.6480000019073486},{"id":"https://openalex.org/keywords/ai-ethics-in-education","display_name":"AI ethics in education","score":0.8389999866485596}],"concepts":[{"id":"https://openalex.org/C42525527","wikidata":"https://www.wikidata.org/wiki/Q1209955","display_name":"Formative assessment","level":2,"score":0.8799999952316284},{"id":"https://openalex.org/C70587473","wikidata":"https://www.wikidata.org/wiki/Q7834111","display_name":"Transformative learning","level":2,"score":0.7871000170707703},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.5896999835968018},{"id":"https://openalex.org/C107806365","wikidata":"https://www.wikidata.org/wiki/Q253567","display_name":"Apprenticeship","level":2,"score":0.531000018119812},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.48820000886917114},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4632999897003174},{"id":"https://openalex.org/C188231857","wikidata":"https://www.wikidata.org/wiki/Q2585724","display_name":"Educational assessment","level":2,"score":0.44929999113082886},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.41589999198913574},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3846000134944916},{"id":"https://openalex.org/C178823583","wikidata":"https://www.wikidata.org/wiki/Q3269883","display_name":"Online assessment","level":3,"score":0.37599998712539673},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.35690000653266907},{"id":"https://openalex.org/C2780513070","wikidata":"https://www.wikidata.org/wiki/Q5318946","display_name":"Dynamic assessment","level":2,"score":0.32260000705718994},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.31470000743865967},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.2921999990940094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2915000021457672},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.28610000014305115},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.28610000014305115},{"id":"https://openalex.org/C16443162","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Educational technology","level":2,"score":0.272599995136261},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2703000009059906},{"id":"https://openalex.org/C73126755","wikidata":"https://www.wikidata.org/wiki/Q7598408","display_name":"Standards-based assessment","level":3,"score":0.2700999975204468},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.27000001072883606},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.2535000145435333},{"id":"https://openalex.org/C45844045","wikidata":"https://www.wikidata.org/wiki/Q861356","display_name":"Educational evaluation","level":2,"score":0.25200000405311584}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.4018/979-8-3373-8377-4.ch010","doi":"https://doi.org/10.4018/979-8-3373-8377-4.ch010","is_oa":false,"landing_page_url":"https://doi.org/10.4018/979-8-3373-8377-4.ch010","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":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.975600004196167}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2770717476","https://openalex.org/W2977497012","https://openalex.org/W2981863007","https://openalex.org/W2995523160","https://openalex.org/W2999199799","https://openalex.org/W4403046349","https://openalex.org/W4405016792"],"related_works":["https://openalex.org/W7127981502","https://openalex.org/W4405106426","https://openalex.org/W7220102958","https://openalex.org/W7127902992","https://openalex.org/W4411643097","https://openalex.org/W4386613783","https://openalex.org/W7215119477","https://openalex.org/W4412347202","https://openalex.org/W4409894900","https://openalex.org/W4415260823"],"abstract_inverted_index":{"This":[0],"chapter":[1,58,105],"explores":[2],"the":[3,51,64,69,77,97,108,118],"transformative":[4],"impact":[5],"of":[6,30,37,44,53,71,79,100],"Artificial":[7],"Intelligence":[8],"(AI)":[9],"on":[10],"educational":[11],"assessment":[12],"and":[13,33,50,68,90,110],"feedback":[14,83],"systems.":[15],"It":[16,74],"examines":[17],"how":[18],"AI-driven":[19],"tools":[20],"are":[21],"revolutionizing":[22],"traditional":[23],"evaluation":[24],"methods":[25],"by":[26],"introducing":[27],"unprecedented":[28],"levels":[29],"personalization,":[31],"efficiency,":[32],"objectivity.":[34],"Key":[35],"areas":[36],"focus":[38],"include":[39],"adaptive":[40],"testing,":[41],"automated":[42],"scoring":[43],"complex":[45],"tasks,":[46],"continuous":[47],"formative":[48],"assessment,":[49],"provision":[52],"real-time,":[54],"personalized":[55],"feedback.":[56],"The":[57],"investigates":[59],"innovative":[60],"frameworks":[61],"such":[62],"as":[63],"Process-Product":[65],"Assessment":[66],"Approach":[67],"development":[70],"AI-resistant":[72],"assessments.":[73],"also":[75,106],"analyzes":[76],"potential":[78],"AI":[80,101],"in":[81,86,102],"enhancing":[82],"quality,":[84],"particularly":[85],"large":[87],"class":[88],"setups":[89],"for":[91,120],"non-native":[92],"English-speaking":[93],"educators.":[94],"While":[95],"highlighting":[96],"significant":[98],"benefits":[99],"education,":[103],"this":[104],"addresses":[107],"challenges":[109],"ethical":[111],"considerations":[112],"associated":[113],"with":[114,128],"its":[115],"implementation,":[116],"emphasizing":[117],"need":[119],"a":[121],"balanced":[122],"approach":[123],"that":[124],"combines":[125],"technological":[126],"innovation":[127],"pedagogical":[129],"best":[130],"practices.":[131]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-09-02T00:00:00"}