{"id":"https://openalex.org/W7225301748","doi":"https://doi.org/10.1080/15562948.2026.2749440","title":"Mapping the Computational Turn: Artificial Intelligence and Machine Learning in Migration Research","display_name":"Mapping the Computational Turn: Artificial Intelligence and Machine Learning in Migration Research","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225301748","doi":"https://doi.org/10.1080/15562948.2026.2749440"},"language":"en","primary_location":{"id":"doi:10.1080/15562948.2026.2749440","doi":"https://doi.org/10.1080/15562948.2026.2749440","is_oa":true,"landing_page_url":"https://doi.org/10.1080/15562948.2026.2749440","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/15562948.2026.2749440?needAccess=true","source":{"id":"https://openalex.org/S87646409","display_name":"Journal of Immigrant & Refugee Studies","issn_l":"1556-2948","issn":["1556-2948","1556-2956"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Immigrant & Refugee Studies","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/15562948.2026.2749440?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059322994","display_name":"Yousef Khalifa Aleghfeli","orcid":"https://orcid.org/0000-0002-4854-8169","observed_orcids":["https://orcid.org/0000-0002-4854-8169"]},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Yousef Khalifa Aleghfeli","raw_affiliation_strings":["Global Migration Institute, Toronto Metropolitan University"],"raw_orcid":"https://orcid.org/0000-0002-4854-8169","affiliations":[{"raw_affiliation_string":"Global Migration Institute, Toronto Metropolitan University","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5160751305","display_name":"Vaidehi Atodaria","orcid":"https://orcid.org/0009-0008-4194-3431","observed_orcids":["https://orcid.org/0009-0008-4194-3431"]},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Vaidehi Atodaria","raw_affiliation_strings":["Global Migration Institute, Toronto Metropolitan University"],"raw_orcid":"https://orcid.org/0009-0008-4194-3431","affiliations":[{"raw_affiliation_string":"Global Migration Institute, Toronto Metropolitan University","institution_ids":["https://openalex.org/I530967"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5059322994"],"corresponding_institution_ids":["https://openalex.org/I530967"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"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":"1","last_page":"24"},"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":0.4440999925136566,"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"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.4440999925136566,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.15469999611377716,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T10216","display_name":"Migration, Refugees, and Integration","score":0.11209999769926071,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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","display_name":"artificial intelligence","score":0.8709999918937683},{"id":"https://openalex.org/keywords/machine-learning","display_name":"machine learning","score":0.9959999918937683},{"id":"https://openalex.org/keywords/migration-studies","display_name":"migration studies","score":0.8489999771118164},{"id":"https://openalex.org/keywords/supervised-learning","display_name":"supervised learning","score":0.5979999899864197},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"unsupervised learning","score":0.8220000267028809},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"reinforcement learning","score":0.9980000257492065},{"id":"https://openalex.org/keywords/migration-forecasting","display_name":"migration forecasting","score":0.6480000019073486},{"id":"https://openalex.org/keywords/migration-classification","display_name":"migration classification","score":0.6079999804496765},{"id":"https://openalex.org/keywords/migrant-rights","display_name":"migrant rights","score":0.8270000219345093},{"id":"https://openalex.org/keywords/migrant-well-being","display_name":"migrant well-being","score":0.9359999895095825},{"id":"https://openalex.org/keywords/migration-management","display_name":"migration management","score":0.9729999899864197}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.676800012588501},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6432999968528748},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4964999854564667},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.3359000086784363},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.25519999861717224},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2468000054359436},{"id":"https://openalex.org/C66024118","wikidata":"https://www.wikidata.org/wiki/Q1122506","display_name":"Computational model","level":2,"score":0.24160000681877136},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.24060000479221344},{"id":"https://openalex.org/C50292564","wikidata":"https://www.wikidata.org/wiki/Q2462783","display_name":"Computational learning theory","level":3,"score":0.2371000051498413},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2280000001192093}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/15562948.2026.2749440","doi":"https://doi.org/10.1080/15562948.2026.2749440","is_oa":true,"landing_page_url":"https://doi.org/10.1080/15562948.2026.2749440","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/15562948.2026.2749440?needAccess=true","source":{"id":"https://openalex.org/S87646409","display_name":"Journal of Immigrant & Refugee Studies","issn_l":"1556-2948","issn":["1556-2948","1556-2956"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Immigrant & Refugee Studies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/15562948.2026.2749440","doi":"https://doi.org/10.1080/15562948.2026.2749440","is_oa":true,"landing_page_url":"https://doi.org/10.1080/15562948.2026.2749440","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/15562948.2026.2749440?needAccess=true","source":{"id":"https://openalex.org/S87646409","display_name":"Journal of Immigrant & Refugee Studies","issn_l":"1556-2948","issn":["1556-2948","1556-2956"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","jufo-1","norway-1","poland-70","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Immigrant & Refugee Studies","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[{"id":"https://openalex.org/study-designs/systematic-review","display_name":"Systematic Review"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321481","display_name":"Canada Excellence Research Chairs, Government of Canada","ror":"https://ror.org/02tvrwm90"},{"id":"https://openalex.org/F4320321588","display_name":"Concordia University","ror":"https://ror.org/0420zvk78"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225301748.pdf","grobid_xml":"https://content.openalex.org/works/W7225301748.grobid-xml"},"referenced_works_count":119,"referenced_works":["https://openalex.org/W1563590311","https://openalex.org/W1896677180","https://openalex.org/W1902490029","https://openalex.org/W2001771035","https://openalex.org/W2111649209","https://openalex.org/W2766461283","https://openalex.org/W2770041785","https://openalex.org/W2783871677","https://openalex.org/W2887201190","https://openalex.org/W2954321710","https://openalex.org/W2965171235","https://openalex.org/W2982071190","https://openalex.org/W2999490220","https://openalex.org/W3001945533","https://openalex.org/W3002134338","https://openalex.org/W3005767652","https://openalex.org/W3008819380","https://openalex.org/W3015585144","https://openalex.org/W3035758001","https://openalex.org/W3081959261","https://openalex.org/W3094680121","https://openalex.org/W3107928073","https://openalex.org/W3111764014","https://openalex.org/W3112198925","https://openalex.org/W3112283615","https://openalex.org/W3120348850","https://openalex.org/W3120428898","https://openalex.org/W3121151465","https://openalex.org/W3132504778","https://openalex.org/W3142978694","https://openalex.org/W3147961149","https://openalex.org/W3169506112","https://openalex.org/W3185409382","https://openalex.org/W3194373255","https://openalex.org/W3200363578","https://openalex.org/W3202087089","https://openalex.org/W3205202086","https://openalex.org/W3210560621","https://openalex.org/W3214428060","https://openalex.org/W4200492472","https://openalex.org/W4205821768","https://openalex.org/W4212939653","https://openalex.org/W4221147491","https://openalex.org/W4226134148","https://openalex.org/W4240456308","https://openalex.org/W4283071434","https://openalex.org/W4283169503","https://openalex.org/W4283641761","https://openalex.org/W4283727186","https://openalex.org/W4289516857","https://openalex.org/W4292061086","https://openalex.org/W4295008003","https://openalex.org/W4303647719","https://openalex.org/W4306405369","https://openalex.org/W4306760312","https://openalex.org/W4307026004","https://openalex.org/W4308623256","https://openalex.org/W4309322606","https://openalex.org/W4313143103","https://openalex.org/W4313478046","https://openalex.org/W4320063054","https://openalex.org/W4320157629","https://openalex.org/W4365443625","https://openalex.org/W4376648078","https://openalex.org/W4377943940","https://openalex.org/W4378222679","https://openalex.org/W4385387306","https://openalex.org/W4385555506","https://openalex.org/W4385878460","https://openalex.org/W4386292090","https://openalex.org/W4386443759","https://openalex.org/W4386711295","https://openalex.org/W4386753354","https://openalex.org/W4387025397","https://openalex.org/W4387059744","https://openalex.org/W4387344863","https://openalex.org/W4388671979","https://openalex.org/W4388835589","https://openalex.org/W4388893458","https://openalex.org/W4389303200","https://openalex.org/W4391669060","https://openalex.org/W4392790536","https://openalex.org/W4393161549","https://openalex.org/W4395683488","https://openalex.org/W4396832399","https://openalex.org/W4400038219","https://openalex.org/W4401393094","https://openalex.org/W4401487911","https://openalex.org/W4402099088","https://openalex.org/W4402243654","https://openalex.org/W4402287572","https://openalex.org/W4403462160","https://openalex.org/W4403963475","https://openalex.org/W4405016662","https://openalex.org/W4405649435","https://openalex.org/W4405953879","https://openalex.org/W4406402327","https://openalex.org/W4406540888","https://openalex.org/W4406895073","https://openalex.org/W4407920283","https://openalex.org/W4408635636","https://openalex.org/W4408694009","https://openalex.org/W4409735935","https://openalex.org/W4409885041","https://openalex.org/W4409917555","https://openalex.org/W4410407146","https://openalex.org/W4410783936","https://openalex.org/W4410928474","https://openalex.org/W4411064185","https://openalex.org/W4411148842","https://openalex.org/W4412640960","https://openalex.org/W4413120136","https://openalex.org/W4413367825","https://openalex.org/W4414159681","https://openalex.org/W4415231194","https://openalex.org/W4416242707","https://openalex.org/W4417296432","https://openalex.org/W4417511605","https://openalex.org/W7124829614"],"related_works":["https://openalex.org/W4414274856","https://openalex.org/W4200168241","https://openalex.org/W7127797879","https://openalex.org/W4225993392","https://openalex.org/W2577507529","https://openalex.org/W2498572504","https://openalex.org/W7067455704","https://openalex.org/W6941447708","https://openalex.org/W4312308384","https://openalex.org/W579974573"],"abstract_inverted_index":{"This":[0],"study":[1,48,86],"systematically":[2],"maps":[3],"the":[4,19,101,124,191],"applications":[5],"of":[6,34,115,127,196],"artificial":[7],"intelligence":[8],"(AI)":[9],"and":[10,28,65,96,134,140,154,173,180,185,193],"machine":[11],"learning":[12],"(ML)":[13],"in":[14,23,82,106],"migration":[15,83,107,144,178,197],"studies.":[16,84],"We":[17],"searched":[18],"academic":[20],"literature":[21],"published":[22],"major":[24],"databases":[25],"between":[26],"1990":[27],"2025,":[29],"conducting":[30],"an":[31,171],"in-depth":[32],"analysis":[33],"117":[35],"search":[36],"records":[37],"that":[38],"used":[39],"computational":[40,104,113,121,143,161,177],"methods":[41],"to":[42,123,147,160],"investigate":[43],"migration-related":[44],"research":[45,80,125,145,162,179],"questions.":[46],"The":[47,85],"disaggregated":[49],"four":[50],"AI":[51,99],"approaches":[52,68,105,114],"(Rationally":[53],"Acting":[54,57,98],"AI,":[55,58,61],"Humanly":[56,62],"Rationally":[59,97],"Thinking":[60,63],"AI)":[64],"three":[66,88],"ML":[67,95],"(Supervised":[69],"ML,":[70,72],"Unsupervised":[71],"Reinforcement":[73],"ML)":[74],"then":[75],"intersected":[76],"them":[77],"with":[78],"key":[79],"questions":[81,126],"makes":[87],"main":[89],"contributions.":[90],"First,":[91],"it":[92,118],"reveals":[93],"Supervised":[94],"as":[100,158],"most":[102,141],"preferred":[103],"studies,":[108],"clearly":[109],"dominating":[110],"over":[111],"other":[112],"study.":[116],"Second,":[117],"transposes":[119],"each":[120],"approach":[122],"study,":[128],"identifying":[129],"methodological":[130],"patterns,":[131],"disciplinary":[132],"preferences,":[133],"opportunities":[135],"for":[136,165,175],"novel":[137],"applications.":[138],"Third,":[139],"importantly,":[142],"continues":[146],"be":[148],"concentrated":[149],"on":[150],"forecasting,":[151],"prediction,":[152],"optimization,":[153],"classification":[155],"about":[156],"migrants":[157],"opposed":[159],"being":[163],"conducted":[164],"migrants.":[166],"Accordingly,":[167],"we":[168],"set":[169],"out":[170],"agenda":[172],"call":[174],"further":[176],"design":[181],"centering":[182],"migrant":[183],"rights":[184],"wellbeing":[186],"rather":[187],"than":[188],"solely":[189],"supporting":[190],"institutional":[192],"administrative":[194],"efficiency":[195],"management.":[198]},"counts_by_year":[],"updated_date":"2026-11-08T12:12:28.789561","created_date":"2026-11-06T00:00:00"}