{"id":"https://openalex.org/W7161813279","doi":"https://doi.org/10.1007/s43681-026-01092-5","title":"Education is a special sector: why we need ethical regulation of artificial intelligence and education (AI&amp;ED) and how we benefit from it","display_name":"Education is a special sector: why we need ethical regulation of artificial intelligence and education (AI&amp;ED) and how we benefit from it","publication_year":2026,"publication_date":"2026-05-20","ids":{"openalex":"https://openalex.org/W7161813279","doi":"https://doi.org/10.1007/s43681-026-01092-5"},"language":"en","primary_location":{"id":"doi:10.1007/s43681-026-01092-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01092-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01092-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01092-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068425160","display_name":"Christian M. Stracke","orcid":"https://orcid.org/0000-0001-9656-8298"},"institutions":[{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian M. Stracke","raw_affiliation_strings":["University of Bonn, Bonn, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Bonn, Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5068425160"],"corresponding_institution_ids":["https://openalex.org/I135140700"],"apc_list":{"value":2890,"currency":"USD","value_usd":2890},"apc_paid":{"value":2890,"currency":"USD","value_usd":2890},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.5692126,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"6","issue":"3","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.39500001072883606,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.39500001072883606,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.09640000015497208,"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/T11122","display_name":"Online Learning and Analytics","score":0.054999999701976776,"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/field","display_name":"Field (mathematics)","score":0.5142999887466431},{"id":"https://openalex.org/keywords/constructive","display_name":"Constructive","score":0.486299991607666},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.46639999747276306},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.39800000190734863},{"id":"https://openalex.org/keywords/human-intelligence","display_name":"Human intelligence","score":0.376800000667572},{"id":"https://openalex.org/keywords/thematic-analysis","display_name":"Thematic analysis","score":0.3714999854564667},{"id":"https://openalex.org/keywords/educational-research","display_name":"Educational research","score":0.31540000438690186},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.3109000027179718}],"concepts":[{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.592199981212616},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5142999887466431},{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.486299991607666},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.46639999747276306},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4453999996185303},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.40610000491142273},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.39800000190734863},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.38839998841285706},{"id":"https://openalex.org/C105409693","wikidata":"https://www.wikidata.org/wiki/Q5937824","display_name":"Human intelligence","level":2,"score":0.376800000667572},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.3714999854564667},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3553999960422516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3395000100135803},{"id":"https://openalex.org/C36727532","wikidata":"https://www.wikidata.org/wiki/Q861399","display_name":"Educational research","level":2,"score":0.31540000438690186},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.3109000027179718},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.3000999987125397},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.2854999899864197},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.28540000319480896},{"id":"https://openalex.org/C2776007630","wikidata":"https://www.wikidata.org/wiki/Q2798912","display_name":"Accountability","level":2,"score":0.2685000002384186},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.2606000006198883},{"id":"https://openalex.org/C188231857","wikidata":"https://www.wikidata.org/wiki/Q2585724","display_name":"Educational assessment","level":2,"score":0.25780001282691956},{"id":"https://openalex.org/C120912362","wikidata":"https://www.wikidata.org/wiki/Q136822","display_name":"Higher education","level":2,"score":0.25760000944137573},{"id":"https://openalex.org/C2778757428","wikidata":"https://www.wikidata.org/wiki/Q1250464","display_name":"Realm","level":2,"score":0.2547999918460846},{"id":"https://openalex.org/C147859227","wikidata":"https://www.wikidata.org/wiki/Q294217","display_name":"Public sector","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s43681-026-01092-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01092-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01092-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s43681-026-01092-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43681-026-01092-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43681-026-01092-5.pdf","source":{"id":"https://openalex.org/S4210170699","display_name":"AI and Ethics","issn_l":"2730-5953","issn":["2730-5953","2730-5961"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"AI and Ethics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324900","display_name":"Rheinische Friedrich-Wilhelms-Universit\u00e4t Bonn","ror":"https://ror.org/041nas322"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7161813279.pdf","grobid_xml":"https://content.openalex.org/works/W7161813279.grobid-xml"},"referenced_works_count":92,"referenced_works":["https://openalex.org/W1526958516","https://openalex.org/W2025263501","https://openalex.org/W2093842486","https://openalex.org/W2095907159","https://openalex.org/W2103066851","https://openalex.org/W2146691185","https://openalex.org/W2253091614","https://openalex.org/W2310318830","https://openalex.org/W2339255380","https://openalex.org/W2589759783","https://openalex.org/W2595273079","https://openalex.org/W2767051907","https://openalex.org/W2942934428","https://openalex.org/W2947571742","https://openalex.org/W2953522645","https://openalex.org/W2981863007","https://openalex.org/W2989613245","https://openalex.org/W2994280476","https://openalex.org/W3003385079","https://openalex.org/W3015977534","https://openalex.org/W3017131514","https://openalex.org/W3029186289","https://openalex.org/W3036734628","https://openalex.org/W3086535845","https://openalex.org/W3155263273","https://openalex.org/W3166401766","https://openalex.org/W3199189488","https://openalex.org/W3199717448","https://openalex.org/W3212813923","https://openalex.org/W4200128732","https://openalex.org/W4200177939","https://openalex.org/W4210292388","https://openalex.org/W4210905360","https://openalex.org/W4234979228","https://openalex.org/W4235715501","https://openalex.org/W4285817067","https://openalex.org/W4293388027","https://openalex.org/W4295819121","https://openalex.org/W4304943299","https://openalex.org/W4307888124","https://openalex.org/W4307994144","https://openalex.org/W4308259541","https://openalex.org/W4308320805","https://openalex.org/W4313425238","https://openalex.org/W4320926820","https://openalex.org/W4327672398","https://openalex.org/W4381333188","https://openalex.org/W4382133845","https://openalex.org/W4382566900","https://openalex.org/W4387004321","https://openalex.org/W4387618732","https://openalex.org/W4387708209","https://openalex.org/W4388731001","https://openalex.org/W4389051732","https://openalex.org/W4389378538","https://openalex.org/W4389676988","https://openalex.org/W4391006361","https://openalex.org/W4392307504","https://openalex.org/W4393119065","https://openalex.org/W4396899324","https://openalex.org/W4399453660","https://openalex.org/W4400187315","https://openalex.org/W4400207642","https://openalex.org/W4400770292","https://openalex.org/W4401359717","https://openalex.org/W4402130146","https://openalex.org/W4402357854","https://openalex.org/W4402358740","https://openalex.org/W4404345339","https://openalex.org/W4404519045","https://openalex.org/W4404857974","https://openalex.org/W4405318562","https://openalex.org/W4405473180","https://openalex.org/W4405505766","https://openalex.org/W4405854414","https://openalex.org/W4407130253","https://openalex.org/W4407733880","https://openalex.org/W4407923254","https://openalex.org/W4409422959","https://openalex.org/W4410652957","https://openalex.org/W4411024980","https://openalex.org/W4412591636","https://openalex.org/W4414866981","https://openalex.org/W4416676930","https://openalex.org/W4416808486","https://openalex.org/W4416824057","https://openalex.org/W6930188445","https://openalex.org/W7124262017","https://openalex.org/W7133500323","https://openalex.org/W7133511943","https://openalex.org/W7133523665","https://openalex.org/W7134176151"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"This":[1],"paper":[2,69],"presents":[3],"the":[4,12,22,34,50,54,58,65,68,78,118,143,146,157,163,187,194,201,233,286,289],"findings":[5],"from":[6],"a":[7,40,72,90,100,104,135],"thematic":[8],"literature":[9,73,177],"review":[10,74],"focusing":[11],"general":[13,125],"research":[14,66,237],"question:":[15],"Which":[16],"ethical":[17,44,164,230],"dimensions":[18,52,192],"are":[19,132],"relevant":[20],"for":[21,43,93,117,223,232,254,268],"design":[23,196,235],"and":[24,30,46,75,82,107,115,121,141,152,179,185,197,208,236,243,250,259,277,279,292],"evaluation":[25,198],"of":[26,53,61,77,129,137,142,145,154,283,288],"Artificial":[27],"Intelligence":[28],"(AI)":[29],"Education?":[31],"It":[32],"follows":[33],"constructive":[35],"grounded":[36],"theory":[37],"to":[38,57,124,183,193,200,219,246,271,280],"propose":[39,182],"theoretical":[41],"framework":[42],"AI":[45,81,119,130,224,275],"Education":[47,83,97],"(AI&amp;ED)":[48],"transferring":[49],"quality":[51,191],"educational":[55,147,172,221,257],"sector":[56,92,291],"specific":[59,171],"field":[60],"AI&amp;ED.":[62],"To":[63],"answer":[64],"question,":[67],"starts":[70],"with":[71,170],"discussion":[76],"relationship":[79],"between":[80],"(AI&amp;ED).":[84],"We":[85],"present":[86],"that":[87],"education":[88,265],"is":[89,98],"special":[91,290],"three":[94,188,202,229,256],"main":[95],"reasons:":[96],"(1)":[99,239],"human":[101],"right,":[102],"(2)":[103,241],"complex":[105],"ecosystem":[106],"(3)":[108,244],"self-learning.":[109],"Thus,":[110],"it":[111],"requires":[112],"particular":[113],"rules":[114],"regulations":[116,131],"introduction":[120],"use,":[122],"leading":[123,199],"benefits.":[126],"Ongoing":[127],"developments":[128],"currently":[133],"missing":[134],"recognition":[136],"this":[138],"important":[139],"demand":[140],"vulnerability":[144],"sector.":[148],"Human":[149],"rights,":[150],"democracy,":[151],"rule":[153],"law":[155],"as":[156],"key":[158],"global":[159],"values":[160],"should":[161,266],"guide":[162],"debate":[165],"about":[166],"AI&amp;ED":[167,195,204,206,209,213,234,253,284],"in":[168,264],"combination":[169],"requirements.":[173],"Based":[174],"on":[175,274],"our":[176,293],"analysis":[178],"discussions,":[180],"we":[181,227],"transfer":[184],"adapt":[186],"generic":[189],"learning":[190],"dimensions:":[203],"objectives,":[205],"implementations":[207],"results.":[210],"In":[211],"future":[212],"research,":[214],"they":[215],"can":[216],"be":[217],"validated":[218],"focus":[220],"purposes":[222],"selection.":[225],"Finally,":[226],"recommend":[228],"imperatives":[231],"directions:":[238],"impact-oriented,":[240],"technology-independent":[242],"society-focused":[245],"guarantee":[247],"positive":[248],"achievements":[249],"benefits":[251],"by":[252],"all":[255],"levels":[258],"involved":[260],"stakeholders.":[261],"All":[262],"stakeholders":[263],"call":[267],"broad":[269],"discussions":[270],"gain":[272],"consensus":[273],"permits":[276],"prohibitions":[278],"facilitate":[281],"regulation":[282],"reflecting":[285],"requirements":[287],"societal":[294],"future.":[295]},"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-05-21T00:00:00"}
