{"id":"https://openalex.org/W3117656777","doi":"https://doi.org/10.1080/09537325.2020.1864315","title":"Innovation patterns of big data technology in large companies and start-ups: an empirical analysis","display_name":"Innovation patterns of big data technology in large companies and start-ups: an empirical analysis","publication_year":2020,"publication_date":"2020-12-28","ids":{"openalex":"https://openalex.org/W3117656777","doi":"https://doi.org/10.1080/09537325.2020.1864315","mag":"3117656777"},"language":"en","primary_location":{"id":"doi:10.1080/09537325.2020.1864315","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2020.1864315","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"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":"Technology Analysis & Strategic Management","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/A5101806109","display_name":"Ohsung Kwon","orcid":"https://orcid.org/0000-0003-2746-0747"},"institutions":[{"id":"https://openalex.org/I4210120855","display_name":"Korea Institute for Industrial Economics and Trade","ror":"https://ror.org/02kn1p956","country_code":"KR","type":"facility","lineage":["https://openalex.org/I4210097958","https://openalex.org/I4210120855"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ohsung Kwon","raw_affiliation_strings":["Korea Institute for Industrial Economics & Trade (KIET), Sejong, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Korea Institute for Industrial Economics & Trade (KIET), Sejong, Republic of Korea","institution_ids":["https://openalex.org/I4210120855"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101818929","display_name":"Sang-Min Lim","orcid":"https://orcid.org/0000-0002-6393-7082"},"institutions":[{"id":"https://openalex.org/I4387155180","display_name":"Samsung SDS (South Korea)","ror":"https://ror.org/0476bn305","country_code":null,"type":"company","lineage":["https://openalex.org/I2250650973","https://openalex.org/I4387155180"]},{"id":"https://openalex.org/I2250650973","display_name":"Samsung (South Korea)","ror":"https://ror.org/04w3jy968","country_code":"KR","type":"company","lineage":["https://openalex.org/I2250650973"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sangmin Lim","raw_affiliation_strings":["Samsung SDS, Seoul, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"Samsung SDS, Seoul, Republic of Korea","institution_ids":["https://openalex.org/I2250650973","https://openalex.org/I4387155180"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100436311","display_name":"Duk Hee Lee","orcid":"https://orcid.org/0000-0002-9962-3595"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Duk Hee Lee","raw_affiliation_strings":["School of Business and Technology Management, College of Business, KAIST, Daejeon, Republic of Korea"],"affiliations":[{"raw_affiliation_string":"School of Business and Technology Management, College of Business, KAIST, Daejeon, Republic of Korea","institution_ids":["https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100436311"],"corresponding_institution_ids":["https://openalex.org/I157485424"],"apc_list":null,"apc_paid":null,"fwci":1.2712,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.83948995,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"33","issue":"9","first_page":"1052","last_page":"1067"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9927999973297119,"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":0.9927999973297119,"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/T10856","display_name":"Intellectual Property and Patents","score":0.972599983215332,"subfield":{"id":"https://openalex.org/subfields/1405","display_name":"Management of Technology and Innovation"},"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/T12659","display_name":"Innovation Diffusion and Forecasting","score":0.9624000191688538,"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/big-data","display_name":"Big data","score":0.6831916570663452},{"id":"https://openalex.org/keywords/trademark","display_name":"Trademark","score":0.6505483388900757},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5889428853988647},{"id":"https://openalex.org/keywords/venture-capital","display_name":"Venture capital","score":0.5528655052185059},{"id":"https://openalex.org/keywords/exploratory-analysis","display_name":"Exploratory analysis","score":0.46996352076530457},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.4541938900947571},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.4099050462245941},{"id":"https://openalex.org/keywords/industrial-organization","display_name":"Industrial organization","score":0.3483019471168518},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.2866199016571045},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.21654242277145386}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6831916570663452},{"id":"https://openalex.org/C2779027411","wikidata":"https://www.wikidata.org/wiki/Q167270","display_name":"Trademark","level":2,"score":0.6505483388900757},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5889428853988647},{"id":"https://openalex.org/C21279758","wikidata":"https://www.wikidata.org/wiki/Q219409","display_name":"Venture capital","level":2,"score":0.5528655052185059},{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.46996352076530457},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.4541938900947571},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.4099050462245941},{"id":"https://openalex.org/C40700","wikidata":"https://www.wikidata.org/wiki/Q1411783","display_name":"Industrial organization","level":1,"score":0.3483019471168518},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.2866199016571045},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.21654242277145386},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/09537325.2020.1864315","is_oa":false,"landing_page_url":"https://doi.org/10.1080/09537325.2020.1864315","pdf_url":null,"source":{"id":"https://openalex.org/S130699561","display_name":"Technology Analysis and Strategic Management","issn_l":"0953-7325","issn":["0953-7325","1465-3990"],"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":"Technology Analysis & Strategic Management","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6399999856948853}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W566586761","https://openalex.org/W1034275852","https://openalex.org/W1547039911","https://openalex.org/W1964936331","https://openalex.org/W1965680834","https://openalex.org/W1969227989","https://openalex.org/W2014062775","https://openalex.org/W2033297646","https://openalex.org/W2034734086","https://openalex.org/W2042646962","https://openalex.org/W2058610007","https://openalex.org/W2069607672","https://openalex.org/W2070807137","https://openalex.org/W2086234301","https://openalex.org/W2149140091","https://openalex.org/W2159128662","https://openalex.org/W2261525379","https://openalex.org/W2318104731","https://openalex.org/W2386066520","https://openalex.org/W2395492686","https://openalex.org/W2520981676","https://openalex.org/W2525965714","https://openalex.org/W2567289819","https://openalex.org/W2611652454","https://openalex.org/W2810841732","https://openalex.org/W2999769309"],"related_works":["https://openalex.org/W2057103230","https://openalex.org/W3126045164","https://openalex.org/W168511826","https://openalex.org/W2365166052","https://openalex.org/W2369673801","https://openalex.org/W3082824825","https://openalex.org/W51680180","https://openalex.org/W2357069713","https://openalex.org/W2903897090","https://openalex.org/W4254324843"],"abstract_inverted_index":{"With":[0],"the":[1,7,37,54,57,61,84,134],"unprecedented":[2],"growth":[3],"in":[4,24,56,60],"information":[5],"technology,":[6],"importance":[8],"of":[9,40,88,130],"big":[10,25,49],"data":[11,26],"analytical":[12],"skills":[13],"has":[14],"grown":[15],"exponentially.":[16],"Therefore,":[17],"it":[18],"is":[19],"important":[20],"to":[21,48,82,124],"understand":[22],"innovations":[23],"and":[27,33,65,71,78,105,118,133,141],"related":[28],"technologies.":[29],"Since":[30],"large":[31,96],"companies":[32,97],"start-ups":[34,109],"are":[35],"considered":[36],"principal":[38],"sources":[39],"innovation,":[41],"we":[42],"investigate":[43],"their":[44],"innovation":[45],"patterns":[46],"pertaining":[47],"data.":[50],"We":[51],"analyse":[52],"all":[53],"patents":[55,85],"G06F-17/30":[58],"class":[59],"United":[62],"States":[63],"Patent":[64],"Trademark":[66],"Office":[67],"(USPTO)":[68],"for":[69,136],"2017":[70],"use":[72],"hierarchical":[73],"clustering,":[74],"word":[75],"stems":[76],"analysis":[77],"minimum":[79],"spanning":[80],"tree":[81],"classify":[83],"as":[86,103,115],"part":[87],"an":[89],"exploratory":[90],"research.":[91],"Our":[92,121],"results":[93],"show":[94],"that":[95],"concentrate":[98],"on":[99,111],"B2C":[100],"businesses,":[101],"such":[102,114],"entertaining":[104],"interacting":[106],"skills,":[107],"whereas":[108],"focus":[110],"niche":[112],"markets,":[113],"materials,":[116],"components":[117],"social":[119],"media.":[120],"paper":[122],"contributes":[123],"a":[125,127],"more":[126],"comprehensive":[128],"understanding":[129],"future":[131],"technologies":[132],"decisions":[135],"investments":[137],"by":[138],"venture":[139],"capitalists":[140],"governments.":[142]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}