{"id":"https://openalex.org/W4413358926","doi":"https://doi.org/10.1007/s10462-025-11336-1","title":"Artificial intelligence (AI) and machine learning (ML) in procurement and purchasing decision-support (DS): a taxonomic literature review and research opportunities","display_name":"Artificial intelligence (AI) and machine learning (ML) in procurement and purchasing decision-support (DS): a taxonomic literature review and research opportunities","publication_year":2025,"publication_date":"2025-08-20","ids":{"openalex":"https://openalex.org/W4413358926","doi":"https://doi.org/10.1007/s10462-025-11336-1"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-025-11336-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11336-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11336-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","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/s10462-025-11336-1.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078112036","display_name":"Dursun Balkan","orcid":"https://orcid.org/0000-0002-4024-9498"},"institutions":[{"id":"https://openalex.org/I95634034","display_name":"Gazi University","ror":"https://ror.org/054xkpr46","country_code":"TR","type":"education","lineage":["https://openalex.org/I95634034"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Dursun Balkan","raw_affiliation_strings":["Department of Management Information Systems, Gazi University, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-4024-9498","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, Gazi University, Ankara, Turkey","institution_ids":["https://openalex.org/I95634034"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083411508","display_name":"G\u00f6knur Arzu Aky\u00fcz","orcid":"https://orcid.org/0000-0003-2024-5884"},"institutions":[{"id":"https://openalex.org/I4210145505","display_name":"University of Turkish Aeronautical Association","ror":"https://ror.org/055p14r26","country_code":"TR","type":"education","lineage":["https://openalex.org/I4210145505"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Goknur Arzu Akyuz","raw_affiliation_strings":["Department of Management Information Systems, University of Turkish Aeronautical Association, Ankara, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-2024-5884","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, University of Turkish Aeronautical Association, Ankara, Turkey","institution_ids":["https://openalex.org/I4210145505"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078112036"],"corresponding_institution_ids":["https://openalex.org/I95634034"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":4.0614,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.94234912,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"58","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9168999791145325,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T11891","display_name":"Big Data and Business Intelligence","score":0.9168999791145325,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T11918","display_name":"Forecasting Techniques and Applications","score":0.9157999753952026,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6827670931816101},{"id":"https://openalex.org/keywords/procurement","display_name":"Procurement","score":0.6763001084327698},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6716316938400269},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5716643333435059},{"id":"https://openalex.org/keywords/purchasing","display_name":"Purchasing","score":0.5253716707229614},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4980173110961914},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.12907537817955017},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.062297284603118896}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6827670931816101},{"id":"https://openalex.org/C201650216","wikidata":"https://www.wikidata.org/wiki/Q829492","display_name":"Procurement","level":2,"score":0.6763001084327698},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6716316938400269},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5716643333435059},{"id":"https://openalex.org/C2778813691","wikidata":"https://www.wikidata.org/wiki/Q1369832","display_name":"Purchasing","level":2,"score":0.5253716707229614},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4980173110961914},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.12907537817955017},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.062297284603118896}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-025-11336-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11336-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11336-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-025-11336-1","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-025-11336-1","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-025-11336-1.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4413358926.pdf","grobid_xml":"https://content.openalex.org/works/W4413358926.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1552421444","https://openalex.org/W1969884572","https://openalex.org/W1999714678","https://openalex.org/W2001751530","https://openalex.org/W2002406790","https://openalex.org/W2003983058","https://openalex.org/W2017103945","https://openalex.org/W2027583925","https://openalex.org/W2094570141","https://openalex.org/W2113846556","https://openalex.org/W2119127857","https://openalex.org/W2159136375","https://openalex.org/W2595321735","https://openalex.org/W2916785214","https://openalex.org/W2921667249","https://openalex.org/W2922357437","https://openalex.org/W3084420001","https://openalex.org/W3092307074","https://openalex.org/W3094620103","https://openalex.org/W3112603225","https://openalex.org/W3116071158","https://openalex.org/W3178576742","https://openalex.org/W3183492042","https://openalex.org/W3183637089","https://openalex.org/W3193609514","https://openalex.org/W3195094958","https://openalex.org/W3198416367","https://openalex.org/W3198943570","https://openalex.org/W3212142665","https://openalex.org/W4206583545","https://openalex.org/W4224992801","https://openalex.org/W4225738707","https://openalex.org/W4281682208","https://openalex.org/W4281696066","https://openalex.org/W4283389969","https://openalex.org/W4322768714","https://openalex.org/W4366572503","https://openalex.org/W4366991473","https://openalex.org/W4376651592","https://openalex.org/W4379521334","https://openalex.org/W4379879007","https://openalex.org/W4386700900","https://openalex.org/W4387007352","https://openalex.org/W4387163553","https://openalex.org/W4399674985","https://openalex.org/W4403785384","https://openalex.org/W4409181551","https://openalex.org/W4409346681"],"related_works":["https://openalex.org/W4232017506","https://openalex.org/W4387716772","https://openalex.org/W4256237222","https://openalex.org/W928423196","https://openalex.org/W2727134609","https://openalex.org/W1542645443","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4387369504","https://openalex.org/W4394896187"],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI),":[2],"machine":[3],"learning":[4],"(ML)":[5],"and":[6,24,44,52,56,71,114,116,131,144,158],"decision-support":[7,28,93],"(DS)":[8],"are":[9,46,66],"gaining":[10],"increasing":[11],"interest":[12],"with":[13,124],"widening":[14],"adoption.":[15],"This":[16,98],"article":[17],"investigates":[18],"the":[19,50,108,134,153],"enabler":[20],"role":[21],"of":[22,54,89,133],"AI":[23,55],"ML":[25,57],"for":[26,63,92],"providing":[27,111],"in":[29,58,87],"procurement&purchasing":[30,59,82],"domain.":[31],"The":[32,138],"study":[33,99,139],"follows":[34],"a":[35,104],"systematic":[36],"review":[37],"approach":[38,106],"via":[39,120],"taxonomic":[40],"analysis.":[41],"Comprehensive":[42],"analysis":[43],"discussions":[45],"provided":[47],"for:":[48],"(a)":[49],"relevance":[51],"applicability":[53],"decision-support;":[60],"(b)":[61],"functionalities/processes":[62],"which":[64],"they":[65],"utilized;":[67],"(c)":[68],"related":[69,96],"methodologies;":[70],"(d)":[72],"implementation":[73],"benefits":[74,157],"as":[75,77],"well":[76],"challenges.":[78,159],"Findings":[79],"reveal":[80],"that":[81],"area":[83],"holds":[84],"significant":[85,146],"potential":[86,147],"terms":[88],"AI-ML":[90],"applications":[91],"almost":[94],"every":[95],"sub-process.":[97],"is":[100],"original":[101],"by":[102,152],"offering":[103],"process-oriented":[105],"to":[107,126,148],"research":[109,142],"domain;":[110],"unique":[112,121],"clustering":[113],"classification;":[115],"presenting":[117],"detailed":[118],"analyses":[119],"taxonomy":[122],"tables":[123],"respect":[125],"approach,":[127],"topic,":[128],"focus,":[129],"context":[130],"methodologies":[132],"literature":[135],"items":[136],"reviewed.":[137],"offers":[140],"further":[141],"opportunities":[143],"has":[145],"provide":[149],"managerial":[150],"insights":[151],"identified":[154],"sectoral":[155],"applications,":[156]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}