{"id":"https://openalex.org/W4415124042","doi":"https://doi.org/10.1109/tbdata.2025.3621149","title":"Bridging the Gaps: A Comprehensive Review of Data Management Capability Maturity Models in the Digital Era","display_name":"Bridging the Gaps: A Comprehensive Review of Data Management Capability Maturity Models in the Digital Era","publication_year":2025,"publication_date":"2025-10-13","ids":{"openalex":"https://openalex.org/W4415124042","doi":"https://doi.org/10.1109/tbdata.2025.3621149"},"language":"en","primary_location":{"id":"doi:10.1109/tbdata.2025.3621149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2025.3621149","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Big Data","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/A5039699480","display_name":"Shuo Yan","orcid":"https://orcid.org/0000-0001-7744-3588"},"institutions":[{"id":"https://openalex.org/I69356397","display_name":"Xi\u2019an Jiaotong-Liverpool University","ror":"https://ror.org/03zmrmn05","country_code":"CN","type":"education","lineage":["https://openalex.org/I69356397"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuo Yan","raw_affiliation_strings":["Entrepreneurship and Enterprise Hub, XJTLU Entrepreneur College (Taicang), Xi’an Jiaotong-Liverpool University, Suzhou, China","Entrepreneurship and Enterprise HubXi'an Jiaotong-Liverpool University"],"raw_orcid":"https://orcid.org/0000-0001-7744-3588","affiliations":[{"raw_affiliation_string":"Entrepreneurship and Enterprise Hub, XJTLU Entrepreneur College (Taicang), Xi’an Jiaotong-Liverpool University, Suzhou, China","institution_ids":["https://openalex.org/I69356397"]},{"raw_affiliation_string":"Entrepreneurship and Enterprise HubXi'an Jiaotong-Liverpool University","institution_ids":["https://openalex.org/I69356397"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jeff Jones","orcid":"https://orcid.org/0000-0003-4641-1393"},"institutions":[{"id":"https://openalex.org/I39555362","display_name":"University of Warwick","ror":"https://ror.org/01a77tt86","country_code":"GB","type":"education","lineage":["https://openalex.org/I39555362"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Jeff Jones","raw_affiliation_strings":["Warwick Manufacturing Group, University of Warwick, Coventry, U.K","Warwick Manufacturing GroupUniversity of Warwick"],"raw_orcid":"https://orcid.org/0000-0003-4641-1393","affiliations":[{"raw_affiliation_string":"Warwick Manufacturing Group, University of Warwick, Coventry, U.K","institution_ids":["https://openalex.org/I39555362"]},{"raw_affiliation_string":"Warwick Manufacturing GroupUniversity of Warwick","institution_ids":["https://openalex.org/I39555362"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.42712529,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"12","issue":"2","first_page":"307","last_page":"320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9708999991416931,"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":0.9708999991416931,"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/T11719","display_name":"Data Quality and Management","score":0.951200008392334,"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/capability-maturity-model","display_name":"Capability Maturity Model","score":0.71670001745224},{"id":"https://openalex.org/keywords/bridging","display_name":"Bridging (networking)","score":0.6545000076293945},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.5577999949455261},{"id":"https://openalex.org/keywords/data-management","display_name":"Data management","score":0.5490000247955322},{"id":"https://openalex.org/keywords/maturity","display_name":"Maturity (psychological)","score":0.534600019454956},{"id":"https://openalex.org/keywords/data-governance","display_name":"Data governance","score":0.46720001101493835},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.43650001287460327},{"id":"https://openalex.org/keywords/relation","display_name":"Relation (database)","score":0.4302999973297119}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7379999756813049},{"id":"https://openalex.org/C85890633","wikidata":"https://www.wikidata.org/wiki/Q929673","display_name":"Capability Maturity Model","level":3,"score":0.71670001745224},{"id":"https://openalex.org/C174348530","wikidata":"https://www.wikidata.org/wiki/Q188635","display_name":"Bridging (networking)","level":2,"score":0.6545000076293945},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6380000114440918},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.5577999949455261},{"id":"https://openalex.org/C1668388","wikidata":"https://www.wikidata.org/wiki/Q1149776","display_name":"Data management","level":2,"score":0.5490000247955322},{"id":"https://openalex.org/C101433766","wikidata":"https://www.wikidata.org/wiki/Q3543263","display_name":"Maturity (psychological)","level":2,"score":0.534600019454956},{"id":"https://openalex.org/C196879817","wikidata":"https://www.wikidata.org/wiki/Q872685","display_name":"Data governance","level":4,"score":0.46720001101493835},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.43810001015663147},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.43650001287460327},{"id":"https://openalex.org/C25343380","wikidata":"https://www.wikidata.org/wiki/Q277521","display_name":"Relation (database)","level":2,"score":0.4302999973297119},{"id":"https://openalex.org/C126082660","wikidata":"https://www.wikidata.org/wiki/Q4252370","display_name":"Digital transformation","level":2,"score":0.40070000290870667},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3833000063896179},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3666999936103821},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3409999907016754},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.34040001034736633},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3384999930858612},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.3336000144481659},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.3222000002861023},{"id":"https://openalex.org/C123961466","wikidata":"https://www.wikidata.org/wiki/Q1061970","display_name":"Change management (ITSM)","level":3,"score":0.28610000014305115},{"id":"https://openalex.org/C73890322","wikidata":"https://www.wikidata.org/wiki/Q7455693","display_name":"Service Integration Maturity Model","level":4,"score":0.2791000008583069},{"id":"https://openalex.org/C143219415","wikidata":"https://www.wikidata.org/wiki/Q1417293","display_name":"Technology management","level":2,"score":0.26030001044273376},{"id":"https://openalex.org/C2777655877","wikidata":"https://www.wikidata.org/wiki/Q3475740","display_name":"Design science research","level":3,"score":0.25999999046325684},{"id":"https://openalex.org/C198783460","wikidata":"https://www.wikidata.org/wiki/Q629173","display_name":"Management system","level":2,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tbdata.2025.3621149","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tbdata.2025.3621149","pdf_url":null,"source":{"id":"https://openalex.org/S2491400915","display_name":"IEEE Transactions on Big Data","issn_l":"2332-7790","issn":["2332-7790","2372-2096"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Transactions on Big Data","raw_type":"journal-article"}],"best_oa_location":null,"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":{"As":[0],"digital":[1],"transformation":[2],"accelerates,":[3],"organisations":[4],"are":[5,20],"increasingly":[6],"investing":[7],"in":[8,151,179],"data":[9,27,44,86,177,195,230],"management":[10,28,45,87,231],"infrastructures":[11],"and":[12,42,56,73,97,129,131,136,169,171,183,199,215,223],"setting":[13],"related":[14,84],"strategic":[15],"goals.":[16],"However,":[17],"expected":[18],"returns":[19],"often":[21,204],"not":[22],"realised":[23],"due":[24],"to":[25,40,81,85,181],"ineffective":[26],"practices.":[29],"To":[30],"address":[31],"this,":[32],"Capability":[33,93],"Maturity":[34,94],"Models":[35,95],"(CMMs)":[36,96],"have":[37],"been":[38],"developed":[39],"assess":[41],"enhance":[43],"capabilities":[46],"across":[47],"areas":[48],"such":[49,189],"as":[50,190],"strategy,":[51],"policy,":[52],"leadership,":[53],"culture,":[54],"processes,":[55],"value-added":[57],"activities.":[58],"This":[59],"study":[60],"presents":[61],"a":[62,114,191,212,225],"Systematic":[63],"Literature":[64],"Review":[65],"(SLR)":[66],"covering":[67],"28":[68],"studies":[69,102],"published":[70],"between":[71],"2012":[72],"2022,":[74],"with":[75],"an":[76],"additional":[77],"snowballing":[78],"extension":[79],"up":[80],"January":[82],"2024":[83],"maturity,":[88],"encompassing":[89],"both":[90],"fully":[91],"established":[92],"conceptually":[98],"significant":[99],"contributions.":[100],"The":[101,145],"were":[103,203],"evaluated":[104],"based":[105],"on":[106],"two":[107],"main":[108],"criteria:":[109],"(1)":[110],"the":[111,133,139,152,175,209],"application":[112],"of":[113,124,138,158,162,174],"Design":[115],"Science":[116],"approach,":[117],"comprising":[118],"four":[119,143],"key":[120],"steps-problem":[121],"definition,":[122],"comparison":[123],"existing":[125,153],"models,":[126,140],"model":[127],"development,":[128,166],"evaluation;":[130],"(2)":[132],"comprehensiveness,":[134],"clarity,":[135],"usability":[137],"assessed":[141],"through":[142],"sub-criteria.":[144],"analysis":[146],"identified":[147],"eleven":[148],"major":[149],"shortcomings":[150],"literature,":[154],"including":[155],"limited":[156],"synthesis":[157],"prior":[159],"work,":[160],"lack":[161],"scientifically":[163,213],"grounded":[164],"iterative":[165],"insufficient":[167],"validation":[168],"verification,":[170],"inadequate":[172],"coverage":[173],"complete":[176],"lifecycle-particularly":[178],"relation":[180],"legal":[182],"ISO":[184],"compliance.":[185],"Moreover,":[186],"critical":[187],"elements":[188],"Stage":[192],"0":[193],"for":[194,211,228],"awareness,":[196],"transition":[197],"tables,":[198],"practical":[200],"self-assessment":[201],"schemes":[202],"missing.":[205],"These":[206],"findings":[207],"underscore":[208],"need":[210],"rigorous":[214],"practically":[216],"applicable":[217],"CMM":[218],"that":[219],"addresses":[220],"these":[221],"gaps":[222],"offers":[224],"holistic":[226],"framework":[227],"advancing":[229],"maturity.":[232]},"counts_by_year":[],"updated_date":"2026-03-14T06:41:57.775601","created_date":"2025-10-14T00:00:00"}