{"id":"https://openalex.org/W3202312012","doi":"https://doi.org/10.1109/mc.2021.3099045","title":"Validating \u201cData Validation\u201d","display_name":"Validating \u201cData Validation\u201d","publication_year":2021,"publication_date":"2021-09-24","ids":{"openalex":"https://openalex.org/W3202312012","doi":"https://doi.org/10.1109/mc.2021.3099045","mag":"3202312012"},"language":"en","primary_location":{"id":"doi:10.1109/mc.2021.3099045","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mc.2021.3099045","pdf_url":"https://ieeexplore.ieee.org/ielx7/2/9548012/09548110.pdf","source":{"id":"https://openalex.org/S178916657","display_name":"Computer","issn_l":"0018-9162","issn":["0018-9162","1558-0814"],"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":"Computer","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://ieeexplore.ieee.org/ielx7/2/9548012/09548110.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061643029","display_name":"Norita Ahmad","orcid":"https://orcid.org/0000-0001-5129-1133"},"institutions":[{"id":"https://openalex.org/I199440890","display_name":"American University of Sharjah","ror":"https://ror.org/001g2fj96","country_code":"AE","type":"education","lineage":["https://openalex.org/I199440890"]}],"countries":["AE"],"is_corresponding":true,"raw_author_name":"Norita Ahmad","raw_affiliation_strings":["American University of Sharjah"],"affiliations":[{"raw_affiliation_string":"American University of Sharjah","institution_ids":["https://openalex.org/I199440890"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031812205","display_name":"Kevin Dias","orcid":null},"institutions":[{"id":"https://openalex.org/I4210158767","display_name":"Michigan Reproductive Medicine","ror":"https://ror.org/05kn06p84","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210158767"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kevin Dias","raw_affiliation_strings":["MRM"],"affiliations":[{"raw_affiliation_string":"MRM","institution_ids":["https://openalex.org/I4210158767"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5061643029"],"corresponding_institution_ids":["https://openalex.org/I199440890"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16867244,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"54","issue":"10","first_page":"129","last_page":"132"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11719","display_name":"Data Quality and Management","score":0.9990000128746033,"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":0.9990000128746033,"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":0.9948999881744385,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9850999712944031,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.8429483771324158},{"id":"https://openalex.org/keywords/data-validation","display_name":"Data validation","score":0.7238885164260864},{"id":"https://openalex.org/keywords/data-quality","display_name":"Data quality","score":0.6294451951980591},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6244001984596252},{"id":"https://openalex.org/keywords/dashboard","display_name":"Dashboard","score":0.568821907043457},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4944629669189453},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.4502817392349243},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4343593716621399},{"id":"https://openalex.org/keywords/data-governance","display_name":"Data governance","score":0.4141480326652527},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.34334903955459595},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.20205512642860413},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.19756057858467102}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8429483771324158},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.7238885164260864},{"id":"https://openalex.org/C24756922","wikidata":"https://www.wikidata.org/wiki/Q1757694","display_name":"Data quality","level":3,"score":0.6294451951980591},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6244001984596252},{"id":"https://openalex.org/C33499554","wikidata":"https://www.wikidata.org/wiki/Q1417134","display_name":"Dashboard","level":2,"score":0.568821907043457},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4944629669189453},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4502817392349243},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4343593716621399},{"id":"https://openalex.org/C196879817","wikidata":"https://www.wikidata.org/wiki/Q872685","display_name":"Data governance","level":4,"score":0.4141480326652527},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.34334903955459595},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.20205512642860413},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.19756057858467102},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mc.2021.3099045","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mc.2021.3099045","pdf_url":"https://ieeexplore.ieee.org/ielx7/2/9548012/09548110.pdf","source":{"id":"https://openalex.org/S178916657","display_name":"Computer","issn_l":"0018-9162","issn":["0018-9162","1558-0814"],"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":"Computer","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1109/mc.2021.3099045","is_oa":true,"landing_page_url":"https://doi.org/10.1109/mc.2021.3099045","pdf_url":"https://ieeexplore.ieee.org/ielx7/2/9548012/09548110.pdf","source":{"id":"https://openalex.org/S178916657","display_name":"Computer","issn_l":"0018-9162","issn":["0018-9162","1558-0814"],"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":"Computer","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4099999964237213,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3202312012.pdf","grobid_xml":"https://content.openalex.org/works/W3202312012.grobid-xml"},"referenced_works_count":9,"referenced_works":["https://openalex.org/W1823610546","https://openalex.org/W1935858085","https://openalex.org/W2027532603","https://openalex.org/W2149414370","https://openalex.org/W2407969335","https://openalex.org/W2905588001","https://openalex.org/W2946595616","https://openalex.org/W4285719527","https://openalex.org/W4299152562"],"related_works":["https://openalex.org/W4389473037","https://openalex.org/W2899425562","https://openalex.org/W4386462015","https://openalex.org/W3015446482","https://openalex.org/W1580000338","https://openalex.org/W1597628794","https://openalex.org/W3204021274","https://openalex.org/W2338543293","https://openalex.org/W1813492422","https://openalex.org/W956080336"],"abstract_inverted_index":{"We":[0],"have":[1,41],"more":[2,146],"access":[3],"to":[4,13,31,61,98,123,130,140],"data":[5,20,27,33,52,62,87,110,121,125],"than":[6],"ever":[7],"before,":[8],"but":[9],"it":[10,17,59],"is":[11,21,29,55],"difficult":[12],"make":[14],"sense":[15],"of":[16,44],"when":[18,58],"the":[19,45,71,149,152],"incomplete":[22],"or":[23,91,137],"inaccurate.":[24],"As":[25],"such,":[26],"validation":[28,88,111],"necessary":[30],"increase":[32],"quality":[34],"for":[35,118,156],"effective":[36],"decision":[37],"making.":[38],"The":[39,132],"authors":[40],"discussed":[42],"some":[43],"essential":[46],"key":[47],"concepts":[48],"and":[49,144,151],"challenges":[50],"regarding":[51],"validation.":[53],"It":[54],"evident":[56],"that":[57,77,102],"comes":[60],"validation,":[63],"human":[64,75],"oversight":[65],"cannot":[66,78],"be":[67,79],"completely":[68],"removed":[69],"from":[70,128],"practice.":[72],"Data":[73],"invaluable":[74],"traits":[76],"learned.":[80],"Even":[81],"today,":[82],"no":[83],"matter":[84],"how":[85],"advanced":[86],"software":[89],"is,":[90],"automated":[92],"methodologies":[93],"are,":[94],"humans":[95],"are":[96,103],"unlikely":[97],"proceed":[99],"with":[100],"decisions":[101],"not":[104],"vetted":[105],"by":[106],"another":[107],"human.":[108],"A":[109],"dashboard":[112,133],"might":[113],"serve":[114],"as":[115],"a":[116],"means":[117],"an":[119],"experienced":[120],"practitioner":[122],"monitor":[124],"analysis":[126],"processes":[127],"start":[129],"finish.":[131],"could":[134],"enable":[135],"teams":[136],"project":[138],"managers":[139],"allocate":[141],"resources,":[142],"tasks,":[143],"also":[145],"effectively":[147],"supervise":[148],"status":[150],"best":[153],"outcome":[154],"possible":[155],"projects.":[157]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
