{"id":"https://openalex.org/W4409563151","doi":"https://doi.org/10.63125/80dwy222","title":"PREDICTIVE ANALYTICS FOR APPAREL SUPPLY CHAINS: A REVIEW OF MIS-ENABLED DEMAND FORECASTING AND SUPPLIER RISK MANAGEMENT","display_name":"PREDICTIVE ANALYTICS FOR APPAREL SUPPLY CHAINS: A REVIEW OF MIS-ENABLED DEMAND FORECASTING AND SUPPLIER RISK MANAGEMENT","publication_year":2024,"publication_date":"2024-12-01","ids":{"openalex":"https://openalex.org/W4409563151","doi":"https://doi.org/10.63125/80dwy222"},"language":"en","primary_location":{"id":"doi:10.63125/80dwy222","doi":"https://doi.org/10.63125/80dwy222","is_oa":true,"landing_page_url":"https://doi.org/10.63125/80dwy222","pdf_url":"https://ajisresearch.com/index.php/ajis/article/download/12/10","source":{"id":"https://openalex.org/S5407048897","display_name":"American Journal of Interdisciplinary Studies","issn_l":"3067-5146","issn":["3067-5146"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American Journal of Interdisciplinary Studies","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ajisresearch.com/index.php/ajis/article/download/12/10","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5143341348","display_name":"Industrial Engineer, Supply Chain Manager, Seattle, USA","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Industrial Engineer, Supply Chain Manager, Seattle, USA","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083768567","display_name":"Abdur Razzak Chowdhury","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Abdur Razzak Chowdhury","raw_affiliation_strings":["Industrial Engineer, Supply Chain Manager, Seattle, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Engineer, Supply Chain Manager, Seattle, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117132000","display_name":"Golam Qibria Limon","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405267770","display_name":"International American University","ror":"https://ror.org/0493eqn45","country_code":"US","type":"education","lineage":["https://openalex.org/I4405267770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Golam Qibria Limon","raw_affiliation_strings":["MBA in\u00a0 Management Information System, International American University, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MBA in\u00a0 Management Information System, International American University, Los Angeles, USA","institution_ids":["https://openalex.org/I4405267770"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100343364","display_name":"Md. Arifur Rahman","orcid":"https://orcid.org/0009-0008-5448-7826","observed_orcids":["https://orcid.org/0009-0008-5448-7826"]},"institutions":[{"id":"https://openalex.org/I4405267770","display_name":"International American University","ror":"https://ror.org/0493eqn45","country_code":"US","type":"education","lineage":["https://openalex.org/I4405267770"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Md Arifur Rahman","raw_affiliation_strings":["MBA in\u00a0 Management Information System, International American University, Los Angeles, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"MBA in\u00a0 Management Information System, International American University, Los Angeles, USA","institution_ids":["https://openalex.org/I4405267770"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":24.3343,"has_fulltext":true,"cited_by_count":86,"citation_normalized_percentile":{"value":0.99684611,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"5","issue":"4","first_page":"01","last_page":"23"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.975600004196167,"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":0.975600004196167,"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/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.015599999576807022,"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"}},{"id":"https://openalex.org/T10328","display_name":"Supply Chain and Inventory Management","score":0.004100000020116568,"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/fashion-supply-chain","display_name":"fashion supply chain","score":0.9340000152587891},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"predictive analytics","score":0.9070000052452087},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"demand forecasting","score":0.9079999923706055},{"id":"https://openalex.org/keywords/supplier-risk-management","display_name":"supplier risk management","score":0.9760000109672546},{"id":"https://openalex.org/keywords/management-information-systems","display_name":"management information systems","score":0.9990000128746033},{"id":"https://openalex.org/keywords/machine-learning-forecasting","display_name":"machine learning forecasting","score":0.8029999732971191},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.7540000081062317},{"id":"https://openalex.org/keywords/supply-chain-visibility","display_name":"supply chain visibility","score":0.7850000262260437},{"id":"https://openalex.org/keywords/risk-prediction-score","display_name":"risk scoring","score":0.7350000143051147},{"id":"https://openalex.org/keywords/scenario-analysis","display_name":"scenario analysis","score":0.8889999985694885},{"id":"https://openalex.org/keywords/data-quality","display_name":"data quality","score":0.8809999823570251},{"id":"https://openalex.org/keywords/algorithmic-bias","display_name":"algorithmic bias","score":0.7360000014305115},{"id":"https://openalex.org/keywords/data-privacy","display_name":"data privacy","score":0.9919999837875366},{"id":"https://openalex.org/keywords/small-and-medium-sized-enterprises","display_name":"small and medium-sized enterprises","score":0.8360000252723694},{"id":"https://openalex.org/keywords/digital-transformation","display_name":"digital transformation","score":0.6880000233650208}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.6251954436302185},{"id":"https://openalex.org/C530175646","wikidata":"https://www.wikidata.org/wiki/Q11460","display_name":"Clothing","level":2,"score":0.6137975454330444},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.6122077703475952},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6050034761428833},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.5813460350036621},{"id":"https://openalex.org/C2779611367","wikidata":"https://www.wikidata.org/wiki/Q3231404","display_name":"Fast fashion","level":3,"score":0.5569154620170593},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.5393573641777039},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5326141119003296},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.4753960072994232},{"id":"https://openalex.org/C192639820","wikidata":"https://www.wikidata.org/wiki/Q1114469","display_name":"Supply chain risk management","level":5,"score":0.4139407277107239},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.3498033881187439},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3228680491447449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.30444177985191345},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.1906435191631317},{"id":"https://openalex.org/C48840187","wikidata":"https://www.wikidata.org/wiki/Q689042","display_name":"Service management","level":4,"score":0.15329116582870483},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.1338346302509308},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12279680371284485},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.63125/80dwy222","doi":"https://doi.org/10.63125/80dwy222","is_oa":true,"landing_page_url":"https://doi.org/10.63125/80dwy222","pdf_url":"https://ajisresearch.com/index.php/ajis/article/download/12/10","source":{"id":"https://openalex.org/S5407048897","display_name":"American Journal of Interdisciplinary Studies","issn_l":"3067-5146","issn":["3067-5146"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American Journal of Interdisciplinary Studies","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.63125/80dwy222","doi":"https://doi.org/10.63125/80dwy222","is_oa":true,"landing_page_url":"https://doi.org/10.63125/80dwy222","pdf_url":"https://ajisresearch.com/index.php/ajis/article/download/12/10","source":{"id":"https://openalex.org/S5407048897","display_name":"American Journal of Interdisciplinary Studies","issn_l":"3067-5146","issn":["3067-5146"],"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"American Journal of Interdisciplinary Studies","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409563151.pdf","grobid_xml":"https://content.openalex.org/works/W4409563151.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W1831611825","https://openalex.org/W1998652696","https://openalex.org/W2028534080","https://openalex.org/W2033573398","https://openalex.org/W2060720505","https://openalex.org/W2061980134","https://openalex.org/W2117286234","https://openalex.org/W2163537246","https://openalex.org/W2193238072","https://openalex.org/W2265790795","https://openalex.org/W2520422970","https://openalex.org/W2564791590","https://openalex.org/W2886526689","https://openalex.org/W2920166258","https://openalex.org/W2971450267","https://openalex.org/W2999552577","https://openalex.org/W3084008068","https://openalex.org/W3113017077","https://openalex.org/W3116216160","https://openalex.org/W3124298562","https://openalex.org/W4281716371","https://openalex.org/W4283165951","https://openalex.org/W4392962000","https://openalex.org/W4396855414","https://openalex.org/W4401918091","https://openalex.org/W4403404284","https://openalex.org/W4403438860","https://openalex.org/W4403690116","https://openalex.org/W4403976689","https://openalex.org/W4404973221","https://openalex.org/W4405483171","https://openalex.org/W4405512977","https://openalex.org/W4405671682","https://openalex.org/W4405870306","https://openalex.org/W4405951910","https://openalex.org/W4406403241","https://openalex.org/W4406716999","https://openalex.org/W4406988803","https://openalex.org/W4407669075","https://openalex.org/W4408083436","https://openalex.org/W4408083463","https://openalex.org/W4408647313","https://openalex.org/W4408676230","https://openalex.org/W4408676248","https://openalex.org/W4408676265","https://openalex.org/W4408676793","https://openalex.org/W4408676798","https://openalex.org/W4408693291","https://openalex.org/W4408693341","https://openalex.org/W4408693358","https://openalex.org/W4408777877","https://openalex.org/W4409143346","https://openalex.org/W4409143590","https://openalex.org/W4409406505","https://openalex.org/W4409406743","https://openalex.org/W4409406755","https://openalex.org/W4409406901"],"related_works":["https://openalex.org/W4396973223","https://openalex.org/W6930658079","https://openalex.org/W7171698303","https://openalex.org/W4411574827","https://openalex.org/W4401591731","https://openalex.org/W4408125341","https://openalex.org/W7167336995","https://openalex.org/W2963165565","https://openalex.org/W7164189843","https://openalex.org/W3174796431"],"abstract_inverted_index":{"The":[0,156,223],"global":[1,25,258],"apparel":[2,33,243,290],"industry":[3],"operates":[4],"within":[5],"a":[6,72,87],"highly":[7],"volatile":[8],"and":[9,22,54,64,81,93,111,127,143,152,169,178,214,220,241,249,254,277],"competitive":[10],"environment":[11],"marked":[12],"by":[13,108,226],"rapidly":[14],"shifting":[15],"consumer":[16],"preferences,":[17],"abbreviated":[18],"product":[19],"life":[20],"cycles,":[21],"increasingly":[23],"fragmented":[24],"supply":[26,50,182,291],"chains.":[27,292],"In":[28],"response":[29],"to":[30,48,114,120,200,211,252],"these":[31],"complexities,":[32],"companies":[34],"are":[35],"progressively":[36],"adopting":[37],"advanced":[38],"predictive":[39,69,117,138,176,195,259,280],"analytics":[40,118],"techniques":[41],"integrated":[42,163],"with":[43,71,124,284],"Management":[44],"Information":[45],"Systems":[46],"(MIS)":[47],"enhance":[49],"chain":[51,183],"visibility,":[52],"responsiveness,":[53],"decision-making":[55],"accuracy.":[56],"This":[57],"systematic":[58],"review":[59,157,224],"explores":[60],"the":[61,96,99,134,159,173,191,234,262,271,285],"current":[62],"state":[63],"strategic":[65],"applications":[66],"of":[67,75,90,101,137,162,175,194,206,236,273,289],"MIS-enabled":[68],"analytics,":[70,196],"focused":[73],"examination":[74],"two":[76],"pivotal":[77],"domains:":[78],"demand":[79,123],"forecasting":[80,103],"supplier":[82],"risk":[83,150],"management.":[84],"Drawing":[85],"from":[86],"wide":[88],"spectrum":[89],"peer-reviewed":[91],"literature":[92],"empirical":[94,237],"studies,":[95,268],"paper":[97,263],"synthesizes":[98],"evolution":[100],"data-driven":[102],"models,":[104],"particularly":[105,233],"those":[106],"powered":[107],"machine":[109],"learning":[110],"artificial":[112],"intelligence,":[113],"illustrate":[115],"how":[116],"contributes":[119],"anticipating":[121],"customer":[122],"higher":[125],"precision":[126],"aligning":[128],"production":[129],"accordingly.":[130],"Moreover,":[131],"it":[132],"examines":[133],"growing":[135],"utilization":[136],"tools":[139],"in":[140,166,230,239,257],"identifying,":[141],"assessing,":[142],"mitigating":[144],"supplier-related":[145],"risks":[146],"through":[147],"real-time":[148],"monitoring,":[149],"scoring,":[151],"scenario":[153],"analysis":[154],"frameworks.":[155],"underscores":[158],"critical":[160],"role":[161],"MIS":[164],"platforms":[165],"consolidating":[167],"internal":[168],"external":[170],"data,":[171],"supporting":[172],"operationalization":[174],"insights,":[177],"fostering":[179],"agile,":[180],"data-informed":[181],"strategies.":[184],"It":[185],"further":[186],"identifies":[187],"persistent":[188],"challenges":[189],"hindering":[190],"optimal":[192],"deployment":[193],"including":[197],"issues":[198],"related":[199],"data":[201,218],"quality,":[202],"system":[203],"interoperability,":[204],"lack":[205],"standardized":[207],"protocols,":[208],"organizational":[209],"resistance":[210],"technological":[212],"adoption,":[213],"ethical":[215,255],"concerns":[216],"surrounding":[217],"privacy":[219],"algorithmic":[221],"bias.":[222],"concludes":[225],"highlighting":[227],"significant":[228],"gaps":[229],"existing":[231],"research,":[232],"underrepresentation":[235],"studies":[238],"small":[240],"medium-sized":[242],"enterprises,":[244],"limited":[245],"cross-functional":[246],"integration":[247],"frameworks,":[248],"insufficient":[250],"attention":[251],"regulatory":[253],"implications":[256],"ecosystems.":[260],"Accordingly,":[261],"proposes":[264],"directions":[265],"for":[266,270],"future":[267],"advocating":[269],"development":[272],"sector-specific,":[274],"ethically":[275],"grounded,":[276],"contextually":[278],"adaptive":[279],"frameworks":[281],"that":[282],"align":[283],"digital":[286],"transformation":[287],"trajectory":[288]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":66},{"year":2024,"cited_by_count":18}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2025-04-18T00:00:00"}
