{"id":"https://openalex.org/W4416798175","doi":"https://doi.org/10.1109/access.2025.3638456","title":"On Building a Data-Driven Culture in SMEs","display_name":"On Building a Data-Driven Culture in SMEs","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4416798175","doi":"https://doi.org/10.1109/access.2025.3638456"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3638456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3638456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2025.3638456","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085458450","display_name":"Marta Zorrilla","orcid":"https://orcid.org/0000-0002-0475-8834"},"institutions":[{"id":"https://openalex.org/I13134134","display_name":"Universidad de Cantabria","ror":"https://ror.org/046ffzj20","country_code":"ES","type":"education","lineage":["https://openalex.org/I13134134"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Marta Zorrilla","raw_affiliation_strings":["Departamento de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria, Santander, Cantabria, Spain","Dpto. de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria. Avda. de los Castros, s/n, Santander (Cantabria), SPAIN"],"affiliations":[{"raw_affiliation_string":"Departamento de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria, Santander, Cantabria, Spain","institution_ids":["https://openalex.org/I13134134"]},{"raw_affiliation_string":"Dpto. de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria. Avda. de los Castros, s/n, Santander (Cantabria), SPAIN","institution_ids":["https://openalex.org/I13134134"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101479062","display_name":"Francisco Manuel Somohano Rodr\u00edguez","orcid":"https://orcid.org/0000-0003-4628-999X"},"institutions":[{"id":"https://openalex.org/I13134134","display_name":"Universidad de Cantabria","ror":"https://ror.org/046ffzj20","country_code":"ES","type":"education","lineage":["https://openalex.org/I13134134"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francisco M. Somohano-Rodriguez","raw_affiliation_strings":["SANFI, Universidad de Cantabria, Santander, Cantabria, Spain","SANFI, Universidad de Cantabria, Avda. de los Castros, s/n, Santander (Cantabria), SPAIN"],"affiliations":[{"raw_affiliation_string":"SANFI, Universidad de Cantabria, Santander, Cantabria, Spain","institution_ids":["https://openalex.org/I13134134"]},{"raw_affiliation_string":"SANFI, Universidad de Cantabria, Avda. de los Castros, s/n, Santander (Cantabria), SPAIN","institution_ids":["https://openalex.org/I13134134"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038455089","display_name":"Juan Yebenes","orcid":"https://orcid.org/0000-0002-2906-5065"},"institutions":[{"id":"https://openalex.org/I13134134","display_name":"Universidad de Cantabria","ror":"https://ror.org/046ffzj20","country_code":"ES","type":"education","lineage":["https://openalex.org/I13134134"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan R. Yebenes","raw_affiliation_strings":["Departamento de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria, Santander, Cantabria, Spain","Dpto. de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria. Avda. de los Castros, s/n, Santander (Cantabria), SPAIN"],"affiliations":[{"raw_affiliation_string":"Departamento de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria, Santander, Cantabria, Spain","institution_ids":["https://openalex.org/I13134134"]},{"raw_affiliation_string":"Dpto. de Ingenier&#x00ED;a Inform&#x00E1;tica y Electr&#x00F3;nica, Universidad de Cantabria. Avda. de los Castros, s/n, Santander (Cantabria), SPAIN","institution_ids":["https://openalex.org/I13134134"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5085458450"],"corresponding_institution_ids":["https://openalex.org/I13134134"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42544648,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":null,"first_page":"203875","last_page":"203896"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.7110999822616577,"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"}},"topics":[{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.7110999822616577,"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/T11891","display_name":"Big Data and Business Intelligence","score":0.15850000083446503,"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/T11937","display_name":"Research Data Management Practices","score":0.022299999371170998,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/scope","display_name":"Scope (computer science)","score":0.6816999912261963},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6292999982833862},{"id":"https://openalex.org/keywords/data-governance","display_name":"Data governance","score":0.5863000154495239},{"id":"https://openalex.org/keywords/data-warehouse","display_name":"Data warehouse","score":0.5687999725341797},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.5065000057220459},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5044000148773193},{"id":"https://openalex.org/keywords/business-value","display_name":"Business value","score":0.46470001339912415},{"id":"https://openalex.org/keywords/asset","display_name":"Asset (computer security)","score":0.450300008058548},{"id":"https://openalex.org/keywords/competitive-advantage","display_name":"Competitive advantage","score":0.45010000467300415},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4496000111103058}],"concepts":[{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6816999912261963},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6292999982833862},{"id":"https://openalex.org/C196879817","wikidata":"https://www.wikidata.org/wiki/Q872685","display_name":"Data governance","level":4,"score":0.5863000154495239},{"id":"https://openalex.org/C135572916","wikidata":"https://www.wikidata.org/wiki/Q193351","display_name":"Data warehouse","level":2,"score":0.5687999725341797},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.5138999819755554},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.5065000057220459},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5044000148773193},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48260000348091125},{"id":"https://openalex.org/C147239956","wikidata":"https://www.wikidata.org/wiki/Q556441","display_name":"Business value","level":3,"score":0.46470001339912415},{"id":"https://openalex.org/C76178495","wikidata":"https://www.wikidata.org/wiki/Q4808784","display_name":"Asset (computer security)","level":2,"score":0.450300008058548},{"id":"https://openalex.org/C58546491","wikidata":"https://www.wikidata.org/wiki/Q1150207","display_name":"Competitive advantage","level":2,"score":0.45010000467300415},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4496000111103058},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.43689998984336853},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4189000129699707},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3772999942302704},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3179999887943268},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.31769999861717224},{"id":"https://openalex.org/C136227091","wikidata":"https://www.wikidata.org/wiki/Q5380376","display_name":"Enterprise data management","level":3,"score":0.31619998812675476},{"id":"https://openalex.org/C53173841","wikidata":"https://www.wikidata.org/wiki/Q1897444","display_name":"Action research","level":2,"score":0.29829999804496765},{"id":"https://openalex.org/C67571701","wikidata":"https://www.wikidata.org/wiki/Q1318054","display_name":"Enterprise system","level":2,"score":0.29350000619888306},{"id":"https://openalex.org/C106201281","wikidata":"https://www.wikidata.org/wiki/Q336119","display_name":"Business operations","level":2,"score":0.2930999994277954},{"id":"https://openalex.org/C19351080","wikidata":"https://www.wikidata.org/wiki/Q1395034","display_name":"New product development","level":2,"score":0.28940001130104065},{"id":"https://openalex.org/C129011618","wikidata":"https://www.wikidata.org/wiki/Q7621821","display_name":"Strategic alignment","level":4,"score":0.2890999913215637},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.2888999879360199},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.2888999879360199},{"id":"https://openalex.org/C2780103759","wikidata":"https://www.wikidata.org/wiki/Q5264375","display_name":"Design science","level":2,"score":0.2863999903202057},{"id":"https://openalex.org/C180198813","wikidata":"https://www.wikidata.org/wiki/Q121182","display_name":"Information system","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C2767350","wikidata":"https://www.wikidata.org/wiki/Q6662173","display_name":"Business intelligence","level":2,"score":0.2727000117301941},{"id":"https://openalex.org/C48879800","wikidata":"https://www.wikidata.org/wiki/Q622439","display_name":"Small and medium-sized enterprises","level":2,"score":0.27250000834465027},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2721000015735626},{"id":"https://openalex.org/C2777655877","wikidata":"https://www.wikidata.org/wiki/Q3475740","display_name":"Design science research","level":3,"score":0.2721000015735626},{"id":"https://openalex.org/C2778820799","wikidata":"https://www.wikidata.org/wiki/Q3454688","display_name":"Cost reduction","level":2,"score":0.2538999915122986},{"id":"https://openalex.org/C2778434605","wikidata":"https://www.wikidata.org/wiki/Q2445479","display_name":"Total cost of ownership","level":2,"score":0.2531000077724457}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2025.3638456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3638456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:repositorio.unican.es:10902/38765","is_oa":false,"landing_page_url":"https://hdl.handle.net/10902/38765","pdf_url":null,"source":{"id":"https://openalex.org/S4306400398","display_name":"UCrea (University of Cantabria)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I13134134","host_organization_name":"Universidad de Cantabria","host_organization_lineage":["https://openalex.org/I13134134"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access, 2025, 13, 203875-203896","raw_type":"publishedVersion"},{"id":"pmh:oai:doaj.org/article:f79dd25abca9458e9052252f65952d17","is_oa":true,"landing_page_url":"https://doaj.org/article/f79dd25abca9458e9052252f65952d17","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 13, Pp 203875-203896 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3638456","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3638456","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0,178],"paper":[1],"presents":[2],"a":[3,9,17,26,73,99,113,125,164,175],"case":[4,85],"study":[5,65,179],"that":[6,94,107],"demonstrates":[7],"how":[8],"Small":[10],"and":[11,29,57,133,156,193,208],"Medium-sized":[12],"Enterprise":[13],"(SME)":[14],"can":[15],"implement":[16],"Data":[18,69],"Governance":[19,70],"(DG)":[20],"system":[21,128],"to":[22,47,52,97,120,160,181,204],"manage":[23],"data":[24,34,40,49,104,145,162],"as":[25,163],"strategic":[27],"asset":[28],"enhance":[30],"decision-making":[31],"through":[32,72],"improved":[33],"quality.":[35],"Although":[36],"the":[37,64,67,91,115,122,158,170,182,195,199,205,211],"value":[38],"of":[39,124,197,201,210],"is":[41],"increasingly":[42],"recognized,":[43],"SMEs":[44,192],"often":[45],"struggle":[46],"operate":[48],"strategies":[50],"due":[51],"limited":[53],"resources,":[54],"technical":[55],"constraints,":[56],"cultural":[58],"inertia.":[59],"To":[60],"overcome":[61],"these":[62],"challenges,":[63],"applies":[66],"TRENTI":[68],"Framework":[71],"Design":[74],"Science":[75],"Action":[76],"Research":[77],"(DSAR)":[78],"methodology":[79],"across":[80],"five":[81],"iterative":[82],"cycles.":[83],"The":[84,139],"centers":[86],"on":[87],"an":[88,136],"SME":[89,159],"in":[90,144,191],"industrial":[92],"sector":[93],"initially":[95],"aimed":[96],"develop":[98],"cost":[100,151],"model":[101],"but":[102],"faced":[103],"quality":[105,146],"issues":[106],"undermined":[108],"accurate":[109,150],"product":[110],"costing.":[111],"As":[112],"result,":[114],"project\u2019s":[116],"scope":[117,200],"was":[118],"broadened":[119],"include":[121],"implementation":[123,190],"tailored":[126],"DG":[127,189],"aligned":[129],"with":[130],"business":[131],"strategy":[132],"supported":[134],"by":[135,184],"ERP":[137],"platform.":[138],"results":[140],"reveal":[141],"significant":[142],"improvements":[143],"indicators,":[147],"enabling":[148],"more":[149],"calculations,":[152],"enhanced":[153],"warehouse":[154],"control,":[155],"positioning":[157],"leverage":[161],"competitive":[165],"advantage.":[166],"These":[167],"outcomes":[168],"are":[169],"first":[171],"steps":[172],"toward":[173],"becoming":[174],"data-driven":[176],"company.":[177],"contributes":[180],"literature":[183],"offering":[185],"practical":[186],"insights":[187],"into":[188],"underscores":[194],"importance":[196],"adapting":[198],"existing":[202],"frameworks":[203],"operational":[206],"scale":[207],"constraints":[209],"SMEs.":[212]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-11-28T00:00:00"}
