{"id":"https://openalex.org/W4381664321","doi":"https://doi.org/10.3390/su15139854","title":"Business Intelligence Strategies, Best Practices, and Latest Trends: Analysis of Scientometric Data from 2003 to 2023 Using Machine Learning","display_name":"Business Intelligence Strategies, Best Practices, and Latest Trends: Analysis of Scientometric Data from 2003 to 2023 Using Machine Learning","publication_year":2023,"publication_date":"2023-06-21","ids":{"openalex":"https://openalex.org/W4381664321","doi":"https://doi.org/10.3390/su15139854"},"language":"en","primary_location":{"id":"doi:10.3390/su15139854","doi":"https://doi.org/10.3390/su15139854","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su15139854","pdf_url":"https://www.mdpi.com/2071-1050/15/13/9854/pdf?version=1687316062","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2071-1050/15/13/9854/pdf?version=1687316062","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5058328755","display_name":"Fatih G\u00fcrcan","orcid":"https://orcid.org/0000-0001-9915-6686","observed_orcids":["https://orcid.org/0000-0001-9915-6686"]},"institutions":[{"id":"https://openalex.org/I162720556","display_name":"Karadeniz Technical University","ror":"https://ror.org/03z8fyr40","country_code":"TR","type":"education","lineage":["https://openalex.org/I162720556"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Fatih Gurcan","raw_affiliation_strings":["Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon 61080, Turkey"],"raw_orcid":"https://orcid.org/0000-0001-9915-6686","affiliations":[{"raw_affiliation_string":"Department of Management Information Systems, Faculty of Economics and Administrative Sciences, Karadeniz Technical University, Trabzon 61080, Turkey","institution_ids":["https://openalex.org/I162720556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073166250","display_name":"Ahmet Ayaz","orcid":"https://orcid.org/0000-0003-1405-0546","observed_orcids":["https://orcid.org/0000-0003-1405-0546"]},"institutions":[{"id":"https://openalex.org/I162720556","display_name":"Karadeniz Technical University","ror":"https://ror.org/03z8fyr40","country_code":"TR","type":"education","lineage":["https://openalex.org/I162720556"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ahmet Ayaz","raw_affiliation_strings":["Digital Transformation Office, Karadeniz Technical University, Trabzon 61080, Turkey"],"raw_orcid":"https://orcid.org/0000-0003-1405-0546","affiliations":[{"raw_affiliation_string":"Digital Transformation Office, Karadeniz Technical University, Trabzon 61080, Turkey","institution_ids":["https://openalex.org/I162720556"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080087159","display_name":"Gonca G\u00f6k\u00e7e Menek\u015fe Dalveren","orcid":"https://orcid.org/0000-0002-8649-1909","observed_orcids":["https://orcid.org/0000-0002-8649-1909"]},"institutions":[{"id":"https://openalex.org/I45542416","display_name":"Atilim University","ror":"https://ror.org/04pd3v454","country_code":"TR","type":"education","lineage":["https://openalex.org/I45542416"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Gonca Gokce Menekse Dalveren","raw_affiliation_strings":["Department of Software Engineering, Faculty of Engineering, Atilim University, Ankara 06830, Turkey"],"raw_orcid":"https://orcid.org/0000-0002-8649-1909","affiliations":[{"raw_affiliation_string":"Department of Software Engineering, Faculty of Engineering, Atilim University, Ankara 06830, Turkey","institution_ids":["https://openalex.org/I45542416"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041591589","display_name":"Mohammad Omar Derawi","orcid":"https://orcid.org/0000-0003-0448-7613","observed_orcids":["https://orcid.org/0000-0003-0448-7613"]},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Mohammad Derawi","raw_affiliation_strings":["Department of Electronic Systems, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology, 7034 Gj\u00f8vik, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electronic Systems, Faculty of Information Technology and Electrical Engineering, Norwegian University of Science and Technology, 7034 Gj\u00f8vik, Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041591589"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":{"value":2200,"currency":"CHF","value_usd":2447},"apc_paid":{"value":2200,"currency":"CHF","value_usd":2447},"fwci":8.0434,"has_fulltext":true,"cited_by_count":42,"citation_normalized_percentile":{"value":0.97503185,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"15","issue":"13","first_page":"9854","last_page":"9854"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9057999849319458,"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":0.9057999849319458,"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/T13204","display_name":"Competitive and Knowledge Intelligence","score":0.07429999858140945,"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/T10102","display_name":"scientometrics and bibliometrics research","score":0.005200000014156103,"subfield":{"id":"https://openalex.org/subfields/3309","display_name":"Library and Information Sciences"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/business-intelligence","display_name":"business intelligence","score":0.996999979019165},{"id":"https://openalex.org/keywords/research-trends","display_name":"research trends","score":0.9929999709129333},{"id":"https://openalex.org/keywords/research-patterns","display_name":"research patterns","score":0.8399999737739563},{"id":"https://openalex.org/keywords/topic-modeling","display_name":"topic modeling","score":0.7089999914169312},{"id":"https://openalex.org/keywords/scientometrics","display_name":"scientometrics","score":0.7429999709129333},{"id":"https://openalex.org/keywords/organizational-capabilities","display_name":"organizational capabilities","score":0.859000027179718},{"id":"https://openalex.org/keywords/artificial-intelligence-applications","display_name":"artificial intelligence applications","score":0.8769999742507935},{"id":"https://openalex.org/keywords/data-mining","display_name":"data mining","score":0.9760000109672546},{"id":"https://openalex.org/keywords/big-data-analytics","display_name":"big data analytics","score":1.0},{"id":"https://openalex.org/keywords/data-visualization","display_name":"data visualization","score":0.9480000138282776},{"id":"https://openalex.org/keywords/research-taxonomy","display_name":"research taxonomy","score":0.5550000071525574},{"id":"https://openalex.org/keywords/research-gap","display_name":"research gaps","score":0.8479999899864197}],"concepts":[{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.7930444478988647},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.786972165107727},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.7136557698249817},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.6529719829559326},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6365706920623779},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5728840231895447},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5392637848854065},{"id":"https://openalex.org/C37952496","wikidata":"https://www.wikidata.org/wiki/Q5001829","display_name":"Business analytics","level":4,"score":0.5109719038009644},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4825719892978668},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.45411965250968933},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.43419817090034485},{"id":"https://openalex.org/C544335954","wikidata":"https://www.wikidata.org/wiki/Q2553348","display_name":"Web intelligence","level":4,"score":0.4156371057033539},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.34946706891059875},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.34406110644340515},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2129192352294922},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.21165111660957336},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1940266489982605},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.19201713800430298},{"id":"https://openalex.org/C189076506","wikidata":"https://www.wikidata.org/wiki/Q1518232","display_name":"Business analysis","level":3,"score":0.17764264345169067},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.12729284167289734},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08902290463447571},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.08874312043190002},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.08767402172088623},{"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/C79373723","wikidata":"https://www.wikidata.org/wiki/Q386275","display_name":"Web development","level":3,"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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/su15139854","doi":"https://doi.org/10.3390/su15139854","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su15139854","pdf_url":"https://www.mdpi.com/2071-1050/15/13/9854/pdf?version=1687316062","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jsusta:v:15:y:2023:i:13:p:9854-:d:1175681","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/2071-1050/15/13/9854/","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,"listed_in":[],"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"}],"best_oa_location":{"id":"doi:10.3390/su15139854","doi":"https://doi.org/10.3390/su15139854","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su15139854","pdf_url":"https://www.mdpi.com/2071-1050/15/13/9854/pdf?version=1687316062","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"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":"Sustainability","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4381664321.pdf","grobid_xml":"https://content.openalex.org/works/W4381664321.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W64269816","https://openalex.org/W1487531252","https://openalex.org/W1494721750","https://openalex.org/W1543768025","https://openalex.org/W1567679636","https://openalex.org/W1573124606","https://openalex.org/W1609508549","https://openalex.org/W1856419899","https://openalex.org/W1905949538","https://openalex.org/W1965102537","https://openalex.org/W1973296033","https://openalex.org/W2001082470","https://openalex.org/W2019335653","https://openalex.org/W2021526671","https://openalex.org/W2021557227","https://openalex.org/W2023134523","https://openalex.org/W2026437531","https://openalex.org/W2052452825","https://openalex.org/W2083171393","https://openalex.org/W2114320353","https://openalex.org/W2124132482","https://openalex.org/W2127114070","https://openalex.org/W2130339025","https://openalex.org/W2141975087","https://openalex.org/W2146658606","https://openalex.org/W2150019864","https://openalex.org/W2174706414","https://openalex.org/W2324393032","https://openalex.org/W2333167221","https://openalex.org/W2528220491","https://openalex.org/W2529936865","https://openalex.org/W2574134800","https://openalex.org/W2622186323","https://openalex.org/W2767596907","https://openalex.org/W2803678638","https://openalex.org/W2889390336","https://openalex.org/W2892614905","https://openalex.org/W2903337147","https://openalex.org/W2911022553","https://openalex.org/W2912078951","https://openalex.org/W2924676456","https://openalex.org/W2951055039","https://openalex.org/W2962723807","https://openalex.org/W2962757214","https://openalex.org/W2963034284","https://openalex.org/W2974400688","https://openalex.org/W3000666783","https://openalex.org/W3000830426","https://openalex.org/W3016487334","https://openalex.org/W3036644138","https://openalex.org/W3081704263","https://openalex.org/W3118800910","https://openalex.org/W3135154130","https://openalex.org/W3152332785","https://openalex.org/W3156147802","https://openalex.org/W3157395621","https://openalex.org/W3160856016","https://openalex.org/W3196486957","https://openalex.org/W3198615769","https://openalex.org/W3201559183","https://openalex.org/W3202069558","https://openalex.org/W3216315150","https://openalex.org/W4221073492","https://openalex.org/W4225011893","https://openalex.org/W4252049996","https://openalex.org/W4285230983","https://openalex.org/W4297464588","https://openalex.org/W4304610062","https://openalex.org/W4312599097","https://openalex.org/W4312805823","https://openalex.org/W4366991013","https://openalex.org/W4377022869","https://openalex.org/W4381806357"],"related_works":["https://openalex.org/W7130568972","https://openalex.org/W7160166353","https://openalex.org/W7155084424","https://openalex.org/W4285094129","https://openalex.org/W4389429077","https://openalex.org/W2966572586","https://openalex.org/W3201559183","https://openalex.org/W1977577597","https://openalex.org/W4252049996","https://openalex.org/W4224001489"],"abstract_inverted_index":{"The":[0,18],"widespread":[1],"use":[2],"of":[3,13,20,28],"business":[4,23,64],"intelligence":[5,24,65],"products,":[6],"services,":[7],"and":[8,35,60,85,99,116,130],"applications":[9],"piques":[10],"the":[11,26,63,68,81,113,121,136,141],"interest":[12,19],"researchers":[14,21,129],"in":[15,22,54,62,133,140,155],"this":[16],"field.":[17,142],"increases":[25],"number":[27],"studies":[29],"significantly.":[30],"Identifying":[31],"domain-specific":[32,52],"research":[33,41,58,83,114,157,161],"patterns":[34,59],"trends":[36,61],"is":[37],"thus":[38],"a":[39,46,73],"significant":[40],"problem.":[42],"This":[43,123],"study":[44,124],"employs":[45],"topic":[47,146],"modeling":[48,147],"approach":[49],"to":[50,56,128,152],"analyze":[51],"articles":[53],"order":[55],"identify":[57,153],"field":[66],"over":[67],"last":[69],"20":[70],"years.":[71],"As":[72],"result,":[74],"36":[75],"topics":[76],"were":[77],"discovered":[78],"that":[79],"reflect":[80],"field\u2019s":[82],"landscape":[84],"trends.":[86],"Topics":[87,143],"such":[88],"as":[89],"\u201cOrganizational":[90],"Capability\u201d,":[91],"\u201cAI":[92],"Applications\u201d,":[93],"\u201cData":[94],"Mining\u201d,":[95],"\u201cBig":[96],"Data":[97],"Analytics\u201d,":[98],"\u201cVisualization\u201d":[100],"have":[101],"recently":[102],"gained":[103],"popularity.":[104],"A":[105],"systematic":[106],"taxonomic":[107],"map":[108],"was":[109],"also":[110,149],"created,":[111],"revealing":[112],"background":[115],"BI":[117],"perspectives":[118],"based":[119],"on":[120],"topics.":[122],"may":[125],"be":[126,150],"useful":[127],"practitioners":[131],"interested":[132],"learning":[134],"about":[135],"most":[137],"recent":[138],"developments":[139],"generated":[144],"by":[145],"can":[148],"used":[151],"gaps":[154],"current":[156],"or":[158],"potential":[159],"future":[160],"directions.":[162]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":22},{"year":2024,"cited_by_count":12}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-06-23T00:00:00"}