{"id":"https://openalex.org/W2986002961","doi":"https://doi.org/10.1080/00207543.2019.1685705","title":"Supply chain data analytics for predicting supplier disruptions: a case study in complex asset manufacturing","display_name":"Supply chain data analytics for predicting supplier disruptions: a case study in complex asset manufacturing","publication_year":2019,"publication_date":"2019-11-14","ids":{"openalex":"https://openalex.org/W2986002961","doi":"https://doi.org/10.1080/00207543.2019.1685705","mag":"2986002961"},"language":"en","primary_location":{"id":"doi:10.1080/00207543.2019.1685705","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2019.1685705","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075872953","display_name":"Alexandra Brintrup","orcid":"https://orcid.org/0000-0002-4189-2434"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Alexandra Brintrup","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001863777","display_name":"Johnson Pak","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Johnson Pak","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029583722","display_name":"David Ratiney","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"David Ratiney","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004185399","display_name":"Tim Pearce","orcid":"https://orcid.org/0009-0001-3384-8142"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Tim Pearce","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084187889","display_name":"Pascal Wichmann","orcid":null},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Pascal Wichmann","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086764393","display_name":"Philip Woodall","orcid":"https://orcid.org/0000-0003-0412-1347"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Philip Woodall","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029346937","display_name":"Duncan McFarlane","orcid":"https://orcid.org/0000-0002-1558-7823"},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Duncan McFarlane","raw_affiliation_strings":["Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK"],"affiliations":[{"raw_affiliation_string":"Engineering Department, Institute for Manufacturing, University of Cambridge, Cambridge CB3 0FS, UK","institution_ids":["https://openalex.org/I241749"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5075872953"],"corresponding_institution_ids":["https://openalex.org/I241749"],"apc_list":null,"apc_paid":null,"fwci":18.4006,"has_fulltext":false,"cited_by_count":194,"citation_normalized_percentile":{"value":0.99056027,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"58","issue":"11","first_page":"3330","last_page":"3341"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9922999739646912,"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/T11864","display_name":"Supply Chain Resilience and Risk Management","score":0.9922999739646912,"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":0.9897000193595886,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9708999991416931,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"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/original-equipment-manufacturer","display_name":"Original equipment manufacturer","score":0.791006326675415},{"id":"https://openalex.org/keywords/supply-chain","display_name":"Supply chain","score":0.7487055659294128},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6323196291923523},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6199311017990112},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.5603816509246826},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.5150873064994812},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.47972622513771057},{"id":"https://openalex.org/keywords/feature-engineering","display_name":"Feature engineering","score":0.469970166683197},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4495733976364136},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.44716840982437134},{"id":"https://openalex.org/keywords/supply-chain-management","display_name":"Supply chain management","score":0.4449474811553955},{"id":"https://openalex.org/keywords/asset","display_name":"Asset (computer security)","score":0.43483343720436096},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.41150572896003723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37550967931747437},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3751230537891388},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2658536434173584},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.1708660125732422},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.14472126960754395},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.10827022790908813}],"concepts":[{"id":"https://openalex.org/C68694590","wikidata":"https://www.wikidata.org/wiki/Q267558","display_name":"Original equipment manufacturer","level":2,"score":0.791006326675415},{"id":"https://openalex.org/C108713360","wikidata":"https://www.wikidata.org/wiki/Q1824206","display_name":"Supply chain","level":2,"score":0.7487055659294128},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6323196291923523},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6199311017990112},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.5603816509246826},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.5150873064994812},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.47972622513771057},{"id":"https://openalex.org/C2778827112","wikidata":"https://www.wikidata.org/wiki/Q22245680","display_name":"Feature engineering","level":3,"score":0.469970166683197},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4495733976364136},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.44716840982437134},{"id":"https://openalex.org/C44104985","wikidata":"https://www.wikidata.org/wiki/Q492886","display_name":"Supply chain management","level":3,"score":0.4449474811553955},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.43483343720436096},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.41150572896003723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37550967931747437},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3751230537891388},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2658536434173584},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.1708660125732422},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.14472126960754395},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.10827022790908813},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1080/00207543.2019.1685705","is_oa":false,"landing_page_url":"https://doi.org/10.1080/00207543.2019.1685705","pdf_url":null,"source":{"id":"https://openalex.org/S65690446","display_name":"International Journal of Production Research","issn_l":"0020-7543","issn":["0020-7543","1366-588X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Production Research","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:taf:tprsxx:v:58:y:2020:i:11:p:3330-3341","is_oa":false,"landing_page_url":"http://hdl.handle.net/10.1080/00207543.2019.1685705","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:generic.eprints.org:1131003","is_oa":false,"landing_page_url":"http://publications.eng.cam.ac.uk/1131003/","pdf_url":null,"source":{"id":"https://openalex.org/S4406922847","display_name":"Cambridge University Engineering Department Publications Database","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:irep.ntu.ac.uk:42214","is_oa":false,"landing_page_url":"http://irep.ntu.ac.uk/id/eprint/42214/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400559","display_name":"Nottingham Trent University's Institutional Repository (Nottingham Trent Repository)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I52590639","host_organization_name":"Nottingham Trent University","host_organization_lineage":["https://openalex.org/I52590639"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6200000047683716,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W69293106","https://openalex.org/W188500255","https://openalex.org/W567299278","https://openalex.org/W631304350","https://openalex.org/W969360544","https://openalex.org/W1579570945","https://openalex.org/W1663973292","https://openalex.org/W2007277108","https://openalex.org/W2007809031","https://openalex.org/W2028910520","https://openalex.org/W2041565863","https://openalex.org/W2053724458","https://openalex.org/W2122111042","https://openalex.org/W2123709218","https://openalex.org/W2124098697","https://openalex.org/W2135089766","https://openalex.org/W2136903812","https://openalex.org/W2155194165","https://openalex.org/W2155653833","https://openalex.org/W2184105743","https://openalex.org/W2302800291","https://openalex.org/W2470843486","https://openalex.org/W2480692263","https://openalex.org/W2525116986","https://openalex.org/W2525189535","https://openalex.org/W2594639291","https://openalex.org/W2728975105","https://openalex.org/W2767346528","https://openalex.org/W2768534111","https://openalex.org/W2893740026","https://openalex.org/W3110972171","https://openalex.org/W3125939023","https://openalex.org/W4212883601","https://openalex.org/W4249379282","https://openalex.org/W4256300792","https://openalex.org/W4285719527","https://openalex.org/W4297081765"],"related_works":["https://openalex.org/W4226266853","https://openalex.org/W4210252074","https://openalex.org/W3092201768","https://openalex.org/W2796632413","https://openalex.org/W2740083192","https://openalex.org/W2794907032","https://openalex.org/W4255802207","https://openalex.org/W2462007151","https://openalex.org/W2150941767","https://openalex.org/W2565527172"],"abstract_inverted_index":{"Although":[0],"predictive":[1],"machine":[2,182],"learning":[3,183],"for":[4,228],"supply":[5,62,186,216],"chain":[6,63,217],"data":[7,56,67,209],"analytics":[8,57,210],"has":[9],"recently":[10],"been":[11],"reported":[12],"as":[13,95],"a":[14,32,43,107],"significant":[15],"area":[16],"of":[17,24,35,46,55,98,106,116,136,181,194,208,215,225],"investigation":[18],"due":[19],"to":[20,69,86,120,130,162,200],"the":[21,25,53,104,113,117,133,142,154,163,178,189,192,195,204,213,223],"rising":[22],"popularity":[23],"AI":[26],"paradigm":[27],"in":[28,58,110,153,184,212],"industry,":[29],"there":[30],"is":[31,84,101,128,177],"distinct":[33],"lack":[34],"case":[36,118,196],"studies":[37],"that":[38,92,149,166],"showcase":[39],"its":[40],"application":[41,54,180,207],"from":[42],"practical":[44],"point":[45],"view.":[47],"In":[48],"this":[49],"paper,":[50],"we":[51,198],"discuss":[52],"predicting":[59,185],"first":[60],"tier":[61],"disruptions":[64],"using":[65],"historical":[66],"available":[68],"an":[70,81,125],"Original":[71],"Equipment":[72],"Manufacturer":[73],"(OEM).":[74],"Our":[75,146],"methodology":[76],"includes":[77],"three":[78],"phases:":[79],"First,":[80],"exploratory":[82],"phase":[83],"conducted":[85],"select":[87],"and":[88,191,206],"engineer":[89],"potential":[90],"features":[91,152],"can":[93,167],"act":[94],"useful":[96],"predictors":[97],"disruptions.":[99,187],"This":[100],"followed":[102],"by":[103,221],"development":[105,193,205],"performance":[108],"metric":[109],"alignment":[111],"with":[112,171],"specific":[114],"goals":[115],"study":[119,197],"rate":[121,135],"successful":[122],"methods.":[123],"Third,":[124],"experimental":[126],"design":[127],"created":[129],"systematically":[131],"analyse":[132],"success":[134],"different":[137],"algorithms,":[138],"algorithmic":[139],"parameters,":[140],"on":[141,203],"selected":[143],"feature":[144],"space.":[145],"results":[147],"indicate":[148],"adding":[150],"engineered":[151],"data,":[155],"namely":[156],"agility,":[157],"outperforms":[158],"other":[159],"experiments":[160],"leading":[161],"final":[164],"algorithm":[165],"predict":[168],"late":[169],"orders":[170],"80%":[172],"accuracy.":[173],"An":[174],"additional":[175],"contribution":[176],"novel":[179],"Through":[188],"discussion":[190],"hope":[199],"shed":[201],"light":[202],"techniques":[211],"analysis":[214],"data.":[218],"We":[219],"conclude":[220],"highlighting":[222],"importance":[224],"domain":[226],"knowledge":[227],"successfully":[229],"engineering":[230],"features.":[231]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":45},{"year":2024,"cited_by_count":51},{"year":2023,"cited_by_count":36},{"year":2022,"cited_by_count":27},{"year":2021,"cited_by_count":22},{"year":2020,"cited_by_count":8}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}