{"id":"https://openalex.org/W3009374909","doi":"https://doi.org/10.1108/itp-06-2019-0290","title":"Key competencies for big data analytics professions: a multimethod study","display_name":"Key competencies for big data analytics professions: a multimethod study","publication_year":2020,"publication_date":"2020-03-02","ids":{"openalex":"https://openalex.org/W3009374909","doi":"https://doi.org/10.1108/itp-06-2019-0290","mag":"3009374909"},"language":"en","primary_location":{"id":"doi:10.1108/itp-06-2019-0290","is_oa":false,"landing_page_url":"https://doi.org/10.1108/itp-06-2019-0290","pdf_url":null,"source":{"id":"https://openalex.org/S185256354","display_name":"Information Technology and People","issn_l":"0959-3845","issn":["0959-3845","1758-5813"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology &amp; People","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://ruor.uottawa.ca/bitstreams/3f76afcd-4179-473e-b250-16db85d6ae10/download","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041046565","display_name":"Ajax Persaud","orcid":null},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Ajax Persaud","raw_affiliation_strings":["Telfer School of Management, University of Ottawa, Ottawa, Canada"],"raw_orcid":"https://orcid.org/0000-0002-2846-681X","affiliations":[{"raw_affiliation_string":"Telfer School of Management, University of Ottawa, Ottawa, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5041046565"],"corresponding_institution_ids":["https://openalex.org/I153718931"],"apc_list":null,"apc_paid":null,"fwci":11.1603,"has_fulltext":true,"cited_by_count":86,"citation_normalized_percentile":{"value":0.98411708,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"34","issue":"1","first_page":"178","last_page":"203"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9991999864578247,"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":0.9991999864578247,"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/T10003","display_name":"Innovation and Knowledge Management","score":0.9923999905586243,"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/T11719","display_name":"Data Quality and Management","score":0.9866999983787537,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/originality","display_name":"Originality","score":0.6146820187568665},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5483785271644592},{"id":"https://openalex.org/keywords/business-analytics","display_name":"Business analytics","score":0.5395886301994324},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.511473536491394},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.45763707160949707},{"id":"https://openalex.org/keywords/public-relations","display_name":"Public relations","score":0.39168745279312134},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3608947992324829},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.31528782844543457},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.26816457509994507},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.2567426562309265},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.23446622490882874},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.17789191007614136},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.1533583700656891}],"concepts":[{"id":"https://openalex.org/C2776950860","wikidata":"https://www.wikidata.org/wiki/Q2914681","display_name":"Originality","level":3,"score":0.6146820187568665},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5483785271644592},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.5395886301994324},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.511473536491394},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.45763707160949707},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.39168745279312134},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3608947992324829},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.31528782844543457},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.26816457509994507},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.2567426562309265},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.23446622490882874},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.17789191007614136},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.1533583700656891},{"id":"https://openalex.org/C11012388","wikidata":"https://www.wikidata.org/wiki/Q170658","display_name":"Creativity","level":2,"score":0.0},{"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/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1108/itp-06-2019-0290","is_oa":false,"landing_page_url":"https://doi.org/10.1108/itp-06-2019-0290","pdf_url":null,"source":{"id":"https://openalex.org/S185256354","display_name":"Information Technology and People","issn_l":"0959-3845","issn":["0959-3845","1758-5813"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Information Technology &amp; People","raw_type":"journal-article"},{"id":"pmh:oai:ruor.uottawa.ca:10393/40272","is_oa":true,"landing_page_url":"http://hdl.handle.net/10393/40272","pdf_url":"https://ruor.uottawa.ca/bitstreams/3f76afcd-4179-473e-b250-16db85d6ae10/download","source":{"id":"https://openalex.org/S4306400902","display_name":"uO Research (University of Ottawa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I153718931","host_organization_name":"University of Ottawa","host_organization_lineage":["https://openalex.org/I153718931"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:ruor.uottawa.ca:10393/40272","is_oa":true,"landing_page_url":"http://hdl.handle.net/10393/40272","pdf_url":"https://ruor.uottawa.ca/bitstreams/3f76afcd-4179-473e-b250-16db85d6ae10/download","source":{"id":"https://openalex.org/S4306400902","display_name":"uO Research (University of Ottawa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I153718931","host_organization_name":"University of Ottawa","host_organization_lineage":["https://openalex.org/I153718931"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3009374909.pdf","grobid_xml":"https://content.openalex.org/works/W3009374909.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W181118992","https://openalex.org/W1487531252","https://openalex.org/W1493688372","https://openalex.org/W1494137514","https://openalex.org/W1500693574","https://openalex.org/W1530446948","https://openalex.org/W1561838558","https://openalex.org/W1564617445","https://openalex.org/W1566172004","https://openalex.org/W1573566114","https://openalex.org/W1576208760","https://openalex.org/W1821977771","https://openalex.org/W1964072560","https://openalex.org/W1966998110","https://openalex.org/W1971720068","https://openalex.org/W1975415188","https://openalex.org/W1978462441","https://openalex.org/W1990984650","https://openalex.org/W2001965588","https://openalex.org/W2003813760","https://openalex.org/W2016062440","https://openalex.org/W2020568965","https://openalex.org/W2021708270","https://openalex.org/W2022549877","https://openalex.org/W2034592824","https://openalex.org/W2048308733","https://openalex.org/W2050132392","https://openalex.org/W2076684951","https://openalex.org/W2087792459","https://openalex.org/W2095422038","https://openalex.org/W2110733595","https://openalex.org/W2117617013","https://openalex.org/W2118023920","https://openalex.org/W2121456247","https://openalex.org/W2131566901","https://openalex.org/W2141975087","https://openalex.org/W2146487551","https://openalex.org/W2156368517","https://openalex.org/W2165935007","https://openalex.org/W2168269945","https://openalex.org/W2180345992","https://openalex.org/W2196487518","https://openalex.org/W2207896782","https://openalex.org/W2222139884","https://openalex.org/W2225487928","https://openalex.org/W2233362460","https://openalex.org/W2258542398","https://openalex.org/W2344311283","https://openalex.org/W2474490143","https://openalex.org/W2489408039","https://openalex.org/W2505786633","https://openalex.org/W2517745273","https://openalex.org/W2551636344","https://openalex.org/W2557914632","https://openalex.org/W2561561806","https://openalex.org/W2568623365","https://openalex.org/W2570194203","https://openalex.org/W2590255024","https://openalex.org/W2593865443","https://openalex.org/W2595018038","https://openalex.org/W2608983138","https://openalex.org/W2622186323","https://openalex.org/W2734875900","https://openalex.org/W2796308211","https://openalex.org/W2807178957","https://openalex.org/W2911388033","https://openalex.org/W2911848716","https://openalex.org/W2915441581","https://openalex.org/W2982493052","https://openalex.org/W3121264940","https://openalex.org/W3122003582","https://openalex.org/W3123073329","https://openalex.org/W3124962884"],"related_works":["https://openalex.org/W4367856707","https://openalex.org/W3041288053","https://openalex.org/W2725836824","https://openalex.org/W3033964479","https://openalex.org/W2782244122","https://openalex.org/W3068949829","https://openalex.org/W2081084322","https://openalex.org/W4308701384","https://openalex.org/W3188416226","https://openalex.org/W3215081962"],"abstract_inverted_index":{"Purpose":[0],"This":[1,32,250],"study":[2,33,254],"aims":[3],"to":[4,27,67,129,140,144,148,168,171,181,190,198,203,213,233,258,282,293],"identify":[5],"the":[6,29,71,124,146,154,184,239,252,264,267,271,280],"precise":[7],"competencies":[8,87,100,109,125,187],"that":[9,77,120],"employers":[10,78],"are":[11,79,231],"seeking":[12,80],"for":[13,242],"big":[14,22,48],"data":[15,23,40,49,89],"analytics":[16],"professions":[17],"and":[18,47,53,85,92,101,115,126,201,208,228,273],"whether":[19],"higher":[20,165],"education":[21],"programs":[24,50,170,236],"enable":[25],"students":[26],"acquire":[28],"competencies.":[30,73,156],"Design/methodology/approach":[31],"utilizes":[34],"a":[35,60,96,260,289],"multimethod":[36,261],"approach":[37,262],"involving":[38],"three":[39],"sources:":[41],"online":[42],"job":[43,113],"postings,":[44],"executive":[45],"interviews":[46],"at":[51],"universities":[52,209],"colleges.":[54],"Text":[55],"mining":[56,285],"analysis":[57,286],"guided":[58,287],"by":[59,164,245,288],"holistic":[61,290],"competency":[62,291],"theoretical":[63],"framework":[64,292],"was":[65],"used":[66,163],"derive":[68,294],"insights":[69],"into":[70],"required":[72,110],"Findings":[74],"We":[75],"found":[76],"workers":[81,121],"with":[82,95,112,238],"strong":[83],"functional":[84],"cognitive":[86],"in":[88,270],"analytics,":[90],"computing":[91],"business":[93],"combined":[94],"range":[97],"of":[98,108,186,266,275],"social":[99],"specific":[102],"personality":[103],"traits.":[104],"The":[105,159],"exact":[106],"combination":[107],"varies":[111],"levels":[114],"tasks.":[116],"Executives":[117],"clearly":[118],"indicate":[119],"rarely":[122],"possess":[123],"they":[127,150,152,188],"have":[128,153],"provide":[130],"additional":[131],"training.":[132],"Research":[133],"limitations/implications":[134],"A":[135],"limitation":[136],"is":[137,251,279],"our":[138],"inability":[139],"capture":[141],"workers'":[142],"perspectives":[143,265],"determine":[145],"extent":[147],"which":[149],"think":[151],"necessary":[155],"Practical":[157],"implications":[158,218],"findings":[160],"can":[161,178,195,210],"be":[162],"educational":[166,225],"institutions":[167],"design":[169],"better":[172],"meet":[173],"market":[174],"demand.":[175],"Job":[176],"seekers":[177],"use":[179,196,211],"it":[180,197,212],"focus":[182,199],"on":[183,255],"types":[185],"need":[189,241],"advance":[191],"their":[192,215],"careers.":[193],"Policymakers":[194],"policies":[200],"investments":[202],"alleviate":[204],"skills":[205,243],"shortages.":[206],"Industry":[207],"strengthen":[214],"collaborations.":[216],"Social":[217],"Much":[219],"closer":[220],"collaborations":[221],"among":[222],"public":[223],"institutions,":[224,226],"industry,":[227],"community":[229],"organizations":[230],"needed":[232],"ensure":[234],"training":[235],"evolve":[237],"evolving":[240],"driven":[244],"dynamic":[246],"technological":[247],"changes.":[248],"Originality/value":[249],"first":[253,281],"this":[256],"topic":[257],"adopt":[259],"incorporating":[263],"key":[268],"stakeholders":[269],"supply":[272],"demand":[274],"skilled":[276],"workers.":[277],"It":[278],"employ":[283],"text":[284],"unique":[295],"insights.":[296]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":15},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":19},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":12},{"year":2020,"cited_by_count":2}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2025-10-10T00:00:00"}
