{"id":"https://openalex.org/W4366547660","doi":"https://doi.org/10.1145/3544548.3580996","title":"Expressiveness, Cost, and Collectivism: How the Design of Preference Languages Shapes Participation in Algorithmic Decision-Making","display_name":"Expressiveness, Cost, and Collectivism: How the Design of Preference Languages Shapes Participation in Algorithmic Decision-Making","publication_year":2023,"publication_date":"2023-04-19","ids":{"openalex":"https://openalex.org/W4366547660","doi":"https://doi.org/10.1145/3544548.3580996"},"language":"en","primary_location":{"id":"doi:10.1145/3544548.3580996","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544548.3580996","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3544548.3580996","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3544548.3580996","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073527485","display_name":"Samantha Robertson","orcid":"https://orcid.org/0000-0002-0386-4555"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Samantha Robertson","raw_affiliation_strings":["University of California, Berkeley, United States"],"raw_orcid":"https://orcid.org/0000-0002-0386-4555","affiliations":[{"raw_affiliation_string":"University of California, Berkeley, United States","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010488057","display_name":"Tonya Nguyen","orcid":"https://orcid.org/0000-0002-7262-0247"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tonya Nguyen","raw_affiliation_strings":["University of California, Berkeley, United States"],"raw_orcid":"https://orcid.org/0000-0002-7262-0247","affiliations":[{"raw_affiliation_string":"University of California, Berkeley, United States","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084336126","display_name":"Cathy Hu","orcid":"https://orcid.org/0000-0003-1837-1662"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Cathy Hu","raw_affiliation_strings":["University of California, Berkeley, United States"],"raw_orcid":"https://orcid.org/0000-0003-1837-1662","affiliations":[{"raw_affiliation_string":"University of California, Berkeley, United States","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072569597","display_name":"Catherine R. Albiston","orcid":"https://orcid.org/0000-0003-1306-2326"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Catherine Albiston","raw_affiliation_strings":["University of California, Berkeley, United States"],"raw_orcid":"https://orcid.org/0000-0003-1306-2326","affiliations":[{"raw_affiliation_string":"University of California, Berkeley, United States","institution_ids":["https://openalex.org/I95457486"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076053703","display_name":"Afshin Nikzad","orcid":"https://orcid.org/0000-0002-8085-705X"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Afshin Nikzad","raw_affiliation_strings":["University of Southern California, United States"],"raw_orcid":"https://orcid.org/0000-0002-8085-705X","affiliations":[{"raw_affiliation_string":"University of Southern California, United States","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018318827","display_name":"Niloufar Salehi","orcid":"https://orcid.org/0000-0003-1237-5814"},"institutions":[{"id":"https://openalex.org/I95457486","display_name":"University of California, Berkeley","ror":"https://ror.org/01an7q238","country_code":"US","type":"education","lineage":["https://openalex.org/I95457486"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Niloufar Salehi","raw_affiliation_strings":["University of California, Berkeley, United States"],"raw_orcid":"https://orcid.org/0000-0003-1237-5814","affiliations":[{"raw_affiliation_string":"University of California, Berkeley, United States","institution_ids":["https://openalex.org/I95457486"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1896,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.82190544,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9977999925613403,"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"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9977999925613403,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9868000149726868,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9580000042915344,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.8330662846565247},{"id":"https://openalex.org/keywords/collectivism","display_name":"Collectivism","score":0.6897057294845581},{"id":"https://openalex.org/keywords/participatory-design","display_name":"Participatory design","score":0.6205688714981079},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6191198229789734},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6040155291557312},{"id":"https://openalex.org/keywords/citizen-journalism","display_name":"Citizen journalism","score":0.6013935208320618},{"id":"https://openalex.org/keywords/decision-maker","display_name":"Decision maker","score":0.5744474530220032},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.4607542157173157},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.4020853042602539},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.32816874980926514},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.17324718832969666},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.12929657101631165},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11614149808883667},{"id":"https://openalex.org/keywords/individualism","display_name":"Individualism","score":0.11306697130203247},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.11150279641151428},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.08632448315620422}],"concepts":[{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.8330662846565247},{"id":"https://openalex.org/C96420161","wikidata":"https://www.wikidata.org/wiki/Q237789","display_name":"Collectivism","level":3,"score":0.6897057294845581},{"id":"https://openalex.org/C2777455480","wikidata":"https://www.wikidata.org/wiki/Q1038171","display_name":"Participatory design","level":3,"score":0.6205688714981079},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6191198229789734},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6040155291557312},{"id":"https://openalex.org/C203663800","wikidata":"https://www.wikidata.org/wiki/Q848979","display_name":"Citizen journalism","level":2,"score":0.6013935208320618},{"id":"https://openalex.org/C2986080485","wikidata":"https://www.wikidata.org/wiki/Q1331926","display_name":"Decision maker","level":2,"score":0.5744474530220032},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.4607542157173157},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.4020853042602539},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32816874980926514},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.17324718832969666},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.12929657101631165},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11614149808883667},{"id":"https://openalex.org/C17022365","wikidata":"https://www.wikidata.org/wiki/Q171995","display_name":"Individualism","level":2,"score":0.11306697130203247},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.11150279641151428},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.08632448315620422},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2775922551","wikidata":"https://www.wikidata.org/wiki/Q7135033","display_name":"Parallels","level":2,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3544548.3580996","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544548.3580996","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3544548.3580996","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3544548.3580996","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3544548.3580996","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3544548.3580996","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 CHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1340889730","display_name":null,"funder_award_id":"CCF-2131519","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G1714512294","display_name":"DASS: Legally & Locally Legitimate: Designing & Evaluating Software Systems to Advance Equal Opportunity","funder_award_id":"2131519","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320306360","display_name":"William T. Grant Foundation","ror":"https://ror.org/01syxq867"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4366547660.pdf","grobid_xml":"https://content.openalex.org/works/W4366547660.grobid-xml"},"referenced_works_count":81,"referenced_works":["https://openalex.org/W1498912697","https://openalex.org/W1946154213","https://openalex.org/W1963980028","https://openalex.org/W1978286639","https://openalex.org/W1991829326","https://openalex.org/W1997772859","https://openalex.org/W2007423472","https://openalex.org/W2012047668","https://openalex.org/W2013143270","https://openalex.org/W2024036342","https://openalex.org/W2053617299","https://openalex.org/W2069818276","https://openalex.org/W2083276118","https://openalex.org/W2110013180","https://openalex.org/W2131424861","https://openalex.org/W2134551252","https://openalex.org/W2141965607","https://openalex.org/W2143419685","https://openalex.org/W2149403824","https://openalex.org/W2152907289","https://openalex.org/W2169477753","https://openalex.org/W2291796971","https://openalex.org/W2325785932","https://openalex.org/W2331211957","https://openalex.org/W2339955350","https://openalex.org/W2463158472","https://openalex.org/W2484891765","https://openalex.org/W2560654475","https://openalex.org/W2588194244","https://openalex.org/W2609502287","https://openalex.org/W2610178560","https://openalex.org/W2743310416","https://openalex.org/W2758041078","https://openalex.org/W2765650346","https://openalex.org/W2787880388","https://openalex.org/W2794573436","https://openalex.org/W2887489621","https://openalex.org/W2888843779","https://openalex.org/W2890631779","https://openalex.org/W2896252141","https://openalex.org/W2904607004","https://openalex.org/W2911122801","https://openalex.org/W2942227409","https://openalex.org/W2947955983","https://openalex.org/W2964031043","https://openalex.org/W2971924490","https://openalex.org/W2972940946","https://openalex.org/W2982120683","https://openalex.org/W2982915530","https://openalex.org/W2983996708","https://openalex.org/W2998862821","https://openalex.org/W3003646990","https://openalex.org/W3084611909","https://openalex.org/W3094328607","https://openalex.org/W3095121444","https://openalex.org/W3096900234","https://openalex.org/W3105435131","https://openalex.org/W3122031757","https://openalex.org/W3122939459","https://openalex.org/W3124735349","https://openalex.org/W3125041822","https://openalex.org/W3125408978","https://openalex.org/W3125817989","https://openalex.org/W3162490344","https://openalex.org/W3188676500","https://openalex.org/W3189221603","https://openalex.org/W3193190893","https://openalex.org/W4225006216","https://openalex.org/W4225117352","https://openalex.org/W4225158154","https://openalex.org/W4226024046","https://openalex.org/W4280569846","https://openalex.org/W4284666387","https://openalex.org/W4285091646","https://openalex.org/W4288083801","https://openalex.org/W4288086175","https://openalex.org/W4296405185","https://openalex.org/W4306405511","https://openalex.org/W4309618072","https://openalex.org/W4385303908","https://openalex.org/W6719188054"],"related_works":["https://openalex.org/W2393465615","https://openalex.org/W3186268035","https://openalex.org/W2144385449","https://openalex.org/W2361083411","https://openalex.org/W4400789277","https://openalex.org/W2353819315","https://openalex.org/W2137575016","https://openalex.org/W4291656914","https://openalex.org/W1863509217","https://openalex.org/W2129281635"],"abstract_inverted_index":{"Emerging":[0],"methods":[1],"for":[2,20,49,90,143,154],"participatory":[3],"algorithm":[4],"design":[5,67],"have":[6],"proposed":[7],"collecting":[8],"and":[9,43,82,103,106,117,140,145],"aggregating":[10],"individual":[11],"stakeholders\u2019":[12,22],"preferences":[13,48],"to":[14,51,84,115,120,125,130],"create":[15],"algorithmic":[16,59,157],"systems":[17],"that":[18,65],"account":[19],"those":[21],"values.":[23],"Drawing":[24],"on":[25,134],"two":[26,31],"years":[27],"of":[28,58,68,97],"research":[29],"across":[30],"public":[32],"school":[33,44],"districts":[34,45],"in":[35,55,75,156],"the":[36,56,66,69,73,85,88,118,131],"United":[37],"States,":[38],"we":[39,137],"study":[40],"how":[41,108],"families":[42],"use":[46],"students\u2019":[47],"schools":[50],"meet":[52],"their":[53,80,128],"goals":[54,83],"context":[57],"student":[60],"assignment":[61],"systems.":[62],"We":[63,93],"find":[64],"preference":[70,98],"language,":[71],"i.e.":[72],"structure":[74],"which":[76,121],"participants":[77],"must":[78],"express":[79],"needs":[81,129],"decision-maker,":[86],"shapes":[87],"opportunities":[89],"meaningful":[91],"participation.":[92],"define":[94],"three":[95],"properties":[96],"languages":[99],"\u2013":[100,105],"expressiveness,":[101],"cost,":[102],"collectivism":[104],"discuss":[107],"these":[109,135],"factors":[110],"shape":[111],"who":[112,147],"is":[113],"able":[114,124],"participate,":[116],"extent":[119],"they":[122],"are":[123,148],"effectively":[126],"communicate":[127],"decision-maker.":[132],"Reflecting":[133],"findings,":[136],"offer":[138],"implications":[139],"paths":[141],"forward":[142],"researchers":[144],"practitioners":[146],"considering":[149],"applying":[150],"a":[151],"preference-based":[152],"model":[153],"participation":[155],"decision":[158],"making.":[159]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}