{"id":"https://openalex.org/W4409316800","doi":"https://doi.org/10.3390/bdcc9040093","title":"A Comparison of Data Quality Frameworks: A Review","display_name":"A Comparison of Data Quality Frameworks: A Review","publication_year":2025,"publication_date":"2025-04-09","ids":{"openalex":"https://openalex.org/W4409316800","doi":"https://doi.org/10.3390/bdcc9040093"},"language":"en","primary_location":{"id":"doi:10.3390/bdcc9040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9040093","pdf_url":"https://www.mdpi.com/2504-2289/9/4/93/pdf?version=1744186722","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2504-2289/9/4/93/pdf?version=1744186722","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090321557","display_name":"Russell Miller","orcid":"https://orcid.org/0000-0001-9947-9258"},"institutions":[{"id":"https://openalex.org/I134421475","display_name":"National Physical Laboratory","ror":"https://ror.org/015w2mp89","country_code":"GB","type":"facility","lineage":["https://openalex.org/I134421475"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Russell Miller","raw_affiliation_strings":["National Physical Laboratory, Informatics, Data Science Department, Glasgow G1 1RD, UK"],"affiliations":[{"raw_affiliation_string":"National Physical Laboratory, Informatics, Data Science Department, Glasgow G1 1RD, UK","institution_ids":["https://openalex.org/I134421475"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112019376","display_name":"S. Chan","orcid":null},"institutions":[{"id":"https://openalex.org/I134421475","display_name":"National Physical Laboratory","ror":"https://ror.org/015w2mp89","country_code":"GB","type":"facility","lineage":["https://openalex.org/I134421475"]},{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sai Hin Matthew Chan","raw_affiliation_strings":["Department of Mathematics, University of Bath, Bath BA2 7AY, UK","National Physical Laboratory, Informatics, Data Science Department, Teddington TW11 0LW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics, University of Bath, Bath BA2 7AY, UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"National Physical Laboratory, Informatics, Data Science Department, Teddington TW11 0LW, UK","institution_ids":["https://openalex.org/I134421475"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111791780","display_name":"Harvey Whelan","orcid":"https://orcid.org/0009-0001-4174-3535"},"institutions":[{"id":"https://openalex.org/I134421475","display_name":"National Physical Laboratory","ror":"https://ror.org/015w2mp89","country_code":"GB","type":"facility","lineage":["https://openalex.org/I134421475"]},{"id":"https://openalex.org/I51601045","display_name":"University of Bath","ror":"https://ror.org/002h8g185","country_code":"GB","type":"education","lineage":["https://openalex.org/I51601045"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Harvey Whelan","raw_affiliation_strings":["Department of Natural Sciences, University of Bath, Bath BA2 7AX, UK","National Physical Laboratory, Informatics, Data Science Department, Teddington TW11 0LW, UK"],"affiliations":[{"raw_affiliation_string":"Department of Natural Sciences, University of Bath, Bath BA2 7AX, UK","institution_ids":["https://openalex.org/I51601045"]},{"raw_affiliation_string":"National Physical Laboratory, Informatics, Data Science Department, Teddington TW11 0LW, UK","institution_ids":["https://openalex.org/I134421475"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088585419","display_name":"Jo\u00e3o Greg\u00f3rio","orcid":"https://orcid.org/0000-0003-0976-1343"},"institutions":[{"id":"https://openalex.org/I134421475","display_name":"National Physical Laboratory","ror":"https://ror.org/015w2mp89","country_code":"GB","type":"facility","lineage":["https://openalex.org/I134421475"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Jo\u00e3o Greg\u00f3rio","raw_affiliation_strings":["National Physical Laboratory, Informatics, Data Science Department, Glasgow G1 1RD, UK"],"affiliations":[{"raw_affiliation_string":"National Physical Laboratory, Informatics, Data Science Department, Glasgow G1 1RD, UK","institution_ids":["https://openalex.org/I134421475"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5088585419"],"corresponding_institution_ids":["https://openalex.org/I134421475"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":25.5822,"has_fulltext":true,"cited_by_count":12,"citation_normalized_percentile":{"value":0.9956427,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"9","issue":"4","first_page":"93","last_page":"93"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":1.0,"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":1.0,"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":0.9869999885559082,"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/T14280","display_name":"Big Data Technologies and Applications","score":0.9746999740600586,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"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/quality","display_name":"Quality (philosophy)","score":0.560814380645752},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.46483609080314636},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.44376590847969055},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.41437065601348877},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13486981391906738},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.10981610417366028},{"id":"https://openalex.org/keywords/operations-management","display_name":"Operations management","score":0.07388418912887573},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.05806806683540344}],"concepts":[{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.560814380645752},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.46483609080314636},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.44376590847969055},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41437065601348877},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13486981391906738},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.10981610417366028},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.07388418912887573},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.05806806683540344},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/bdcc9040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9040093","pdf_url":"https://www.mdpi.com/2504-2289/9/4/93/pdf?version=1744186722","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9a2da16c035c4130b3955e0c5cb58e4b","is_oa":true,"landing_page_url":"https://doaj.org/article/9a2da16c035c4130b3955e0c5cb58e4b","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":"Big Data and Cognitive Computing, Vol 9, Iss 4, p 93 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/bdcc9040093","is_oa":true,"landing_page_url":"https://doi.org/10.3390/bdcc9040093","pdf_url":"https://www.mdpi.com/2504-2289/9/4/93/pdf?version=1744186722","source":{"id":"https://openalex.org/S4210238752","display_name":"Big Data and Cognitive Computing","issn_l":"2504-2289","issn":["2504-2289"],"is_oa":true,"is_in_doaj":true,"is_core":true,"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":"Big Data and Cognitive Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320314707","display_name":"Government of the United Kingdom","ror":"https://ror.org/05wnh3t63"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409316800.pdf","grobid_xml":"https://content.openalex.org/works/W4409316800.grobid-xml"},"referenced_works_count":112,"referenced_works":["https://openalex.org/W22189936","https://openalex.org/W91997086","https://openalex.org/W188881000","https://openalex.org/W1502123844","https://openalex.org/W1502607876","https://openalex.org/W1565749188","https://openalex.org/W1571735688","https://openalex.org/W1600114204","https://openalex.org/W1601593689","https://openalex.org/W1608646757","https://openalex.org/W1973008792","https://openalex.org/W1996447599","https://openalex.org/W2000237244","https://openalex.org/W2049054651","https://openalex.org/W2076257979","https://openalex.org/W2088250690","https://openalex.org/W2116928014","https://openalex.org/W2129985102","https://openalex.org/W2134060725","https://openalex.org/W2139015440","https://openalex.org/W2142423821","https://openalex.org/W2174447310","https://openalex.org/W2317049516","https://openalex.org/W2404128403","https://openalex.org/W2404880284","https://openalex.org/W2431104574","https://openalex.org/W2482930457","https://openalex.org/W2487175659","https://openalex.org/W2501861424","https://openalex.org/W2526219327","https://openalex.org/W2532152703","https://openalex.org/W2554919826","https://openalex.org/W2558363205","https://openalex.org/W2558564443","https://openalex.org/W2578710348","https://openalex.org/W2779991435","https://openalex.org/W2783387127","https://openalex.org/W2784070037","https://openalex.org/W2794010849","https://openalex.org/W2806517953","https://openalex.org/W2807326768","https://openalex.org/W2889849212","https://openalex.org/W2890221057","https://openalex.org/W2892337546","https://openalex.org/W2911299907","https://openalex.org/W2912864176","https://openalex.org/W2951635356","https://openalex.org/W2955021457","https://openalex.org/W2963969269","https://openalex.org/W2972691191","https://openalex.org/W2982048506","https://openalex.org/W2984121298","https://openalex.org/W2991208661","https://openalex.org/W3005848657","https://openalex.org/W3018469975","https://openalex.org/W3039641830","https://openalex.org/W3041059242","https://openalex.org/W3041526541","https://openalex.org/W3041959982","https://openalex.org/W3049627139","https://openalex.org/W3121346260","https://openalex.org/W3122028891","https://openalex.org/W3135196179","https://openalex.org/W3143629236","https://openalex.org/W3165797814","https://openalex.org/W3186325211","https://openalex.org/W3197620075","https://openalex.org/W4220795195","https://openalex.org/W4221090902","https://openalex.org/W4224948024","https://openalex.org/W4237101036","https://openalex.org/W4242401210","https://openalex.org/W4247736600","https://openalex.org/W4255861731","https://openalex.org/W4281480397","https://openalex.org/W4318574514","https://openalex.org/W4321350561","https://openalex.org/W4365152532","https://openalex.org/W4379932535","https://openalex.org/W4382202503","https://openalex.org/W4386106664","https://openalex.org/W4386690180","https://openalex.org/W4390102276","https://openalex.org/W4392798229","https://openalex.org/W4393033068","https://openalex.org/W4400651699","https://openalex.org/W4401719708","https://openalex.org/W4402316995","https://openalex.org/W4405547674","https://openalex.org/W4406870770","https://openalex.org/W4407934677","https://openalex.org/W6600835828","https://openalex.org/W6630169748","https://openalex.org/W6634125988","https://openalex.org/W6634294795","https://openalex.org/W6658162602","https://openalex.org/W6677494989","https://openalex.org/W6680531279","https://openalex.org/W6713643601","https://openalex.org/W6730064882","https://openalex.org/W6730695533","https://openalex.org/W6745369857","https://openalex.org/W6770902346","https://openalex.org/W6780184019","https://openalex.org/W6780445939","https://openalex.org/W6780708065","https://openalex.org/W6780772998","https://openalex.org/W6790497521","https://openalex.org/W6819396923","https://openalex.org/W6853389485","https://openalex.org/W6859998180","https://openalex.org/W6941132444"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2137479650","https://openalex.org/W2245479382","https://openalex.org/W3139296374","https://openalex.org/W4387803644","https://openalex.org/W4210350690"],"abstract_inverted_index":{"This":[0,29,76,193],"study":[1],"reviews":[2],"various":[3],"data":[4,26,57,68,90,102,141,164,190,202],"quality":[5,27,58,91,103,165,191,203,236],"frameworks":[6,21,215],"that":[7,82,100,170,184,216],"have":[8],"some":[9],"form":[10],"of":[11,66,88,232],"regulatory":[12,242],"backing.":[13],"The":[14,97,223],"aim":[15],"is":[16],"to":[17,62,72,130,154,160,207,212,238],"identify":[18],"how":[19],"these":[20,214],"define,":[22],"measure,":[23],"and":[24,39,42,53,110,114,126,188,200,210,221,244],"apply":[25,213],"dimensions.":[28,192],"review":[30,228],"identified":[31],"generalisable":[32],"frameworks,":[33,44,135,176,204],"such":[34,45,105,123,145],"as":[35,46,106,124,143,146],"TDQM,":[36],"ISO":[37,40],"8000,":[38],"25012,":[41],"specialised":[43],"IMF\u2019s":[47],"DQAF,":[48],"BCBS":[49],"239,":[50],"WHO\u2019s":[51],"DQA,":[52],"ALCOA+.":[54],"A":[55],"standardised":[56,182],"model":[59],"was":[60],"employed":[61],"map":[63],"the":[64,67,84,94,178,230],"dimensions":[65,92,104,122,166,169],"from":[69,173,226],"each":[70],"framework":[71,237],"a":[73,79,181,234],"common":[74],"vocabulary.":[75],"mapping":[77],"enabled":[78],"gap":[80],"analysis":[81,98,225],"highlights":[83],"presence":[85],"or":[86],"absence":[87],"specific":[89,155],"across":[93,117],"examined":[95],"frameworks.":[96,119],"revealed":[99],"core":[101],"\u201caccuracy\u201d,":[107],"\u201ccompleteness\u201d,":[108],"\u201cconsistency\u201d,":[109],"\u201ctimeliness\u201d":[111],"are":[112,217],"equally":[113],"well":[115],"represented":[116],"all":[118],"In":[120],"contrast,":[121],"\u201csemantics\u201d":[125],"\u201cquantity\u201d":[127],"were":[128,157,171],"found":[129,159],"be":[131],"overlooked":[132],"by":[133],"most":[134],"despite":[136],"their":[137],"growing":[138],"impact":[139],"for":[140,180],"practitioners":[142,206],"tools":[144,209],"knowledge":[147],"graphs":[148],"become":[149],"more":[150,174],"common.":[151],"Frameworks":[152],"tailored":[153],"domains":[156],"also":[158],"include":[161],"fewer":[162],"overall":[163],"but":[167],"contained":[168],"absent":[172],"general":[175],"highlighting":[177],"need":[179],"approach":[183],"incorporates":[185],"both":[186],"established":[187],"emerging":[189],"work":[194],"condenses":[195],"information":[196],"on":[197],"commonly":[198],"used":[199],"regulation-backed":[201],"allowing":[205],"develop":[208],"applications":[211],"compliant":[218],"with":[219],"standards":[220],"regulations.":[222],"bibliometric":[224],"this":[227],"emphasises":[229],"importance":[231],"adopting":[233],"comprehensive":[235],"enhance":[239],"governance,":[240],"ensure":[241],"compliance,":[243],"improve":[245],"decision-making":[246],"processes":[247],"in":[248],"data-rich":[249],"environments.":[250]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":7}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
