{"id":"https://openalex.org/W3134207422","doi":"https://doi.org/10.1177/0268396220988539","title":"Data science in organizations: Conceptualizing its breakthroughs and blind spots","display_name":"Data science in organizations: Conceptualizing its breakthroughs and blind spots","publication_year":2021,"publication_date":"2021-02-26","ids":{"openalex":"https://openalex.org/W3134207422","doi":"https://doi.org/10.1177/0268396220988539","mag":"3134207422"},"language":"en","primary_location":{"id":"doi:10.1177/0268396220988539","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0268396220988539","pdf_url":null,"source":{"id":"https://openalex.org/S135086714","display_name":"Journal of Information Technology","issn_l":"0268-3962","issn":["0268-3962","1466-4437"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Technology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/journal_contribution/Data_science_in_organizations_Conceptualizing_its_breakthroughs_and_blind_spots/20673363","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025497872","display_name":"Jacob L. Cybulski","orcid":"https://orcid.org/0000-0002-9061-9389"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Jacob L Cybulski","raw_affiliation_strings":["Deakin University, Australia"],"raw_orcid":"https://orcid.org/0000-0002-9061-9389","affiliations":[{"raw_affiliation_string":"Deakin University, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084341551","display_name":"Rens Scheepers","orcid":"https://orcid.org/0000-0003-2791-6513"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rens Scheepers","raw_affiliation_strings":["Deakin University, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5025497872"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":2.9626,"has_fulltext":false,"cited_by_count":19,"citation_normalized_percentile":{"value":0.9164016,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"36","issue":"2","first_page":"154","last_page":"175"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9993000030517578,"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":0.9993000030517578,"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/T10799","display_name":"Data Visualization and Analytics","score":0.920799970626831,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.7942670583724976},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6728959679603577},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6146472692489624},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5413988828659058},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5093127489089966},{"id":"https://openalex.org/keywords/business-intelligence","display_name":"Business intelligence","score":0.4417414367198944},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.43718913197517395},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.41111525893211365},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.26683688163757324},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.24986940622329712},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.1716582179069519},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10809686779975891}],"concepts":[{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.7942670583724976},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6728959679603577},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6146472692489624},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5413988828659058},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5093127489089966},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.4417414367198944},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.43718913197517395},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.41111525893211365},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.26683688163757324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24986940622329712},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.1716582179069519},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10809686779975891},{"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1177/0268396220988539","is_oa":false,"landing_page_url":"https://doi.org/10.1177/0268396220988539","pdf_url":null,"source":{"id":"https://openalex.org/S135086714","display_name":"Journal of Information Technology","issn_l":"0268-3962","issn":["0268-3962","1466-4437"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Information Technology","raw_type":"journal-article"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30149334","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401102","display_name":"Own your potential (DEAKIN)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},{"id":"pmh:oai:figshare.com:article/20673363","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Data_science_in_organizations_Conceptualizing_its_breakthroughs_and_blind_spots/20673363","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20673363","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Data_science_in_organizations_Conceptualizing_its_breakthroughs_and_blind_spots/20673363","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"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":"","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":134,"referenced_works":["https://openalex.org/W629902810","https://openalex.org/W1494581773","https://openalex.org/W1506325560","https://openalex.org/W1517701247","https://openalex.org/W1523937437","https://openalex.org/W1541851510","https://openalex.org/W1545766451","https://openalex.org/W1548301433","https://openalex.org/W1574175751","https://openalex.org/W1592309167","https://openalex.org/W1595575180","https://openalex.org/W1914475855","https://openalex.org/W1916086192","https://openalex.org/W1916207017","https://openalex.org/W1926090661","https://openalex.org/W1943138586","https://openalex.org/W1961379460","https://openalex.org/W1965482737","https://openalex.org/W1966998110","https://openalex.org/W1968305525","https://openalex.org/W1969633256","https://openalex.org/W1973747955","https://openalex.org/W1979492569","https://openalex.org/W1987403434","https://openalex.org/W1987708126","https://openalex.org/W1996654773","https://openalex.org/W2001965588","https://openalex.org/W2009591563","https://openalex.org/W2016540947","https://openalex.org/W2019880039","https://openalex.org/W2025177555","https://openalex.org/W2025579080","https://openalex.org/W2037163971","https://openalex.org/W2043498719","https://openalex.org/W2048179264","https://openalex.org/W2054834655","https://openalex.org/W2061702164","https://openalex.org/W2071261467","https://openalex.org/W2073302931","https://openalex.org/W2093543952","https://openalex.org/W2095586297","https://openalex.org/W2097481508","https://openalex.org/W2102469678","https://openalex.org/W2103531847","https://openalex.org/W2105938655","https://openalex.org/W2114690085","https://openalex.org/W2121456247","https://openalex.org/W2123307730","https://openalex.org/W2125564169","https://openalex.org/W2126623642","https://openalex.org/W2135577168","https://openalex.org/W2139936806","https://openalex.org/W2141975087","https://openalex.org/W2146427999","https://openalex.org/W2149142441","https://openalex.org/W2151530263","https://openalex.org/W2159128662","https://openalex.org/W2166530471","https://openalex.org/W2167482691","https://openalex.org/W2176149189","https://openalex.org/W2207896782","https://openalex.org/W2209900197","https://openalex.org/W2248783999","https://openalex.org/W2281914175","https://openalex.org/W2291288208","https://openalex.org/W2293028129","https://openalex.org/W2304387544","https://openalex.org/W2314726697","https://openalex.org/W2318025771","https://openalex.org/W2339446221","https://openalex.org/W2346245116","https://openalex.org/W2355678467","https://openalex.org/W2468625138","https://openalex.org/W2473432990","https://openalex.org/W2509368556","https://openalex.org/W2529936865","https://openalex.org/W2530835751","https://openalex.org/W2557007068","https://openalex.org/W2559394418","https://openalex.org/W2566818341","https://openalex.org/W2580225682","https://openalex.org/W2588387570","https://openalex.org/W2597972688","https://openalex.org/W2605821496","https://openalex.org/W2608448486","https://openalex.org/W2608938837","https://openalex.org/W2615393547","https://openalex.org/W2624103253","https://openalex.org/W2724111113","https://openalex.org/W2727729132","https://openalex.org/W2734256217","https://openalex.org/W2737231851","https://openalex.org/W2744726626","https://openalex.org/W2750126764","https://openalex.org/W2762792010","https://openalex.org/W2766977116","https://openalex.org/W2781680040","https://openalex.org/W2789727803","https://openalex.org/W2793845345","https://openalex.org/W2794624229","https://openalex.org/W2801286329","https://openalex.org/W2804095534","https://openalex.org/W2804274048","https://openalex.org/W2809773276","https://openalex.org/W2894490168","https://openalex.org/W2898199682","https://openalex.org/W2918378401","https://openalex.org/W2939473970","https://openalex.org/W2982426012","https://openalex.org/W2992266610","https://openalex.org/W2998104786","https://openalex.org/W3002814636","https://openalex.org/W3005831385","https://openalex.org/W3013889901","https://openalex.org/W3025668737","https://openalex.org/W3049666923","https://openalex.org/W3099525536","https://openalex.org/W3102962735","https://openalex.org/W3104020727","https://openalex.org/W3104305579","https://openalex.org/W3121177474","https://openalex.org/W3121705224","https://openalex.org/W3121961986","https://openalex.org/W3123340585","https://openalex.org/W3204616723","https://openalex.org/W4207014596","https://openalex.org/W4236362309","https://openalex.org/W4238846913","https://openalex.org/W4241432804","https://openalex.org/W4245409838","https://openalex.org/W4256030105","https://openalex.org/W4292157289","https://openalex.org/W4299846046","https://openalex.org/W4302339081"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W2807997669","https://openalex.org/W2913151401","https://openalex.org/W4293245862"],"abstract_inverted_index":{"The":[0,139],"field":[1],"of":[2,38,105,134,146,163,187,234],"data":[3,27,32,51,90,93,114,135,147,206,224],"science":[4,33,46,94,115,136,148],"emerged":[5],"in":[6,12,26,45,68,100,116,137,178],"recent":[7],"years,":[8],"building":[9],"on":[10,142,160],"advances":[11,173],"computational":[13],"statistics,":[14],"machine":[15],"learning,":[16],"artificial":[17],"intelligence,":[18],"and":[19,28,71,123,156,221],"big":[20],"data.":[21],"Modern":[22],"organizations":[23],"are":[24,29,57,66,108],"immersed":[25],"turning":[30],"toward":[31],"to":[34,60,110,130,217,231],"address":[35],"a":[36,127],"variety":[37,183],"business":[39,64,106,188],"problems.":[40,189],"While":[41],"numerous":[42],"complex":[43,69,235],"problems":[44,65,86,107,194,222],"have":[47,95],"become":[48],"solvable":[49],"through":[50,89,205],"science,":[52,225],"not":[53],"all":[54],"scientific":[55,79],"solutions":[56],"equally":[58],"applicable":[59],"business.":[61,138],"Many":[62],"data-intensive":[63],"situated":[67],"socio-political":[70],"behavioral":[72],"contexts":[73],"that":[74,171,212],"still":[75],"elude":[76],"commonly":[77],"used":[78],"methods.":[80],"To":[81],"what":[82],"extent":[83],"can":[84,195,213],"such":[85,193],"be":[87,111,196,214],"addressed":[88,112],"science?":[91],"Does":[92],"any":[96],"inherent":[97],"blind":[98],"spots":[99],"this":[101],"regard?":[102],"What":[103],"types":[104,186],"likely":[109],"by":[113],"the":[117,132,175],"near":[118],"future,":[119],"which":[120],"will":[121],"not,":[122],"why?":[124],"We":[125,158,169,208],"develop":[126],"conceptual":[128],"framework":[129,140],"inform":[131],"application":[133],"draws":[141],"an":[143],"extensive":[144],"review":[145],"literature":[149],"across":[150,174],"four":[151,176],"domains:":[152],"data,":[153],"method,":[154],"interfaces,":[155],"cognition.":[157],"draw":[159],"Ashby\u2019s":[161],"Law":[162],"Requisite":[164],"Variety":[165],"as":[166],"theoretical":[167],"principle.":[168],"conclude":[170],"data-scientific":[172],"domains,":[177],"aggregate,":[179],"could":[180],"constitute":[181],"requisite":[182],"for":[184],"particular":[185],"This":[190],"explains":[191],"why":[192],"fully":[197],"or":[198,203],"only":[199,228],"partially":[200],"addressed,":[201],"solved,":[202],"automated":[204],"science.":[207],"distinguish":[209],"between":[210],"situations":[211],"improved":[215],"due":[216],"cross-domain":[218],"compensatory":[219],"effects,":[220],"where":[223],"at":[226],"best,":[227],"contributes":[229],"merely":[230],"better":[232],"understanding":[233],"phenomena.":[236]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":2}],"updated_date":"2026-06-18T08:10:14.011955","created_date":"2025-10-10T00:00:00"}
