{"id":"https://openalex.org/W4411031255","doi":"https://doi.org/10.1145/3736178","title":"Quantitative Data Valuation Methods: A Systematic Review and Taxonomy","display_name":"Quantitative Data Valuation Methods: A Systematic Review and Taxonomy","publication_year":2025,"publication_date":"2025-06-04","ids":{"openalex":"https://openalex.org/W4411031255","doi":"https://doi.org/10.1145/3736178"},"language":"en","primary_location":{"id":"doi:10.1145/3736178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736178","pdf_url":null,"source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"},"type":"review","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1145/3736178","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061890516","display_name":"Jaures Ebiele","orcid":"https://orcid.org/0000-0001-5019-6839"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Malick Ebiele","raw_affiliation_strings":["ADAPT Research Centre","Computer Science, University College Dublin","ADAPT Research Centre,  Dublin, Ireland","Computer Science, University College Dublin, Dublin, Ireland and ADAPT Research Centre, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-5019-6839","affiliations":[{"raw_affiliation_string":"ADAPT Research Centre","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University College Dublin","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"ADAPT Research Centre,  Dublin, Ireland","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University College Dublin, Dublin, Ireland and ADAPT Research Centre, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072731605","display_name":"Malika Bendechache","orcid":"https://orcid.org/0000-0003-0069-1860"},"institutions":[{"id":"https://openalex.org/I188760350","display_name":"Ollscoil na Gaillimhe \u2013 University of Galway","ror":"https://ror.org/03bea9k73","country_code":"IE","type":"education","lineage":["https://openalex.org/I188760350"]},{"id":"https://openalex.org/I4210142142","display_name":"COPE Galway","ror":"https://ror.org/04ehmzv20","country_code":"IE","type":"other","lineage":["https://openalex.org/I4210142142"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Malika Bendechache","raw_affiliation_strings":["ADAPT Research Centre","Computer Science, University of Galway","ADAPT Research Centre,  Dublin, Ireland","Computer Science, University of Galway, Galway, Ireland and ADAPT Research Centre, Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0003-0069-1860","affiliations":[{"raw_affiliation_string":"ADAPT Research Centre","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University of Galway","institution_ids":["https://openalex.org/I188760350","https://openalex.org/I4210142142"]},{"raw_affiliation_string":"ADAPT Research Centre,  Dublin, Ireland","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University of Galway, Galway, Ireland and ADAPT Research Centre, Dublin, Ireland","institution_ids":["https://openalex.org/I188760350"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087699589","display_name":"Rob Brennan","orcid":"https://orcid.org/0000-0001-8236-362X"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Rob Brennan","raw_affiliation_strings":["ADAPT Research Centre","Computer Science, University College Dublin","Computer Science, University College Dublin, Dublin, Ireland and ADAPT Research Centre, Dublin, Ireland","ADAPT Research Centre,  Dublin, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-8236-362X","affiliations":[{"raw_affiliation_string":"ADAPT Research Centre","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University College Dublin","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Computer Science, University College Dublin, Dublin, Ireland and ADAPT Research Centre, Dublin, Ireland","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"ADAPT Research Centre,  Dublin, Ireland","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":10.7949,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.98200482,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"17","issue":"2","first_page":"1","last_page":"39"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9980999827384949,"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":0.9980999827384949,"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":0.9922999739646912,"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/T14222","display_name":"Knowledge Management and Technology","score":0.9842000007629395,"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/taxonomy","display_name":"Taxonomy (biology)","score":0.7192971706390381},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6866955757141113},{"id":"https://openalex.org/keywords/valuation","display_name":"Valuation (finance)","score":0.6165634393692017},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4760344326496124},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.4546629786491394},{"id":"https://openalex.org/keywords/medline","display_name":"MEDLINE","score":0.23622605204582214},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.12461921572685242},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.09816306829452515},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.09255078434944153},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08288055658340454},{"id":"https://openalex.org/keywords/accounting","display_name":"Accounting","score":0.0825701653957367}],"concepts":[{"id":"https://openalex.org/C58642233","wikidata":"https://www.wikidata.org/wiki/Q8269924","display_name":"Taxonomy (biology)","level":2,"score":0.7192971706390381},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6866955757141113},{"id":"https://openalex.org/C186027771","wikidata":"https://www.wikidata.org/wiki/Q4008379","display_name":"Valuation (finance)","level":2,"score":0.6165634393692017},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4760344326496124},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.4546629786491394},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.23622605204582214},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.12461921572685242},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09816306829452515},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.09255078434944153},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08288055658340454},{"id":"https://openalex.org/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0825701653957367},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3736178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736178","pdf_url":null,"source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3736178","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3736178","pdf_url":null,"source":{"id":"https://openalex.org/S110189822","display_name":"Journal of Data and Information Quality","issn_l":"1936-1955","issn":["1936-1955","1936-1963"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Data and Information Quality","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320335322","display_name":"European Regional Development Fund","ror":"https://ror.org/00k4n6c32"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":102,"referenced_works":["https://openalex.org/W1553076125","https://openalex.org/W1754501854","https://openalex.org/W1963620879","https://openalex.org/W1966999546","https://openalex.org/W1989675772","https://openalex.org/W1996803886","https://openalex.org/W2035933966","https://openalex.org/W2036460102","https://openalex.org/W2063911710","https://openalex.org/W2074940113","https://openalex.org/W2078946413","https://openalex.org/W2095122621","https://openalex.org/W2097691440","https://openalex.org/W2098203056","https://openalex.org/W2116148009","https://openalex.org/W2130048802","https://openalex.org/W2131177278","https://openalex.org/W2145781284","https://openalex.org/W2152464414","https://openalex.org/W2164684058","https://openalex.org/W2165394871","https://openalex.org/W2169855821","https://openalex.org/W2170269770","https://openalex.org/W2221767630","https://openalex.org/W2287188335","https://openalex.org/W2296944859","https://openalex.org/W2487898712","https://openalex.org/W2560674852","https://openalex.org/W2738107628","https://openalex.org/W2773293781","https://openalex.org/W2775079605","https://openalex.org/W2783714572","https://openalex.org/W2784833768","https://openalex.org/W2785061420","https://openalex.org/W2883474340","https://openalex.org/W2890932323","https://openalex.org/W2893556428","https://openalex.org/W2896687161","https://openalex.org/W2916124791","https://openalex.org/W2945279648","https://openalex.org/W2946903765","https://openalex.org/W2970773487","https://openalex.org/W2991284789","https://openalex.org/W3008477738","https://openalex.org/W3026129088","https://openalex.org/W3107180879","https://openalex.org/W3108051446","https://openalex.org/W3123893780","https://openalex.org/W3132445720","https://openalex.org/W3154948645","https://openalex.org/W3161604300","https://openalex.org/W3167237556","https://openalex.org/W3184743108","https://openalex.org/W3197438232","https://openalex.org/W3197760481","https://openalex.org/W3198519391","https://openalex.org/W3199128431","https://openalex.org/W4205355382","https://openalex.org/W4206766263","https://openalex.org/W4225669774","https://openalex.org/W4239444753","https://openalex.org/W4243168800","https://openalex.org/W4283205568","https://openalex.org/W4284681561","https://openalex.org/W4285325187","https://openalex.org/W4286971399","https://openalex.org/W4288421369","https://openalex.org/W4290997837","https://openalex.org/W4293517981","https://openalex.org/W4310895557","https://openalex.org/W4312355945","https://openalex.org/W4312824592","https://openalex.org/W4313327942","https://openalex.org/W4313893761","https://openalex.org/W4317036225","https://openalex.org/W4318070820","https://openalex.org/W4319879502","https://openalex.org/W4366407820","https://openalex.org/W4367047051","https://openalex.org/W4376127534","https://openalex.org/W4377294730","https://openalex.org/W4378977197","https://openalex.org/W4380447145","https://openalex.org/W4381487026","https://openalex.org/W4382239488","https://openalex.org/W4382318701","https://openalex.org/W4385270224","https://openalex.org/W4386021011","https://openalex.org/W4386128215","https://openalex.org/W4386736855","https://openalex.org/W4386932493","https://openalex.org/W4389049915","https://openalex.org/W4389372227","https://openalex.org/W4391422758","https://openalex.org/W4392234664","https://openalex.org/W4396604751","https://openalex.org/W4399744816","https://openalex.org/W4400850139","https://openalex.org/W6630491291","https://openalex.org/W6747671383","https://openalex.org/W6778486660","https://openalex.org/W7018396445"],"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/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Background:":[0],"Data":[1,146],"valuation":[2,27,45,102,130,200,236,264,277,327,384,408,440,467],"is":[3,29,132,294],"an":[4,343],"area":[5],"of":[6,25,32,41,88,109,160,172,181,215,305,378,406,418,423,453,464,483],"study":[7],"encompassing":[8],"but":[9,289,390],"not":[10,391],"limited":[11,392],"to":[12,54,212,238,244,254,268,273,296,300,313,318,361,393,479],"data":[13,26,44,101,129,196,199,206,216,235,243,263,276,282,306,308,314,326,371,383,394,407,436,439,456,466],"quality,":[14],"machine":[15,230,285],"learning,":[16],"applied":[17],"energy,":[18],"and":[19,73,92,104,114,142,145,155,228,248,284,310,400,438,476],"information":[20],"economics.":[21,401],"The":[22,57,275,403],"primary":[23],"focus":[24,364],"research":[28,131,411],"the":[30,36,66,107,136,161,165,170,188,194,221,240,249,281,319,347,354,376,424,435,454,481],"development":[31],"methodologies":[33],"for":[34,60,70,151,204,210,270,332,372],"determining":[35],"value":[37,53,437],"(relevance":[38],"or":[39,363,375],"worth)":[40],"data.":[42,55],"Quantitative":[43,128,382],"methods":[46,237,278,328,340,360,468],"are":[47],"techniques":[48,484],"that":[49,261],"assign":[50],"a":[51,179,302,373,379,410,416,421,450,462],"numerical":[52],"Method:":[56],"methodology":[58],"used":[59,485],"this":[61,125,323,487],"systematic":[62],"review":[63,126],"complies":[64],"with":[65,428],"Preferred":[67],"Reporting":[68],"Items":[69],"Systematic":[71],"Reviews":[72],"Meta-Analyses":[74],"(PRISMA)":[75],"statement.":[76],"A":[77],"search":[78],"string":[79],"was":[80],"run":[81],"on":[82,233,366,420,470],"five":[83],"databases:":[84],"IEEE,":[85],"ACM,":[86],"Web":[87],"Science,":[89],"Science":[90],"Direct,":[91],"AISeL.":[93],"Studies":[94],"introducing":[95],"at":[96,175,333],"least":[97,176,334],"one":[98],"new":[99],"quantitative":[100,198,234,262,325,465],"method":[103],"published":[105],"before":[106],"29th":[108],"February":[110],"2024":[111],"were":[112],"extracted":[113],"analysed.":[115],"Results:":[116],"In":[117,164,219],"total":[118],"75":[119],"studies":[120,320],"have":[121,301,329,341,459],"been":[122,330],"included":[123,162,321],"in":[124,208,224,226,322,346,415,443,486],"paper.":[127],"mainly":[133,185,351],"driven":[134,186,352],"by":[135,178,187,280,353],"Machine":[137,189,355],"Learning":[138,190,356],"(including":[139],"federated":[140,229,252],"learning":[141,231,286],"supervised":[143],"learning)":[144],"Management":[147],"communities,":[148],"which":[149],"account":[150],"48%":[152],"(36":[153],"studies)":[154],"20%":[156],"(15":[157],"studies),":[158],"respectively,":[159],"studies.":[163],"last":[166,348],"3":[167],"years":[168,272,336,350],"(2021\u20132023),":[169],"number":[171],"publications":[173,265],"has":[174,201,385,413],"increased":[177],"factor":[180],"1.5":[182],"every":[183],"year,":[184],"community.":[191],"Discussion:":[192],"Under":[193],"current":[195],"deluge,":[197],"become":[202],"crucial":[203],"effective":[205],"management":[207,217,283],"organisations,":[209],"example":[211],"enable":[213],"prioritisation":[214],"activities.":[218],"parallel,":[220],"rapid":[222],"rise":[223],"interest":[225,345],"explainable":[227],"depends":[232],"identify":[239],"most":[241,250],"relevant":[242],"explain":[245],"model":[246,374],"outcomes":[247],"suitable":[251],"clients":[253],"peer":[255],"with.":[256],"These":[257],"two":[258],"trends":[259],"ensure":[260],"will":[266],"continue":[267],"increase":[269],"many":[271,386,429],"come.":[274],"favoured":[279],"communities":[287],"overlap":[288],"also":[290,460],"diverge":[291],"so":[292],"it":[293],"important":[295],"include":[297],"both":[298],"perspectives":[299],"comprehensive":[303],"view":[304],"value,":[307],"valuation,":[309],"their":[311],"relationship":[312],"quality.":[315],"Conclusion:":[316],"According":[317],"review,":[324],"around":[331],"25":[335],"(2000\u20132024).":[337],"However,":[338],"such":[339],"received":[342],"increasing":[344],"6":[349],"community":[357],"exploring":[358],"automated":[359],"select":[362],"attention":[365],"highly":[367],"valuable":[368],"(i.e.,":[369],"relevant)":[370],"explanation":[377],"model\u2019s":[380],"outputs.":[381],"application":[387,477],"areas":[388],"including":[389],"management,":[395],"military":[396],"operations,":[397],"system":[398],"security,":[399],"Other:":[402],"multidisciplinary":[404],"nature":[405],"as":[409],"topic":[412],"resulted":[414],"lack":[417],"consensus":[419],"definition":[422,452],"term":[425,455],"\u201cdata":[426],"value\u201d,":[427],"domain-specific":[430],"definitions":[431,441],"emerging.":[432],"After":[433],"analysing":[434],"found":[442],"our":[444],"literature":[445],"search,":[446],"we":[447],"propose":[448],"here":[449],"cross-domain":[451],"value.":[457],"We":[458],"proposed":[461],"taxonomy":[463],"based":[469],"input":[471],"types":[472],"(data,":[473],"metadata,":[474],"bimodal)":[475],"context":[478],"show":[480],"variety":[482],"field.":[488]},"counts_by_year":[{"year":2026,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}