{"id":"https://openalex.org/W4412375673","doi":"https://doi.org/10.1109/tlt.2025.3587081","title":"Generative AI in Curriculum Design: Empirical Insights Into Model Performance and Educational Constraints","display_name":"Generative AI in Curriculum Design: Empirical Insights Into Model Performance and Educational Constraints","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412375673","doi":"https://doi.org/10.1109/tlt.2025.3587081"},"language":"en","primary_location":{"id":"doi:10.1109/tlt.2025.3587081","doi":"https://doi.org/10.1109/tlt.2025.3587081","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2025.3587081","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","jufo-2","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Learning Technologies","raw_type":"journal-article"},"volume":null,"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/A5078262065","display_name":"Paulina Rutecka","orcid":"https://orcid.org/0000-0002-1609-9768","observed_orcids":["https://orcid.org/0000-0002-1609-9768"]},"institutions":[{"id":"https://openalex.org/I188922065","display_name":"University of Economics in Katowice","ror":"https://ror.org/01vxt3d40","country_code":"PL","type":"education","lineage":["https://openalex.org/I188922065"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Paulina Rutecka","raw_affiliation_strings":["Department of Informatics, University of Economics in Katowice, Katowice, Poland","Department of Informatics, University of Economics in Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-1609-9768","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]},{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031630672","display_name":"Karina Cicha","orcid":"https://orcid.org/0000-0003-4575-6381","observed_orcids":["https://orcid.org/0000-0003-4575-6381"]},"institutions":[{"id":"https://openalex.org/I188922065","display_name":"University of Economics in Katowice","ror":"https://ror.org/01vxt3d40","country_code":"PL","type":"education","lineage":["https://openalex.org/I188922065"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Karina Cicha","raw_affiliation_strings":["Department of Communication Design and Analysis, University of Economics in Katowice, Katowice, Poland","Department of Communication Design and Analysis, University of Economics in Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0003-4575-6381","affiliations":[{"raw_affiliation_string":"Department of Communication Design and Analysis, University of Economics in Katowice, Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]},{"raw_affiliation_string":"Department of Communication Design and Analysis, University of Economics in Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059486759","display_name":"Mariia Rizun","orcid":"https://orcid.org/0000-0002-9646-7638","observed_orcids":["https://orcid.org/0000-0002-9646-7638"]},"institutions":[{"id":"https://openalex.org/I188922065","display_name":"University of Economics in Katowice","ror":"https://ror.org/01vxt3d40","country_code":"PL","type":"education","lineage":["https://openalex.org/I188922065"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Mariia Rizun","raw_affiliation_strings":["Department of Informatics, University of Economics in Katowice, Katowice, Poland","Department of Informatics, University of Economics in Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0002-9646-7638","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]},{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023334847","display_name":"Artur Strzelecki","orcid":"https://orcid.org/0000-0003-3487-0971","observed_orcids":["https://orcid.org/0000-0003-3487-0971"]},"institutions":[{"id":"https://openalex.org/I188922065","display_name":"University of Economics in Katowice","ror":"https://ror.org/01vxt3d40","country_code":"PL","type":"education","lineage":["https://openalex.org/I188922065"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Artur Strzelecki","raw_affiliation_strings":["Department of Informatics, University of Economics in Katowice, Katowice, Poland","Department of Informatics, University of Economics in Katowice, Poland"],"raw_orcid":"https://orcid.org/0000-0003-3487-0971","affiliations":[{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]},{"raw_affiliation_string":"Department of Informatics, University of Economics in Katowice, Poland","institution_ids":["https://openalex.org/I188922065"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I188922065"],"apc_list":{"value":2645,"currency":"USD","value_usd":2645},"apc_paid":null,"fwci":12.9907,"has_fulltext":false,"cited_by_count":12,"citation_normalized_percentile":{"value":0.98475243,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"18","issue":null,"first_page":"757","last_page":"768"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T14414","display_name":"Artificial Intelligence in Education","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.0017999999690800905,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13904","display_name":"Artificial Intelligence Applications","score":0.0003000000142492354,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.8610000014305115},{"id":"https://openalex.org/keywords/curriculum-development","display_name":"curriculum development","score":0.8740000128746033},{"id":"https://openalex.org/keywords/economics-and-management-education","display_name":"economics and management education","score":0.6729999780654907},{"id":"https://openalex.org/keywords/prompt-specificity","display_name":"prompt specificity","score":0.7519999742507935},{"id":"https://openalex.org/keywords/multimodal-models","display_name":"multimodal models","score":0.8339999914169312},{"id":"https://openalex.org/keywords/human-ai-collaboration","display_name":"human-AI collaboration","score":0.8330000042915344},{"id":"https://openalex.org/keywords/chatgpt","display_name":"ChatGPT","score":0.7350000143051147},{"id":"https://openalex.org/keywords/google-bard","display_name":"Google Bard","score":0.8730000257492065},{"id":"https://openalex.org/keywords/gemini","display_name":"Gemini","score":0.9789999723434448},{"id":"https://openalex.org/keywords/model-comparison","display_name":"model comparison","score":0.3050000071525574}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8452426195144653},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6472727656364441},{"id":"https://openalex.org/C184408114","wikidata":"https://www.wikidata.org/wiki/Q1502022","display_name":"Generative Design","level":3,"score":0.5917891263961792},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.5642262697219849},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.502326488494873},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.4966030716896057},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.4635910391807556},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44295579195022583},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34387820959091187},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3392454981803894},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3244316577911377},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tlt.2025.3587081","doi":"https://doi.org/10.1109/tlt.2025.3587081","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tlt.2025.3587081","pdf_url":null,"source":{"id":"https://openalex.org/S130363450","display_name":"IEEE Transactions on Learning Technologies","issn_l":"1939-1382","issn":["1939-1382","2372-0050"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-c","jufo-2","norway-1","poland-100","russia-white-list-1","vabb-shw"],"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 Learning Technologies","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.9901999831199646}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality education","score":0.550000011920929}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":59,"referenced_works":["https://openalex.org/W1967747674","https://openalex.org/W1987665027","https://openalex.org/W2033131497","https://openalex.org/W2122199034","https://openalex.org/W2521068855","https://openalex.org/W2901571051","https://openalex.org/W2951301625","https://openalex.org/W2963048603","https://openalex.org/W3083141895","https://openalex.org/W3087188645","https://openalex.org/W4200380883","https://openalex.org/W4205933472","https://openalex.org/W4225155311","https://openalex.org/W4296000703","https://openalex.org/W4307688794","https://openalex.org/W4313262066","https://openalex.org/W4313300397","https://openalex.org/W4313564799","https://openalex.org/W4313564992","https://openalex.org/W4318014888","https://openalex.org/W4319304408","https://openalex.org/W4320710296","https://openalex.org/W4321167341","https://openalex.org/W4321351832","https://openalex.org/W4321459182","https://openalex.org/W4321786597","https://openalex.org/W4323050332","https://openalex.org/W4323980051","https://openalex.org/W4327936834","https://openalex.org/W4360620450","https://openalex.org/W4360847209","https://openalex.org/W4360980141","https://openalex.org/W4361204578","https://openalex.org/W4362454166","https://openalex.org/W4362667540","https://openalex.org/W4362704942","https://openalex.org/W4365143850","https://openalex.org/W4365503792","https://openalex.org/W4366351124","https://openalex.org/W4366989525","https://openalex.org/W4367051110","https://openalex.org/W4376564338","https://openalex.org/W4376644019","https://openalex.org/W4379599010","https://openalex.org/W4379768613","https://openalex.org/W4380576377","https://openalex.org/W4381715378","https://openalex.org/W4381988031","https://openalex.org/W4382791987","https://openalex.org/W4383046644","https://openalex.org/W4383180975","https://openalex.org/W4383346782","https://openalex.org/W4383371705","https://openalex.org/W4387819664","https://openalex.org/W4391758695","https://openalex.org/W4392669748","https://openalex.org/W4399449540","https://openalex.org/W6853731461","https://openalex.org/W6959978187"],"related_works":["https://openalex.org/W4301024388","https://openalex.org/W775311126","https://openalex.org/W4300030714","https://openalex.org/W4391334978","https://openalex.org/W1517876498","https://openalex.org/W4365211920","https://openalex.org/W3021262926","https://openalex.org/W4317695495","https://openalex.org/W4388137171","https://openalex.org/W1967909251"],"abstract_inverted_index":{"This":[0],"study":[1,82],"verifies":[2],"the":[3,43,47,88,91,100,107,109,112,116,122,163,170,174,177,180],"ability":[4],"of":[5,28,76,90,121],"large":[6],"language":[7],"models":[8,23,190],"(LLMs)":[9],"to":[10,24,106,132],"generate":[11,25],"a":[12,31,125,129,143],"curriculum":[13,127,144,165],"and":[14,36,73,145,179,184],"develop":[15,146],"syllabi":[16,41,147],"for":[17,30,42,60,194],"specific":[18,102],"courses.":[19],"We":[20,38,49],"prompted":[21],"four":[22],"two":[26],"sets":[27],"curricula":[29],"bachelor\u2019s":[32],"degree":[33,58,182],"in":[34,46,66,93],"Economics":[35],"Management.":[37],"also":[39],"generated":[40,134],"courses":[44],"included":[45],"curriculum.":[48],"chose":[50],"five":[51],"Polish":[52],"public":[53],"economics":[54],"universities":[55],"offering":[56],"those":[57],"programs":[59,183],"comparison.":[61],"Four":[62],"LLMs":[63,123,138],"were":[64],"used":[65,83],"this":[67,195],"experiment:":[68],"ChatGPT-3.5,":[69],"ChatGPT-4,":[70],"Google":[71],"Bard,":[72],"Gemini.":[74],"Two":[75],"them":[77],"are":[78,191],"multimodal":[79,189],"models.":[80,199],"The":[81,96,159],"an":[84],"iterative":[85],"approach,":[86],"increasing":[87],"detail":[89],"prompt":[92,103],"each":[94],"iteration.":[95],"results":[97,113,160],"show":[98],"that":[99,119,133,151,188],"more":[101],"is":[104,153],"given":[105],"LLM,":[108],"less":[110],"accurate":[111],"are.":[114],"Moreover,":[115],"experiment":[117],"shows":[118],"none":[120],"developed":[124],"complete":[126],"at":[128],"level":[130],"comparable":[131],"by":[135,148],"humans.":[136],"However,":[137],"can":[139],"significantly":[140],"help":[141],"create":[142],"humans,":[149],"provided":[150],"there":[152],"close":[154],"human\u2013artificial":[155],"intelligence":[156],"(AI)":[157],"collaboration.":[158],"obtained":[161],"from":[162],"AI-assisted":[164],"design":[166],"differ":[167],"depending":[168],"on":[169],"model.":[171],"By":[172],"analyzing":[173],"differences":[175],"between":[176],"tools":[178],"real":[181],"syllabi,":[185],"we":[186],"determined":[187],"better":[192],"suited":[193],"task":[196],"than":[197],"older":[198]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":2}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2025-10-10T00:00:00"}
