{"id":"https://openalex.org/W3134429157","doi":"https://doi.org/10.1080/12460125.2021.1894674","title":"DECAS: a modern data-driven decision theory for big data and analytics","display_name":"DECAS: a modern data-driven decision theory for big data and analytics","publication_year":2021,"publication_date":"2021-03-04","ids":{"openalex":"https://openalex.org/W3134429157","doi":"https://doi.org/10.1080/12460125.2021.1894674","mag":"3134429157"},"language":"en","primary_location":{"id":"doi:10.1080/12460125.2021.1894674","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2021.1894674","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2021.1894674?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"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":"Journal of Decision Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2021.1894674?needAccess=true","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5049150998","display_name":"Nada Elgendy","orcid":"https://orcid.org/0000-0001-6765-017X"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Nada Elgendy","raw_affiliation_strings":["Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0001-6765-017X","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018449892","display_name":"Ahmed Elragal","orcid":"https://orcid.org/0000-0003-4250-4752"},"institutions":[{"id":"https://openalex.org/I190632392","display_name":"Lule\u00e5 University of Technology","ror":"https://ror.org/016st3p78","country_code":"SE","type":"education","lineage":["https://openalex.org/I190632392"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Ahmed Elragal","raw_affiliation_strings":["Department of Computer Science, Electrical and Space Engineering, Lule\u00e5 University of Technology, Lule\u00e5, Sweden"],"raw_orcid":"https://orcid.org/0000-0003-4250-4752","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Electrical and Space Engineering, Lule\u00e5 University of Technology, Lule\u00e5, Sweden","institution_ids":["https://openalex.org/I190632392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072648195","display_name":"Tero P\u00e4iv\u00e4rinta","orcid":"https://orcid.org/0000-0002-7477-0783"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Tero P\u00e4iv\u00e4rinta","raw_affiliation_strings":["Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland"],"raw_orcid":"https://orcid.org/0000-0002-7477-0783","affiliations":[{"raw_affiliation_string":"Faculty of Information Technology and Electrical Engineering, University of Oulu, Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049150998"],"corresponding_institution_ids":["https://openalex.org/I98381234"],"apc_list":null,"apc_paid":null,"fwci":14.8679,"has_fulltext":false,"cited_by_count":126,"citation_normalized_percentile":{"value":0.99160525,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"31","issue":"4","first_page":"337","last_page":"373"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9983999729156494,"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":0.9983999729156494,"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/T11719","display_name":"Data Quality and Management","score":0.9883999824523926,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.9470000267028809,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/big-data","display_name":"Big data","score":0.7348024845123291},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.703162670135498},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6924074292182922},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6249060034751892},{"id":"https://openalex.org/keywords/rationality","display_name":"Rationality","score":0.6225935220718384},{"id":"https://openalex.org/keywords/bounded-rationality","display_name":"Bounded rationality","score":0.5790087580680847},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.504264235496521},{"id":"https://openalex.org/keywords/business-analytics","display_name":"Business analytics","score":0.45464950799942017},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4512008726596832},{"id":"https://openalex.org/keywords/decision-analysis","display_name":"Decision analysis","score":0.44553378224372864},{"id":"https://openalex.org/keywords/business-intelligence","display_name":"Business intelligence","score":0.4369131922721863},{"id":"https://openalex.org/keywords/decision-engineering","display_name":"Decision engineering","score":0.4354932904243469},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.4140982925891876},{"id":"https://openalex.org/keywords/business-decision-mapping","display_name":"Business decision mapping","score":0.38906586170196533},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.3420034646987915},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.23473763465881348},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.16378843784332275},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.08186995983123779},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.08059287071228027},{"id":"https://openalex.org/keywords/management","display_name":"Management","score":0.08004525303840637},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07468783855438232},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06849250197410583}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7348024845123291},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.703162670135498},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6924074292182922},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6249060034751892},{"id":"https://openalex.org/C201717286","wikidata":"https://www.wikidata.org/wiki/Q938185","display_name":"Rationality","level":2,"score":0.6225935220718384},{"id":"https://openalex.org/C58694771","wikidata":"https://www.wikidata.org/wiki/Q814385","display_name":"Bounded rationality","level":2,"score":0.5790087580680847},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.504264235496521},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.45464950799942017},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4512008726596832},{"id":"https://openalex.org/C186116695","wikidata":"https://www.wikidata.org/wiki/Q5249226","display_name":"Decision analysis","level":2,"score":0.44553378224372864},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.4369131922721863},{"id":"https://openalex.org/C135115379","wikidata":"https://www.wikidata.org/wiki/Q2750514","display_name":"Decision engineering","level":4,"score":0.4354932904243469},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.4140982925891876},{"id":"https://openalex.org/C97944126","wikidata":"https://www.wikidata.org/wiki/Q5001864","display_name":"Business decision mapping","level":3,"score":0.38906586170196533},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3420034646987915},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.23473763465881348},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.16378843784332275},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.08186995983123779},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.08059287071228027},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.08004525303840637},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07468783855438232},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06849250197410583},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/12460125.2021.1894674","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2021.1894674","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2021.1894674?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"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":"Journal of Decision Systems","raw_type":"journal-article"},{"id":"pmh:oai:DiVA.org:ltu-83033","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:ltu:diva-83033","pdf_url":null,"source":{"id":"https://openalex.org/S4306401559","display_name":"KTH Publication Database DiVA (KTH Royal Institute of Technology)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:oulu.fi:nbnfi-fe2021121360187","is_oa":true,"landing_page_url":"http://urn.fi/urn:nbn:fi-fe2021121360187","pdf_url":null,"source":{"id":"https://openalex.org/S4306400284","display_name":"University of Oulu Repository (University of Oulu)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98381234","host_organization_name":"University of Oulu","host_organization_lineage":["https://openalex.org/I98381234"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1080/12460125.2021.1894674","is_oa":true,"landing_page_url":"https://doi.org/10.1080/12460125.2021.1894674","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/12460125.2021.1894674?needAccess=true","source":{"id":"https://openalex.org/S119153320","display_name":"Journal of Decision System","issn_l":"1246-0125","issn":["1246-0125","2116-7052"],"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":"Journal of Decision Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.75}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W3134429157.pdf"},"referenced_works_count":69,"referenced_works":["https://openalex.org/W83597947","https://openalex.org/W122470184","https://openalex.org/W182979018","https://openalex.org/W207474964","https://openalex.org/W588954930","https://openalex.org/W798021849","https://openalex.org/W1494137514","https://openalex.org/W1500693574","https://openalex.org/W1510672157","https://openalex.org/W1523275301","https://openalex.org/W1550650608","https://openalex.org/W1709750395","https://openalex.org/W1969481895","https://openalex.org/W1975226684","https://openalex.org/W1981575601","https://openalex.org/W2019880039","https://openalex.org/W2025457205","https://openalex.org/W2032126665","https://openalex.org/W2040611239","https://openalex.org/W2043787485","https://openalex.org/W2096016260","https://openalex.org/W2096352448","https://openalex.org/W2136737278","https://openalex.org/W2150631361","https://openalex.org/W2151020819","https://openalex.org/W2153761970","https://openalex.org/W2158688988","https://openalex.org/W2165390177","https://openalex.org/W2263936035","https://openalex.org/W2319061653","https://openalex.org/W2344311283","https://openalex.org/W2515300481","https://openalex.org/W2517572945","https://openalex.org/W2529470835","https://openalex.org/W2582428661","https://openalex.org/W2594442650","https://openalex.org/W2613634132","https://openalex.org/W2625859864","https://openalex.org/W2711938865","https://openalex.org/W2735541318","https://openalex.org/W2741631128","https://openalex.org/W2762694993","https://openalex.org/W2772633599","https://openalex.org/W2789510652","https://openalex.org/W2810596787","https://openalex.org/W2875676241","https://openalex.org/W2905814006","https://openalex.org/W2914665179","https://openalex.org/W2934302500","https://openalex.org/W2947085401","https://openalex.org/W2949476234","https://openalex.org/W2950920612","https://openalex.org/W2981686111","https://openalex.org/W2996655830","https://openalex.org/W3004637389","https://openalex.org/W3007970988","https://openalex.org/W3014402505","https://openalex.org/W3044177347","https://openalex.org/W3048721401","https://openalex.org/W3080376427","https://openalex.org/W3085537935","https://openalex.org/W3109162452","https://openalex.org/W4207014596","https://openalex.org/W4232387830","https://openalex.org/W4232478576","https://openalex.org/W4234251954","https://openalex.org/W4297081765","https://openalex.org/W4298863114","https://openalex.org/W4298871328"],"related_works":["https://openalex.org/W76277348","https://openalex.org/W2259218756","https://openalex.org/W1988485509","https://openalex.org/W1523254661","https://openalex.org/W1552476759","https://openalex.org/W2893826037","https://openalex.org/W2376574686","https://openalex.org/W1496965390","https://openalex.org/W3101872407","https://openalex.org/W646492873"],"abstract_inverted_index":{"Decisions":[0],"continue":[1],"to":[2,5,15,49,126,145],"be":[3,81],"important":[4],"researchers,":[6],"organizations":[7],"and":[8,27,36,77,93,110,122,129,139],"societies.":[9],"However,":[10],"decision":[11,21,47,60,67,91,117],"research":[12],"requires":[13],"re-orientation":[14],"attain":[16],"the":[17,51,89,94,105,115,136,141],"future":[18],"of":[19,114,147],"data-driven":[20,59,148],"making,":[22],"accommodating":[23],"such":[24],"emerging":[25],"topics":[26],"information":[28],"technologies":[29],"as":[30,83],"big":[31],"data,":[32],"analytics,":[33],"machine":[34],"learning,":[35],"automated":[37],"decisions.":[38,132,149],"Accordingly,":[39],"there":[40],"is":[41],"a":[42,57,100],"dire":[43],"need":[44],"for":[45],"re-forming":[46],"theories":[48],"encompass":[50],"new":[52],"phenomena.":[53],"This":[54,133],"paper":[55,134],"proposes":[56],"modern":[58],"theory,":[61],"DECAS,":[62],"which":[63],"extends":[64],"upon":[65],"classical":[66,116],"theory":[68,138],"by":[69],"proposing":[70],"three":[71],"main":[72],"claims:":[73],"(1)":[74],"(big)":[75],"data":[76,121],"analytics":[78,95,123],"(machine)":[79,96],"should":[80],"considered":[82],"separate":[84],"elements;":[85],"(2)":[86],"collaboration":[87],"between":[88],"(human)":[90],"maker":[92],"can":[97,124],"result":[98],"in":[99,143],"collaborative":[101],"rationality,":[102],"extending":[103],"beyond":[104],"classically":[106],"defined":[107],"bounded":[108],"rationality;":[109],"(3)":[111],"meaningful":[112],"integration":[113],"making":[118],"elements":[119],"with":[120],"lead":[125],"more":[127],"informed,":[128],"possibly":[130],"better,":[131],"elaborates":[135],"DECAS":[137],"clarifies":[140],"idea":[142],"relation":[144],"examples":[146]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":45},{"year":2024,"cited_by_count":34},{"year":2023,"cited_by_count":17},{"year":2022,"cited_by_count":15},{"year":2021,"cited_by_count":2}],"updated_date":"2026-06-05T09:01:59.212387","created_date":"2025-10-10T00:00:00"}
