{"id":"https://openalex.org/W4200103877","doi":"https://doi.org/10.3390/jtaer16070183","title":"Deploying Big Data Enablers to Strengthen Supply Chain Agility to Mitigate Bullwhip Effect: An Empirical Study of China\u2019s Electronic Manufacturers","display_name":"Deploying Big Data Enablers to Strengthen Supply Chain Agility to Mitigate Bullwhip Effect: An Empirical Study of China\u2019s Electronic Manufacturers","publication_year":2021,"publication_date":"2021-12-10","ids":{"openalex":"https://openalex.org/W4200103877","doi":"https://doi.org/10.3390/jtaer16070183"},"language":"en","primary_location":{"id":"doi:10.3390/jtaer16070183","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer16070183","pdf_url":"https://www.mdpi.com/0718-1876/16/7/183/pdf?version=1639710960","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"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 Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/0718-1876/16/7/183/pdf?version=1639710960","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101430128","display_name":"Chih-Hung Hsu","orcid":"https://orcid.org/0000-0001-6882-3079"},"institutions":[{"id":"https://openalex.org/I83791580","display_name":"Fujian University of Technology","ror":"https://ror.org/03c8fdb16","country_code":"CN","type":"education","lineage":["https://openalex.org/I83791580"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chih-Hung Hsu","raw_affiliation_strings":["College of Transportation, FuJian University of Technology, Fuzhou 350118, China"],"raw_orcid":"https://orcid.org/0000-0001-6882-3079","affiliations":[{"raw_affiliation_string":"College of Transportation, FuJian University of Technology, Fuzhou 350118, China","institution_ids":["https://openalex.org/I83791580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083991441","display_name":"Xue-Hua Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I83791580","display_name":"Fujian University of Technology","ror":"https://ror.org/03c8fdb16","country_code":"CN","type":"education","lineage":["https://openalex.org/I83791580"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xue-Hua Yang","raw_affiliation_strings":["College of Transportation, FuJian University of Technology, Fuzhou 350118, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Transportation, FuJian University of Technology, Fuzhou 350118, China","institution_ids":["https://openalex.org/I83791580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024368604","display_name":"Ting-Yi Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I83791580","display_name":"Fujian University of Technology","ror":"https://ror.org/03c8fdb16","country_code":"CN","type":"education","lineage":["https://openalex.org/I83791580"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting-Yi Zhang","raw_affiliation_strings":["College of Management, FuJian University of Technology, Fuzhou 350118, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Management, FuJian University of Technology, Fuzhou 350118, China","institution_ids":["https://openalex.org/I83791580"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033380846","display_name":"An-Yuan Chang","orcid":"https://orcid.org/0000-0003-1685-1224"},"institutions":[{"id":"https://openalex.org/I40689657","display_name":"National Formosa University","ror":"https://ror.org/00q523p52","country_code":"TW","type":"education","lineage":["https://openalex.org/I40689657"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"An-Yuan Chang","raw_affiliation_strings":["Institute of Industrial Management, College of Management, National Formosa University, Yunlin 632, Taiwan"],"raw_orcid":"https://orcid.org/0000-0003-1685-1224","affiliations":[{"raw_affiliation_string":"Institute of Industrial Management, College of Management, National Formosa University, Yunlin 632, Taiwan","institution_ids":["https://openalex.org/I40689657"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102209477","display_name":"Qing-Wen Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I83791580","display_name":"Fujian University of Technology","ror":"https://ror.org/03c8fdb16","country_code":"CN","type":"education","lineage":["https://openalex.org/I83791580"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing-Wen Zheng","raw_affiliation_strings":["College of Transportation, FuJian University of Technology, Fuzhou 350118, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Transportation, FuJian University of Technology, Fuzhou 350118, China","institution_ids":["https://openalex.org/I83791580"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5033380846"],"corresponding_institution_ids":["https://openalex.org/I40689657"],"apc_list":{"value":1000,"currency":"CHF","value_usd":1082},"apc_paid":{"value":1000,"currency":"CHF","value_usd":1082},"fwci":1.7813,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.88236886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"16","issue":"7","first_page":"3375","last_page":"3405"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10539","display_name":"Sustainable Supply Chain Management","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T10539","display_name":"Sustainable Supply Chain Management","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/T10164","display_name":"Quality and Supply Management","score":0.9945999979972839,"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/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"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/bullwhip-effect","display_name":"Bullwhip effect","score":0.9654662013053894},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.8511584997177124},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.6287986040115356},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.5832350850105286},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5177971124649048},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.3737923502922058},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.28774476051330566},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.27839797735214233}],"concepts":[{"id":"https://openalex.org/C178595485","wikidata":"https://www.wikidata.org/wiki/Q1343909","display_name":"Bullwhip effect","level":4,"score":0.9654662013053894},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.8511584997177124},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.6287986040115356},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.5832350850105286},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5177971124649048},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.3737923502922058},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.28774476051330566},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.27839797735214233},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/jtaer16070183","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer16070183","pdf_url":"https://www.mdpi.com/0718-1876/16/7/183/pdf?version=1639710960","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"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 Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:326187fb5f3b48bfbd7ad33630389357","is_oa":true,"landing_page_url":"https://doaj.org/article/326187fb5f3b48bfbd7ad33630389357","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Theoretical and Applied Electronic Commerce Research, Vol 16, Iss 7, Pp 3375-3405 (2021)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/0718-1876/16/7/183/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/jtaer16070183","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of Theoretical and Applied Electronic Commerce Research; Volume 16; Issue 7; Pages: 3375-3405","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/jtaer16070183","is_oa":true,"landing_page_url":"https://doi.org/10.3390/jtaer16070183","pdf_url":"https://www.mdpi.com/0718-1876/16/7/183/pdf?version=1639710960","source":{"id":"https://openalex.org/S27967161","display_name":"Journal of theoretical and applied electronic commerce research","issn_l":"0718-1876","issn":["0718-1876"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"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 Theoretical and Applied Electronic Commerce Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1035633497","display_name":null,"funder_award_id":"GY-Z21001","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"},{"id":"https://openalex.org/G3059756326","display_name":null,"funder_award_id":"2019J01790","funder_id":"https://openalex.org/F4320321878","funder_display_name":"Natural Science Foundation of Fujian Province"}],"funders":[{"id":"https://openalex.org/F4320321878","display_name":"Natural Science Foundation of Fujian Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4200103877.pdf","grobid_xml":"https://content.openalex.org/works/W4200103877.grobid-xml"},"referenced_works_count":142,"referenced_works":["https://openalex.org/W156778789","https://openalex.org/W658597080","https://openalex.org/W962441393","https://openalex.org/W1511881172","https://openalex.org/W1577769868","https://openalex.org/W1577818368","https://openalex.org/W1676099465","https://openalex.org/W1966778069","https://openalex.org/W1969390721","https://openalex.org/W1971803329","https://openalex.org/W1973244679","https://openalex.org/W1977993961","https://openalex.org/W1979444641","https://openalex.org/W1982317500","https://openalex.org/W1984501884","https://openalex.org/W2007330849","https://openalex.org/W2013377700","https://openalex.org/W2013470680","https://openalex.org/W2014644425","https://openalex.org/W2014984059","https://openalex.org/W2020833085","https://openalex.org/W2021543035","https://openalex.org/W2024237844","https://openalex.org/W2029027401","https://openalex.org/W2030902163","https://openalex.org/W2032001676","https://openalex.org/W2036519083","https://openalex.org/W2038061306","https://openalex.org/W2040700289","https://openalex.org/W2041172426","https://openalex.org/W2041927839","https://openalex.org/W2045800230","https://openalex.org/W2050005570","https://openalex.org/W2059458945","https://openalex.org/W2063287158","https://openalex.org/W2065303264","https://openalex.org/W2066519793","https://openalex.org/W2080529860","https://openalex.org/W2081981809","https://openalex.org/W2082906179","https://openalex.org/W2084259322","https://openalex.org/W2086360838","https://openalex.org/W2088805534","https://openalex.org/W2093966520","https://openalex.org/W2097330971","https://openalex.org/W2104925392","https://openalex.org/W2135089766","https://openalex.org/W2165681141","https://openalex.org/W2178732342","https://openalex.org/W2276034055","https://openalex.org/W2289387097","https://openalex.org/W2302800291","https://openalex.org/W2312921502","https://openalex.org/W2339446221","https://openalex.org/W2372911531","https://openalex.org/W2403747703","https://openalex.org/W2468048485","https://openalex.org/W2470843486","https://openalex.org/W2491811284","https://openalex.org/W2507453176","https://openalex.org/W2508962850","https://openalex.org/W2510586517","https://openalex.org/W2510683251","https://openalex.org/W2517745273","https://openalex.org/W2524762050","https://openalex.org/W2537158668","https://openalex.org/W2548077990","https://openalex.org/W2555631081","https://openalex.org/W2559286704","https://openalex.org/W2580915724","https://openalex.org/W2584324951","https://openalex.org/W2589967415","https://openalex.org/W2593318544","https://openalex.org/W2606825238","https://openalex.org/W2612096568","https://openalex.org/W2616178334","https://openalex.org/W2711413007","https://openalex.org/W2735541318","https://openalex.org/W2751626567","https://openalex.org/W2766947621","https://openalex.org/W2787936855","https://openalex.org/W2788922693","https://openalex.org/W2793873423","https://openalex.org/W2794779463","https://openalex.org/W2794992076","https://openalex.org/W2795231559","https://openalex.org/W2795870955","https://openalex.org/W2798021716","https://openalex.org/W2802430030","https://openalex.org/W2803128379","https://openalex.org/W2885344895","https://openalex.org/W2887263146","https://openalex.org/W2894060109","https://openalex.org/W2896303702","https://openalex.org/W2907973322","https://openalex.org/W2939461023","https://openalex.org/W2945451362","https://openalex.org/W2970149936","https://openalex.org/W2981480635","https://openalex.org/W2995890852","https://openalex.org/W2999020103","https://openalex.org/W3006111734","https://openalex.org/W3008003392","https://openalex.org/W3010125450","https://openalex.org/W3024214502","https://openalex.org/W3040510214","https://openalex.org/W3045793624","https://openalex.org/W3046573754","https://openalex.org/W3047466889","https://openalex.org/W3083911383","https://openalex.org/W3087985254","https://openalex.org/W3110300615","https://openalex.org/W3111313040","https://openalex.org/W3112827731","https://openalex.org/W3114299444","https://openalex.org/W3126250402","https://openalex.org/W3132902539","https://openalex.org/W3134693021","https://openalex.org/W3135443053","https://openalex.org/W3135594822","https://openalex.org/W3139491283","https://openalex.org/W3151899388","https://openalex.org/W3158017913","https://openalex.org/W3162784600","https://openalex.org/W3164981899","https://openalex.org/W3174441853","https://openalex.org/W3187422052","https://openalex.org/W3213840335","https://openalex.org/W6621992540","https://openalex.org/W6634609459","https://openalex.org/W6657594875","https://openalex.org/W6674888897","https://openalex.org/W6680056820","https://openalex.org/W6696555844","https://openalex.org/W6723003947","https://openalex.org/W6726013124","https://openalex.org/W6732681385","https://openalex.org/W6762859980","https://openalex.org/W6772984473","https://openalex.org/W6775111733","https://openalex.org/W6791193711","https://openalex.org/W6799313765"],"related_works":["https://openalex.org/W3033911751","https://openalex.org/W2120960819","https://openalex.org/W1547689673","https://openalex.org/W4389778395","https://openalex.org/W2370866402","https://openalex.org/W2887263146","https://openalex.org/W1976810827","https://openalex.org/W2110010547","https://openalex.org/W2571408035","https://openalex.org/W2773072605"],"abstract_inverted_index":{"With":[0],"the":[1,6,16,29,62,79,84,96,104,125,162,186],"development":[2],"of":[3,8,86],"economic":[4],"globalization,":[5],"uncertainty":[7],"supply":[9,41,68,75,120,141,157,176,199],"chains":[10],"is":[11,58,101,110],"also":[12,190],"increasing,":[13],"and":[14,67,78,103,123,149,160,180,189],"alleviating":[15,28,37],"bullwhip":[17,30,80,87,126,163,187],"effect":[18,88,188],"has":[19,50],"become":[20],"an":[21,130,168],"important":[22],"issue.":[23],"From":[24],"previous":[25],"discussions":[26],"on":[27,36],"effect,":[31,127],"there":[32],"was":[33],"no":[34],"research":[35],"it":[38,49],"by":[39],"enhancing":[40],"chain":[42,69,76,121,142,158,177,200],"agility":[43,77,122,159,178],"through":[44],"improving":[45],"big":[46,65,115,152,181],"data.":[47],"Moreover,":[48],"not":[51,91],"been":[52],"found":[53],"that":[54,143],"quality":[55],"function":[56],"deployment":[57],"used":[59],"to":[60,112,118,138,147,174,184],"analyze":[61],"interdependence":[63],"between":[64,74],"data":[66,116,153,182],"agility,":[70],"as":[71,73],"well":[72],"effect.":[81,164],"In":[82,93],"particular,":[83],"interaction":[85],"factors":[89],"are":[90],"considered.":[92],"this":[94],"study,":[95],"multicriteria":[97],"decision-making":[98],"integrated":[99],"framework":[100,166],"proposed":[102],"largest":[105],"relay":[106],"manufacturer":[107],"in":[108,198],"China":[109],"taken":[111],"identify":[113],"key":[114],"enablers":[117,154,183],"enhance":[119,156],"mitigate":[124,185],"thus":[128],"providing":[129],"effective":[131,169],"method":[132,170],"for":[133,171,194],"electronic":[134,172],"equipment":[135],"manufacturing":[136,196],"enterprises":[137,197],"develop":[139],"a":[140,192],"can":[144,155],"quickly":[145],"respond":[146],"changes":[148],"uncertainties.":[150],"These":[151],"reduce":[161],"This":[165],"provides":[167,191],"manufacturers":[173],"formulate":[175],"indicators":[179],"reference":[193],"other":[195],"management.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}