{"id":"https://openalex.org/W4381884583","doi":"https://doi.org/10.54489/ijcim.v3i1.232","title":"Impact of Big Data on Supply Chain Performance through Demand Forecasting","display_name":"Impact of Big Data on Supply Chain Performance through Demand Forecasting","publication_year":2023,"publication_date":"2023-06-23","ids":{"openalex":"https://openalex.org/W4381884583","doi":"https://doi.org/10.54489/ijcim.v3i1.232"},"language":"en","primary_location":{"id":"doi:10.54489/ijcim.v3i1.232","doi":"https://doi.org/10.54489/ijcim.v3i1.232","is_oa":true,"landing_page_url":"https://doi.org/10.54489/ijcim.v3i1.232","pdf_url":"https://journals.gaftim.com/index.php/ijcim/article/download/232/129","source":{"id":"https://openalex.org/S4210200638","display_name":"International Journal of Computations Information and Manufacturing (IJCIM)","issn_l":"2790-2412","issn":["2790-2412"],"is_oa":true,"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":"International Journal of Computations, Information and Manufacturing (IJCIM)","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://journals.gaftim.com/index.php/ijcim/article/download/232/129","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047511709","display_name":"Pastor Reglos Arguelles","orcid":"https://orcid.org/0009-0007-1343-2514","observed_orcids":["https://orcid.org/0009-0007-1343-2514"]},"institutions":[{"id":"https://openalex.org/I4405280045","display_name":"University of Perpetual Help System DALTA-Molino","ror":"https://ror.org/02bqtna37","country_code":"PH","type":"education","lineage":["https://openalex.org/I2799614505","https://openalex.org/I4405280045"]}],"countries":["PH"],"is_corresponding":false,"raw_author_name":"Pastor Arguelles JR.","raw_affiliation_strings":["University of Perpetual Help System Dalta Molino"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Perpetual Help System Dalta Molino","institution_ids":["https://openalex.org/I4405280045"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050345107","display_name":"Zdzis\u0142aw P\u00f3lkowski","orcid":"https://orcid.org/0000-0002-0223-3057","observed_orcids":["https://orcid.org/0000-0002-0223-3057"]},"institutions":[{"id":"https://openalex.org/I4210145770","display_name":"University of Economy in Bydgoszcz","ror":"https://ror.org/04hjmn382","country_code":"PL","type":"education","lineage":["https://openalex.org/I4210145770"]}],"countries":["PL"],"is_corresponding":false,"raw_author_name":"Zdzislaw Polkowski","raw_affiliation_strings":["WSG Bydgoszcz"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"WSG Bydgoszcz","institution_ids":["https://openalex.org/I4210145770"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.5984,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.94459057,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"3","issue":"1","first_page":"19","last_page":"26"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9883000254631042,"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":0.9883000254631042,"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":0.006500000134110451,"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":0.0038999998942017555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.9990000128746033},{"id":"https://openalex.org/keywords/supply-chain-performance","display_name":"supply chain performance","score":0.9950000047683716},{"id":"https://openalex.org/keywords/demand-forecasting","display_name":"demand forecasting","score":1.0},{"id":"https://openalex.org/keywords/hospitality-industry","display_name":"hospitality industry","score":0.7580000162124634},{"id":"https://openalex.org/keywords/inventory-management","display_name":"inventory management","score":0.8169999718666077},{"id":"https://openalex.org/keywords/production-planning","display_name":"production planning","score":0.7889999747276306},{"id":"https://openalex.org/keywords/customer-satisfaction","display_name":"customer satisfaction","score":0.6539999842643738},{"id":"https://openalex.org/keywords/supply-chain-innovation","display_name":"supply chain innovation","score":0.6439999938011169}],"concepts":[{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.738731861114502},{"id":"https://openalex.org/C193809577","wikidata":"https://www.wikidata.org/wiki/Q3409300","display_name":"Demand forecasting","level":2,"score":0.7373493313789368},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6758722066879272},{"id":"https://openalex.org/C107482638","wikidata":"https://www.wikidata.org/wiki/Q815825","display_name":"Hospitality","level":3,"score":0.6226385831832886},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.5704872012138367},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.5547319650650024},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.46165192127227783},{"id":"https://openalex.org/C4698774","wikidata":"https://www.wikidata.org/wiki/Q5255030","display_name":"Demand chain","level":5,"score":0.4609672427177429},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.45383787155151367},{"id":"https://openalex.org/C191511416","wikidata":"https://www.wikidata.org/wiki/Q999278","display_name":"Customer satisfaction","level":2,"score":0.43555495142936707},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.4099341034889221},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3494022488594055},{"id":"https://openalex.org/C48840187","wikidata":"https://www.wikidata.org/wiki/Q689042","display_name":"Service management","level":4,"score":0.344637930393219},{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.15463802218437195},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.10973763465881348},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.54489/ijcim.v3i1.232","doi":"https://doi.org/10.54489/ijcim.v3i1.232","is_oa":true,"landing_page_url":"https://doi.org/10.54489/ijcim.v3i1.232","pdf_url":"https://journals.gaftim.com/index.php/ijcim/article/download/232/129","source":{"id":"https://openalex.org/S4210200638","display_name":"International Journal of Computations Information and Manufacturing (IJCIM)","issn_l":"2790-2412","issn":["2790-2412"],"is_oa":true,"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":"International Journal of Computations, Information and Manufacturing (IJCIM)","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.54489/ijcim.v3i1.232","doi":"https://doi.org/10.54489/ijcim.v3i1.232","is_oa":true,"landing_page_url":"https://doi.org/10.54489/ijcim.v3i1.232","pdf_url":"https://journals.gaftim.com/index.php/ijcim/article/download/232/129","source":{"id":"https://openalex.org/S4210200638","display_name":"International Journal of Computations Information and Manufacturing (IJCIM)","issn_l":"2790-2412","issn":["2790-2412"],"is_oa":true,"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":"International Journal of Computations, Information and Manufacturing (IJCIM)","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381884583.pdf","grobid_xml":"https://content.openalex.org/works/W4381884583.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W957206343","https://openalex.org/W2125800352","https://openalex.org/W2783535300","https://openalex.org/W2806923350","https://openalex.org/W2955010362","https://openalex.org/W2989240182","https://openalex.org/W2997781234","https://openalex.org/W3022410936","https://openalex.org/W3022701303","https://openalex.org/W3047327247","https://openalex.org/W3096341508","https://openalex.org/W3197499304","https://openalex.org/W4310804578","https://openalex.org/W4313558727","https://openalex.org/W6743681256"],"related_works":["https://openalex.org/W7168238839","https://openalex.org/W2897407854","https://openalex.org/W2032827924","https://openalex.org/W6949643456","https://openalex.org/W4391288370","https://openalex.org/W2917814169","https://openalex.org/W2795233095","https://openalex.org/W7155472615","https://openalex.org/W4404037671","https://openalex.org/W7216657325"],"abstract_inverted_index":{"By":[0,52],"enabling":[1],"more":[2,21],"precise":[3],"demand":[4,25,156,169],"forecasting,":[5],"the":[6,13,73,78,92,108,118,132,136,142,159,181],"use":[7],"of":[8,15,32,77,148,161],"big":[9,149,162],"data":[10,33,82,96,119,150,163],"has":[11],"changed":[12],"field":[14],"supply":[16,79,137,152,165],"chain":[17,138,153,166],"management.":[18],"Companies":[19],"may":[20],"accurately":[22],"predict":[23],"customer":[24,38,68],"by":[26],"gathering":[27],"and":[28,40,43,48,56,61,75,87,101,173,178],"analyzing":[29],"enormous":[30],"amounts":[31],"from":[34,84,98],"many":[35],"sources,":[36],"including":[37],"behaviors":[39],"market":[41],"trends,":[42],"then":[44],"adjusting":[45],"their":[46],"production":[47],"inventory":[49],"levels":[50],"accordingly.":[51],"ensuring":[53],"that":[54],"goods":[55],"services":[57],"are":[58,64],"accessible":[59],"when":[60],"where":[62],"they":[63],"required,":[65],"this":[66],"improves":[67],"happiness":[69],"in":[70,180],"addition":[71],"to":[72,90,106,135,175],"efficiency":[74],"cost-effectiveness":[76],"chain.":[80],"The":[81,95],"collected":[83,97],"both":[85],"primary":[86],"secondary":[88],"sources":[89],"achieve":[91],"research":[93],"objectives.":[94],"hospitality":[99,182],"industry":[100],"evaluated":[102],"through":[103,114,155,168],"SmartPLS":[104],"software":[105],"investigate":[107],"hypothesized":[109],"model.":[110],"An":[111],"online":[112],"survey":[113,127],"a":[115,145],"questionnaire":[116],"was":[117,129],"collection":[120],"tools":[121],"used":[122],"for":[123],"attaining":[124],"data.":[125],"A":[126],"analysis":[128],"conducted":[130],"on":[131,151,164],"individuals":[133],"employed":[134],"departments.":[139],"In":[140],"addition,":[141],"findings":[143],"revealed":[144],"positive":[146],"significant":[147,172],"performance":[154,167],"forecasting.":[157],"Overall,":[158],"impact":[160],"forecasting":[170],"is":[171],"continues":[174],"drive":[176],"innovation":[177],"improvement":[179],"sector.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":2}],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2023-06-25T00:00:00"}
