{"id":"https://openalex.org/W3035403907","doi":"https://doi.org/10.1145/3397271.3401117","title":"The Impact of More Transparent Interfaces on Behavior in Personalized Recommendation","display_name":"The Impact of More Transparent Interfaces on Behavior in Personalized Recommendation","publication_year":2020,"publication_date":"2020-07-25","ids":{"openalex":"https://openalex.org/W3035403907","doi":"https://doi.org/10.1145/3397271.3401117","mag":"3035403907"},"language":"en","primary_location":{"id":"doi:10.1145/3397271.3401117","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397271.3401117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"article","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/A5063892002","display_name":"Tobias Schnabel","orcid":"https://orcid.org/0000-0002-9301-7631"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Tobias Schnabel","raw_affiliation_strings":["Microsoft, Seattle, WA, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft, Seattle, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057541630","display_name":"Saleema Amershi","orcid":"https://orcid.org/0000-0002-3294-7288"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Saleema Amershi","raw_affiliation_strings":["Microsoft, Redmond, WA, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102869952","display_name":"Paul N. Bennett","orcid":"https://orcid.org/0000-0002-8846-5480"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paul N. Bennett","raw_affiliation_strings":["Microsoft, Redmond, WA, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017503948","display_name":"Peter Bailey","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Peter Bailey","raw_affiliation_strings":["Microsoft, Canberra, Australia"],"affiliations":[{"raw_affiliation_string":"Microsoft, Canberra, Australia","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014687727","display_name":"Thorsten Joachims","orcid":"https://orcid.org/0000-0003-3654-3683"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thorsten Joachims","raw_affiliation_strings":["Cornell University, Ithaca, NY, USA"],"affiliations":[{"raw_affiliation_string":"Cornell University, Ithaca, NY, USA","institution_ids":["https://openalex.org/I205783295"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5063892002"],"corresponding_institution_ids":["https://openalex.org/I1290206253"],"apc_list":null,"apc_paid":null,"fwci":2.9475,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.91906243,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"991","last_page":"1000"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9987000226974487,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9983000159263611,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10609","display_name":"Digital Marketing and Social Media","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7652267217636108},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7124314904212952},{"id":"https://openalex.org/keywords/immediacy","display_name":"Immediacy","score":0.6894011497497559},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.592024564743042},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.544453501701355},{"id":"https://openalex.org/keywords/visibility","display_name":"Visibility","score":0.5118646025657654},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.5047823190689087},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.49805235862731934},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.46976563334465027},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33833009004592896},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.33477017283439636},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.33320188522338867},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.09717929363250732}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7652267217636108},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7124314904212952},{"id":"https://openalex.org/C2780340563","wikidata":"https://www.wikidata.org/wiki/Q2811064","display_name":"Immediacy","level":2,"score":0.6894011497497559},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.592024564743042},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.544453501701355},{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.5118646025657654},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.5047823190689087},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.49805235862731934},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.46976563334465027},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33833009004592896},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.33477017283439636},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.33320188522338867},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.09717929363250732},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3397271.3401117","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3397271.3401117","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1495835184","https://openalex.org/W1590259464","https://openalex.org/W1966404545","https://openalex.org/W1991223915","https://openalex.org/W1995445252","https://openalex.org/W2031305127","https://openalex.org/W2034079000","https://openalex.org/W2042659035","https://openalex.org/W2045510465","https://openalex.org/W2053075547","https://openalex.org/W2058990114","https://openalex.org/W2104839312","https://openalex.org/W2106242970","https://openalex.org/W2107983132","https://openalex.org/W2111659581","https://openalex.org/W2112354254","https://openalex.org/W2112420033","https://openalex.org/W2116206254","https://openalex.org/W2116354394","https://openalex.org/W2117101886","https://openalex.org/W2124332348","https://openalex.org/W2126159342","https://openalex.org/W2143326486","https://openalex.org/W2147152072","https://openalex.org/W2147815902","https://openalex.org/W2151207336","https://openalex.org/W2151401338","https://openalex.org/W2158700311","https://openalex.org/W2158934860","https://openalex.org/W2159904393","https://openalex.org/W2162111811","https://openalex.org/W2163162311","https://openalex.org/W2169786955","https://openalex.org/W2319586349","https://openalex.org/W2342091124","https://openalex.org/W2344015651","https://openalex.org/W2405896853","https://openalex.org/W2500403796","https://openalex.org/W2515520555","https://openalex.org/W2588638859","https://openalex.org/W2611748211","https://openalex.org/W2754576213","https://openalex.org/W2761498026","https://openalex.org/W2795737619","https://openalex.org/W2916904544","https://openalex.org/W3023580939","https://openalex.org/W4226280022","https://openalex.org/W4300175872","https://openalex.org/W4406284336"],"related_works":["https://openalex.org/W4307572958","https://openalex.org/W3010018012","https://openalex.org/W2792246068","https://openalex.org/W4386796654","https://openalex.org/W2005510223","https://openalex.org/W2128822141","https://openalex.org/W4213327636","https://openalex.org/W2975304921","https://openalex.org/W2770646110","https://openalex.org/W2766314289"],"abstract_inverted_index":{"Many":[0],"interactive":[1],"online":[2],"systems,":[3],"such":[4,49],"as":[5],"social":[6],"media":[7],"platforms":[8],"or":[9,17,99],"news":[10,18],"sites,":[11],"provide":[12],"personalized":[13],"experiences":[14],"through":[15],"recommendations":[16],"feed":[19],"customization":[20],"based":[21],"on":[22,27,124],"people's":[23,125],"feedback":[24,65,81],"and":[25,94,112,128,147,162],"engagement":[26],"individual":[28],"items":[29,168],"(e.g.,":[30],"liking":[31],"items).":[32],"In":[33],"this":[34,68,160],"paper,":[35],"we":[36,39,70],"investigate":[37],"how":[38,76,86],"can":[40],"support":[41],"a":[42,113,152,163],"greater":[43,164],"degree":[44],"of":[45,63,75,121,144],"user":[46],"control":[47],"in":[48,151,166],"systems":[50],"by":[51],"changing":[52],"the":[53,55,61,77,88,119,142],"way":[54],"system":[56,78,89],"allows":[57],"people":[58,139],"to":[59,80,117,140],"gauge":[60],"consequences":[62],"their":[64,145],"actions.":[66],"To":[67],"end,":[69],"consider":[71],"two":[72],"important":[73],"aspects":[74],"responds":[79,90],"actions:":[82],"(i)":[83],"immediacy,":[84],"i.e.,":[85,97],"quickly":[87],"with":[91],"an":[92,108,156],"update,":[93],"(ii)":[95],"visibility,":[96],"whether":[98],"not":[100],"changes":[101,149],"will":[102],"get":[103],"highlighted.":[104],"We":[105,132],"used":[106],"both":[107],"in-lab":[109],"qualitative":[110],"study":[111,116],"large-scale":[114],"crowd-sourced":[115],"examine":[118],"impact":[120,143],"these":[122],"factors":[123],"reported":[126,154],"preferences":[127],"observed":[129],"behavioral":[130],"metrics.":[131],"demonstrate":[133],"that":[134],"UX":[135],"design":[136],"which":[137,167],"enables":[138],"preview":[141],"actions":[146],"highlights":[148],"results":[150],"higher":[153],"transparency,":[155],"overall":[157],"preference":[158],"for":[159],"design,":[161],"selectivity":[165],"are":[169],"liked.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
