{"id":"https://openalex.org/W7224372249","doi":"https://doi.org/10.22214/ijraset.2026.85418","title":"Supply Chain Digitalization and Business Performance: The Role of Artificial Intelligence, IoT, and Data Analytics","display_name":"Supply Chain Digitalization and Business Performance: The Role of Artificial Intelligence, IoT, and Data Analytics","publication_year":2026,"publication_date":"2026-10-29","ids":{"openalex":"https://openalex.org/W7224372249","doi":"https://doi.org/10.22214/ijraset.2026.85418"},"language":"en","primary_location":{"id":"doi:10.22214/ijraset.2026.85418","doi":"https://doi.org/10.22214/ijraset.2026.85418","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85418","pdf_url":"https://doi.org/10.22214/ijraset.2026.85418","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.22214/ijraset.2026.85418","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139568859","display_name":"Dr. Saddam Hussain Dr. Saddam Hussain","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Dr. Saddam Hussain","raw_affiliation_strings":["NXT Techno Vision Pvt Ltd"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"NXT Techno Vision Pvt Ltd","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5139568859"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.893291,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":"10","first_page":"1696","last_page":"1708"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.7964000105857849,"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"}},"topics":[{"id":"https://openalex.org/T14260","display_name":"Impact of AI and Big Data on Business and Society","score":0.7964000105857849,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.09950000047683716,"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/T10763","display_name":"Digital Transformation in Industry","score":0.06419999897480011,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/supply-chain-digitalization","display_name":"supply chain digitalization","score":1.0},{"id":"https://openalex.org/keywords/firm-performance","display_name":"firm performance","score":0.9710000157356262},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.9259999990463257},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.9990000128746033},{"id":"https://openalex.org/keywords/data-analytics","display_name":"data analytics","score":0.9890000224113464},{"id":"https://openalex.org/keywords/supply-chain-visibility","display_name":"supply chain visibility","score":0.9539999961853027},{"id":"https://openalex.org/keywords/supply-chain-resilience","display_name":"supply chain resilience","score":0.9670000076293945},{"id":"https://openalex.org/keywords/forecast-accuracy","display_name":"forecast accuracy","score":0.734000027179718},{"id":"https://openalex.org/keywords/inventory-management","display_name":"inventory management","score":0.9990000128746033},{"id":"https://openalex.org/keywords/logistics","display_name":"logistics","score":0.8119999766349792},{"id":"https://openalex.org/keywords/supply-chain-risk-management","display_name":"supply chain risk management","score":0.8820000290870667},{"id":"https://openalex.org/keywords/predictive-maintenance","display_name":"predictive maintenance","score":0.6240000128746033},{"id":"https://openalex.org/keywords/ai-governance","display_name":"AI governance","score":0.5960000157356262},{"id":"https://openalex.org/keywords/cybersecurity","display_name":"cybersecurity","score":0.8360000252723694},{"id":"https://openalex.org/keywords/digital-transformation-challenges","display_name":"digital transformation challenges","score":0.8360000252723694},{"id":"https://openalex.org/keywords/supply-chain-agility","display_name":"supply chain agility","score":0.5379999876022339}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7957000136375427},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.5485000014305115},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.48429998755455017},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.477400004863739},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.4740999937057495},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.4499000012874603},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.4268999993801117},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.40400001406669617},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3871000111103058},{"id":"https://openalex.org/C121017731","wikidata":"https://www.wikidata.org/wiki/Q11661","display_name":"Information technology","level":2,"score":0.3853999972343445},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.38019999861717224},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3779999911785126},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.37709999084472656},{"id":"https://openalex.org/C147239956","wikidata":"https://www.wikidata.org/wiki/Q556441","display_name":"Business value","level":3,"score":0.3686999976634979},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.36579999327659607},{"id":"https://openalex.org/C2778964270","wikidata":"https://www.wikidata.org/wiki/Q7097774","display_name":"Operational efficiency","level":2,"score":0.3626999855041504},{"id":"https://openalex.org/C2777986313","wikidata":"https://www.wikidata.org/wiki/Q1661989","display_name":"Industry 4.0","level":2,"score":0.35839998722076416},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.351500004529953},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.35109999775886536},{"id":"https://openalex.org/C68991459","wikidata":"https://www.wikidata.org/wiki/Q11700776","display_name":"Value proposition","level":2,"score":0.3476000130176544},{"id":"https://openalex.org/C107666737","wikidata":"https://www.wikidata.org/wiki/Q646107","display_name":"Value chain","level":3,"score":0.3425000011920929},{"id":"https://openalex.org/C181282483","wikidata":"https://www.wikidata.org/wiki/Q5001958","display_name":"Business transformation","level":5,"score":0.33559998869895935},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.33559998869895935},{"id":"https://openalex.org/C13606891","wikidata":"https://www.wikidata.org/wiki/Q2623243","display_name":"Conceptual model","level":2,"score":0.3346000015735626},{"id":"https://openalex.org/C22607594","wikidata":"https://www.wikidata.org/wiki/Q5375150","display_name":"Enabling","level":2,"score":0.32580000162124634},{"id":"https://openalex.org/C106201281","wikidata":"https://www.wikidata.org/wiki/Q336119","display_name":"Business operations","level":2,"score":0.31130000948905945},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.3100000023841858},{"id":"https://openalex.org/C2777960535","wikidata":"https://www.wikidata.org/wiki/Q131508","display_name":"Enterprise resource planning","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C46934059","wikidata":"https://www.wikidata.org/wiki/Q61515","display_name":"Outsourcing","level":2,"score":0.2849999964237213},{"id":"https://openalex.org/C48840187","wikidata":"https://www.wikidata.org/wiki/Q689042","display_name":"Service management","level":4,"score":0.2547999918460846},{"id":"https://openalex.org/C85345410","wikidata":"https://www.wikidata.org/wiki/Q851587","display_name":"Business process","level":3,"score":0.2535000145435333},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2526000142097473},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.22214/ijraset.2026.85418","doi":"https://doi.org/10.22214/ijraset.2026.85418","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85418","pdf_url":"https://doi.org/10.22214/ijraset.2026.85418","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.22214/ijraset.2026.85418","doi":"https://doi.org/10.22214/ijraset.2026.85418","is_oa":true,"landing_page_url":"https://doi.org/10.22214/ijraset.2026.85418","pdf_url":"https://doi.org/10.22214/ijraset.2026.85418","source":{"id":"https://openalex.org/S2764566388","display_name":"International Journal for Research in Applied Science and Engineering Technology","issn_l":"2321-9653","issn":["2321-9653"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4322614460","host_organization_name":"International Journal for Research in Applied Science and Engineering Technology (IJRASET)","host_organization_lineage":["https://openalex.org/P4322614460"],"host_organization_lineage_names":["International Journal for Research in Applied Science and Engineering Technology (IJRASET)"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal for Research in Applied Science and Engineering Technology","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":1.0}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224372249.pdf","grobid_xml":"https://content.openalex.org/works/W7224372249.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W7223719093","https://openalex.org/W7123360336","https://openalex.org/W4405583305","https://openalex.org/W4411565980","https://openalex.org/W4417024294","https://openalex.org/W4416403880","https://openalex.org/W7220026257","https://openalex.org/W7117529744","https://openalex.org/W4410586307","https://openalex.org/W7196968634"],"abstract_inverted_index":{"Supply":[0],"chain":[1,55,78,208,252],"digitalization":[2,56],"has":[3],"emerged":[4],"as":[5,13],"a":[6,91],"major":[7],"component":[8],"of":[9,34,140,158],"contemporary":[10],"business":[11,58,231],"transformation":[12,169],"organizations":[14],"seek":[15],"greater":[16],"visibility,":[17,79,209],"efficiency,":[18,71],"resilience,":[19,84,213],"responsiveness,":[20],"and":[21,37,57,66,85,95,103,120,131,133,145,165,187,203,212,218,247],"competitiveness":[22],"across":[23,250],"increasingly":[24],"complex":[25],"global":[26],"supply":[27,54,77,155,207,251],"networks.":[28],"Artificial":[29],"intelligence":[30],"(AI),":[31],"the":[32,42,51],"Internet":[33],"Things":[35],"(IoT),":[36],"data":[38,67,134,177],"analytics":[39,68,135],"are":[40],"among":[41],"principal":[43],"technologies":[44,123],"driving":[45],"this":[46],"transformation.":[47],"This":[48],"paper":[49,191],"examines":[50],"relationship":[52],"between":[53],"performance,":[59],"focusing":[60],"specifically":[61],"on":[62,236],"how":[63],"AI,":[64],"IoT,":[65],"influence":[69,216],"operational":[70,141,217],"forecasting":[72],"accuracy,":[73],"inventory":[74],"management,":[75,81],"logistics,":[76],"risk":[80],"customer":[82],"service,":[83],"financial":[86,219],"performance.":[87,220],"The":[88,106,190,221],"study":[89,222],"adopts":[90],"systematic":[92],"literature":[93],"review":[94],"conceptual":[96,195],"analytical":[97],"approach":[98],"to":[99,162],"synthesize":[100],"existing":[101],"theoretical":[102],"empirical":[104],"research.":[105],"analysis":[107],"indicates":[108],"that":[109,224],"AI":[110,188,199],"can":[111,124,136,151],"strengthen":[112,206],"forecasting,":[113],"optimization,":[114],"automation,":[115],"predictive":[116,144],"maintenance,":[117],"supplier":[118],"assessment,":[119],"decision-making;":[121],"IoT":[122,201],"improve":[125],"real-time":[126],"monitoring,":[127],"traceability,":[128],"asset":[129],"utilization,":[130],"visibility;":[132],"transform":[137],"large":[138],"volumes":[139],"information":[142],"into":[143],"prescriptive":[146],"insights.":[147],"Their":[148],"combined":[149],"use":[150],"create":[152],"digitally":[153],"integrated":[154,194],"chains":[156],"capable":[157],"responding":[159],"more":[160],"rapidly":[161],"market":[163],"changes":[164],"disruptions.":[166],"However,":[167],"digital":[168],"also":[170],"introduces":[171],"challenges":[172],"involving":[173],"implementation":[174],"costs,":[175],"cybersecurity,":[176,246],"quality,":[178],"legacy-system":[179],"integration,":[180,211],"interoperability,":[181],"organizational":[182,241],"resistance,":[183],"skills":[184],"shortages,":[185],"privacy,":[186],"governance.":[189],"proposes":[192],"an":[193],"framework":[196],"in":[197],"which":[198,214],"capability,":[200],"connectivity,":[202],"dataanalytics":[204],"capability":[205],"agility,":[210],"subsequently":[215],"concludes":[223],"technology":[225],"alone":[226],"does":[227],"not":[228],"guarantee":[229],"superior":[230],"performance;":[232],"value":[233],"creation":[234],"depends":[235],"strategic":[237],"alignment,":[238],"high-quality":[239],"data,":[240],"capabilities,":[242],"workforce":[243],"skills,":[244],"governance,":[245],"effective":[248],"integration":[249],"partners.":[253]},"counts_by_year":[],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2026-10-30T00:00:00"}
