{"id":"https://openalex.org/W3172618968","doi":"https://doi.org/10.1145/3447548.3467063","title":"Quantifying and Addressing Ranking Disparity in Human-Powered Data Acquisition","display_name":"Quantifying and Addressing Ranking Disparity in Human-Powered Data Acquisition","publication_year":2021,"publication_date":"2021-08-13","ids":{"openalex":"https://openalex.org/W3172618968","doi":"https://doi.org/10.1145/3447548.3467063","mag":"3172618968"},"language":"en","primary_location":{"id":"doi:10.1145/3447548.3467063","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3447548.3467063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"},"type":"conference-paper","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/A5081664259","display_name":"Sihem Amer-Yahia","orcid":"https://orcid.org/0000-0002-6194-4502"},"institutions":[{"id":"https://openalex.org/I1294671590","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73","country_code":"FR","type":"government","lineage":["https://openalex.org/I1294671590"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Sihem Amer-Yahia","raw_affiliation_strings":["CNRS, University of Grenoble Alpes, Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNRS, University of Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I899635006","https://openalex.org/I1294671590"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018343355","display_name":"Shady Elbassuoni","orcid":"https://orcid.org/0000-0002-3491-6311"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Shady Elbassuoni","raw_affiliation_strings":["American University of Beirut, Beriut, Lebanon","AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beriut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059707076","display_name":"Ahmad Ghizzawi","orcid":"https://orcid.org/0000-0002-7773-4294"},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Ahmad Ghizzawi","raw_affiliation_strings":["American University of Beirut, Beirut, Lebanon","AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)","institution_ids":["https://openalex.org/I98635879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5015906148","display_name":"Anas Hosami","orcid":null},"institutions":[{"id":"https://openalex.org/I98635879","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21","country_code":"LB","type":"education","lineage":["https://openalex.org/I98635879"]}],"countries":["LB"],"is_corresponding":false,"raw_author_name":"Anas Hosami","raw_affiliation_strings":["American University of Beirut, Beirut, Lebanon","AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"American University of Beirut, Beirut, Lebanon","institution_ids":["https://openalex.org/I98635879"]},{"raw_affiliation_string":"AUB - American University of Beirut [Beyrouth] (P.O.Box 11-0236 Riad El-Solh / Beirut 1107 2020 - Lebanon)","institution_ids":["https://openalex.org/I98635879"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2525","last_page":"2533"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9894999861717224,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11182","display_name":"Auction Theory and Applications","score":0.9866999983787537,"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/heuristics","display_name":"Heuristics","score":0.8120495080947876},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7594237327575684},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7323393225669861},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6061326265335083},{"id":"https://openalex.org/keywords/data-acquisition","display_name":"Data acquisition","score":0.5725498199462891},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5352158546447754},{"id":"https://openalex.org/keywords/partition","display_name":"Partition (number theory)","score":0.5210532546043396},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5051918625831604},{"id":"https://openalex.org/keywords/knowledge-acquisition","display_name":"Knowledge acquisition","score":0.5004277229309082},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4991123676300049},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4178513288497925},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4116200804710388},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.11491745710372925},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09305289387702942}],"concepts":[{"id":"https://openalex.org/C127705205","wikidata":"https://www.wikidata.org/wiki/Q5748245","display_name":"Heuristics","level":2,"score":0.8120495080947876},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7594237327575684},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7323393225669861},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6061326265335083},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.5725498199462891},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5352158546447754},{"id":"https://openalex.org/C42812","wikidata":"https://www.wikidata.org/wiki/Q1082910","display_name":"Partition (number theory)","level":2,"score":0.5210532546043396},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5051918625831604},{"id":"https://openalex.org/C2777220311","wikidata":"https://www.wikidata.org/wiki/Q6423340","display_name":"Knowledge acquisition","level":2,"score":0.5004277229309082},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4991123676300049},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4178513288497925},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4116200804710388},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.11491745710372925},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09305289387702942},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3447548.3467063","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3447548.3467063","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:hal-03379592v1","is_oa":false,"landing_page_url":"https://hal.science/hal-03379592","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"KDD '21: The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, Aug 2021, Virtual Event Singapore, France. pp.2525-2533, ⟨10.1145/3447548.3467063⟩","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"id":"https://metadata.un.org/sdg/5","display_name":"Gender equality"}],"awards":[{"id":"https://openalex.org/G1041279674","display_name":"MIAI @ Grenoble Alpes","funder_award_id":"ANR-19-P3IA-0003","funder_id":"https://openalex.org/F4320320883","funder_display_name":"Agence Nationale de la Recherche"},{"id":"https://openalex.org/G3869623654","display_name":null,"funder_award_id":"103951","funder_id":"https://openalex.org/F4320309999","funder_display_name":"American University of Beirut"}],"funders":[{"id":"https://openalex.org/F4320309999","display_name":"American University of Beirut","ror":"https://ror.org/04pznsd21"},{"id":"https://openalex.org/F4320320883","display_name":"Agence Nationale de la Recherche","ror":"https://ror.org/00rbzpz17"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1581231885","https://openalex.org/W1985554184","https://openalex.org/W2014352947","https://openalex.org/W2028716813","https://openalex.org/W2055421030","https://openalex.org/W2062872677","https://openalex.org/W2083305840","https://openalex.org/W2093495945","https://openalex.org/W2097246321","https://openalex.org/W2107214735","https://openalex.org/W2107353981","https://openalex.org/W2152228468","https://openalex.org/W2155912844","https://openalex.org/W2161547991","https://openalex.org/W2264475115","https://openalex.org/W2522882154","https://openalex.org/W2544318541","https://openalex.org/W2545577367","https://openalex.org/W2554204551","https://openalex.org/W2704480242","https://openalex.org/W2786711839","https://openalex.org/W3009195345","https://openalex.org/W3102092462","https://openalex.org/W3138773240","https://openalex.org/W4206396584","https://openalex.org/W4251560691"],"related_works":["https://openalex.org/W2280422768","https://openalex.org/W3143197806","https://openalex.org/W4252555497","https://openalex.org/W3121175838","https://openalex.org/W3016293053","https://openalex.org/W1690653314","https://openalex.org/W2401723157","https://openalex.org/W2065055572","https://openalex.org/W2784269775","https://openalex.org/W2952904874"],"abstract_inverted_index":{"Algorithmic":[0],"bias":[1,17],"has":[2],"been":[3],"identified":[4],"as":[5,67,118],"a":[6,68,71,191],"key":[7],"challenge":[8],"in":[9,97,149,161,208,214],"many":[10,28],"AI":[11,29],"applications.":[12,25],"One":[13],"major":[14],"source":[15],"of":[16,55,70,112,122,147,168,178,193],"is":[18,50,206],"the":[19,46,75,82,103,106,119,125,145,154,158,165,176],"data":[20,41,47,79,98,107,126,216],"used":[21],"to":[22,35,92,164,174,184],"build":[23],"these":[24],"For":[26],"instance,":[27],"applications":[30],"rely":[31],"on":[32,58,102,140,195],"human":[33],"users":[34],"generate":[36],"training":[37],"data.":[38],"The":[39],"generated":[40],"might":[42],"be":[43],"biased":[44],"if":[45],"acquisition":[48,80,108,127],"process":[49,109],"skewed":[51],"towards":[52],"certain":[53],"groups":[54],"people":[56,113,123,139,148],"based":[57],"say":[59],"gender,":[60],"ethnicity":[61],"or":[62],"location.":[63],"This":[64],"typically":[65],"happens":[66],"result":[69],"hidden":[72],"association":[73],"between":[74,187],"people's":[76,83],"qualifications":[77,146],"for":[78],"and":[81,94,114,152,197,210],"protected":[84,142],"attributes.":[85],"In":[86],"this":[87],"paper,":[88],"we":[89,115,132,171],"study":[90],"how":[91,183],"unveil":[93],"address":[95,185],"disparity":[96,117,160,186,213],"acquisition.":[99,217],"We":[100,180,189],"focus":[101],"case":[104],"where":[105],"involves":[110],"ranking":[111,212],"define":[116],"unbalanced":[120],"targeting":[121],"by":[124],"process.":[128],"To":[129],"quantify":[130],"disparity,":[131],"formulate":[133],"an":[134],"optimization":[135],"problem":[136],"that":[137,156,200,202],"partitions":[138],"their":[141],"attributes,":[143],"computes":[144],"each":[150],"partition,":[151],"finds":[153],"partitioning":[155],"exhibits":[157],"highest":[159],"qualifications.":[162],"Due":[163],"combinatorial":[166],"nature":[167],"our":[169,203],"problem,":[170],"devise":[172],"heuristics":[173],"navigate":[175],"space":[177],"partitions.":[179,188],"also":[181],"discuss":[182],"conduct":[190],"series":[192],"experiments":[194],"real":[196],"simulated":[198],"datasets":[199],"demonstrate":[201],"proposed":[204],"approach":[205],"successful":[207],"quantifying":[209],"addressing":[211],"human-powered":[215]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}