{"id":"https://openalex.org/W2316007180","doi":"https://doi.org/10.1007/s41019-015-0004-7","title":"On the Meaningfulness of \u201cBig Data Quality\u201d (Invited Paper)","display_name":"On the Meaningfulness of \u201cBig Data Quality\u201d (Invited Paper)","publication_year":2015,"publication_date":"2015-11-05","ids":{"openalex":"https://openalex.org/W2316007180","doi":"https://doi.org/10.1007/s41019-015-0004-7","mag":"2316007180"},"language":"en","primary_location":{"id":"doi:10.1007/s41019-015-0004-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-015-0004-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-015-0004-7.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s41019-015-0004-7.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5063444742","display_name":"Donatella Firmani","orcid":"https://orcid.org/0000-0003-0358-3208"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Donatella Firmani","raw_affiliation_strings":["Universit\u00e0 di Roma Tor Vergata, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 di Roma Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068425882","display_name":"Massimo Mecella","orcid":"https://orcid.org/0000-0002-9730-8882"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Massimo Mecella","raw_affiliation_strings":["Sapienza Universit\u00e0 di Roma, Rome, Italy"],"raw_orcid":"https://orcid.org/0000-0002-9730-8882","affiliations":[{"raw_affiliation_string":"Sapienza Universit\u00e0 di Roma, Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025309602","display_name":"Monica Scannapieco","orcid":null},"institutions":[{"id":"https://openalex.org/I1341049462","display_name":"Istituto Nazionale di Statistica","ror":"https://ror.org/05a5k9h08","country_code":"IT","type":"facility","lineage":["https://openalex.org/I1341049462"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Monica Scannapieco","raw_affiliation_strings":["Istituto Nazionale di Statistica (ISTAT), Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Statistica (ISTAT), Rome, Italy","institution_ids":["https://openalex.org/I1341049462"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5034751740","display_name":"Carlo Batini","orcid":null},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carlo Batini","raw_affiliation_strings":["Universit\u00e0 di Milano Bicocca, Milan, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e0 di Milano Bicocca, Milan, Italy","institution_ids":["https://openalex.org/I66752286"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5068425882"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":{"value":1290,"currency":"USD","value_usd":1290},"apc_paid":{"value":1290,"currency":"USD","value_usd":1290},"fwci":6.5778,"has_fulltext":true,"cited_by_count":82,"citation_normalized_percentile":{"value":0.96587775,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"1","issue":"1","first_page":"6","last_page":"20"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9933000206947327,"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":0.9876000285148621,"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/computer-science","display_name":"Computer science","score":0.8252547979354858},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6121411919593811},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.5984269976615906},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5057704448699951},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.2914714217185974},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.07181310653686523}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8252547979354858},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6121411919593811},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.5984269976615906},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5057704448699951},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2914714217185974},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.07181310653686523},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s41019-015-0004-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-015-0004-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-015-0004-7.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/908569","is_oa":true,"landing_page_url":"http://hdl.handle.net/11573/908569","pdf_url":"http://hdl.handle.net/11573/908569","source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:iris.uniroma3.it:11590/355755","is_oa":false,"landing_page_url":"http://hdl.handle.net/11590/355755","pdf_url":null,"source":{"id":"https://openalex.org/S4377196120","display_name":"Iris (Roma Tre University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119003972","host_organization_name":"Roma Tre University","host_organization_lineage":["https://openalex.org/I119003972"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1007/s41019-015-0004-7","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s41019-015-0004-7","pdf_url":"https://link.springer.com/content/pdf/10.1007/s41019-015-0004-7.pdf","source":{"id":"https://openalex.org/S2486411021","display_name":"Data Science and Engineering","issn_l":"2364-1185","issn":["2364-1185","2364-1541"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Data Science and Engineering","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G2264878670","display_name":null,"funder_award_id":"COMSODE - 611358","funder_id":"https://openalex.org/F4320334788","funder_display_name":"Directorate-General for Communications Networks, Content and Technology"},{"id":"https://openalex.org/G5169929273","display_name":null,"funder_award_id":"VOICE - 621137","funder_id":"https://openalex.org/F4320334788","funder_display_name":"Directorate-General for Communications Networks, Content and Technology"}],"funders":[{"id":"https://openalex.org/F4320321873","display_name":"Ministero dell\u2019Istruzione, dell\u2019Universit\u00e0 e della Ricerca","ror":"https://ror.org/0166hxq48"},{"id":"https://openalex.org/F4320334788","display_name":"Directorate-General for Communications Networks, Content and Technology","ror":"https://ror.org/00w9hey63"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2316007180.pdf","grobid_xml":"https://content.openalex.org/works/W2316007180.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W509898","https://openalex.org/W18112494","https://openalex.org/W126779699","https://openalex.org/W133394232","https://openalex.org/W175030052","https://openalex.org/W188370263","https://openalex.org/W657923198","https://openalex.org/W1488753682","https://openalex.org/W1507711477","https://openalex.org/W1509228788","https://openalex.org/W1521736627","https://openalex.org/W1534470383","https://openalex.org/W1548412521","https://openalex.org/W1566322271","https://openalex.org/W1567491469","https://openalex.org/W1583372857","https://openalex.org/W1602368597","https://openalex.org/W1818528352","https://openalex.org/W1821472992","https://openalex.org/W1872023060","https://openalex.org/W1967390364","https://openalex.org/W1973653891","https://openalex.org/W1979101951","https://openalex.org/W1979705858","https://openalex.org/W1998165099","https://openalex.org/W1999348851","https://openalex.org/W2013970953","https://openalex.org/W2015191210","https://openalex.org/W2018992618","https://openalex.org/W2044022210","https://openalex.org/W2072641892","https://openalex.org/W2086413055","https://openalex.org/W2088217412","https://openalex.org/W2094930182","https://openalex.org/W2095772607","https://openalex.org/W2099637074","https://openalex.org/W2108991785","https://openalex.org/W2109425985","https://openalex.org/W2117058208","https://openalex.org/W2117366235","https://openalex.org/W2117668875","https://openalex.org/W2125969310","https://openalex.org/W2131006463","https://openalex.org/W2142912368","https://openalex.org/W2169753664","https://openalex.org/W2170188121","https://openalex.org/W2251214202","https://openalex.org/W2528861271","https://openalex.org/W3146259567","https://openalex.org/W4229921563","https://openalex.org/W4255528569"],"related_works":["https://openalex.org/W4322629366","https://openalex.org/W2808989540","https://openalex.org/W2397053934","https://openalex.org/W1039292361","https://openalex.org/W2731626691","https://openalex.org/W2551093110","https://openalex.org/W2148016376","https://openalex.org/W4237919137","https://openalex.org/W3184179822","https://openalex.org/W3095362084"],"abstract_inverted_index":{"In":[0],"this":[1,66],"paper,":[2],"we":[3,67,103,122],"discuss":[4,141],"the":[5,43,69,111,155,165,174,181],"application":[6],"of":[7,9,45,54,119,127,154,167,180],"concept":[8],"data":[10,14,29,49,98,106,120,169,184],"quality":[11,30,99,143],"to":[12,21,36,85,87,91,159],"big":[13,105,168],"by":[15,107,171],"highlighting":[16],"how":[17,142],"much":[18],"complex":[19],"is":[20,31,157],"define":[22],"it":[23],"in":[24,38,42,100,148,164],"a":[25,32,95,124,129],"general":[26],"way.":[27],"Already":[28],"multidimensional":[33],"concept,":[34],"difficult":[35,90],"characterize":[37],"precise":[39],"definitions":[40],"even":[41],"case":[44],"well-structured":[46],"data.":[47],"Big":[48],"add":[50],"two":[51],"further":[52,161],"dimensions":[53,144],"complexity:":[55],"(i)":[56],"being":[57,75],"\u201c":[58],"very":[59,89],"\u201d":[60],"source":[61],"specific":[62,125],",":[63,80],"and":[64,73,78,114,137,140],"for":[65,116],"adopt":[68],"interesting":[70],"UNECE":[71,112],"classification,":[72,113],"(ii)":[74],"highly":[76],"unstructured":[77],"schema-less":[79],"often":[81],"without":[82],"golden":[83],"standards":[84],"refer":[86],"or":[88],"access.":[92],"After":[93],"providing":[94,108,172],"tutorial":[96],"on":[97,183],"traditional":[101],"contexts,":[102],"analyze":[104],"insights":[109],"into":[110],"then,":[115],"each":[117],"type":[118,130],"source,":[121],"choose":[123],"instance":[126],"such":[128],"(notably":[131],"deep":[132],"Web":[133],"data,":[134,136],"sensor-generated":[135],"Twitters/short":[138],"texts)":[139],"can":[145],"be":[146],"defined":[147],"these":[149],"cases.":[150],"The":[151],"overall":[152],"aim":[153],"paper":[156],"therefore":[158],"identify":[160],"research":[162],"directions":[163],"area":[166],"quality,":[170],"at":[173],"same":[175],"time":[176],"an":[177],"up-to-date":[178],"state":[179],"art":[182],"quality.":[185]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":12},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3}],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2016-06-24T00:00:00"}