{"id":"https://openalex.org/W3178251478","doi":"https://doi.org/10.1145/3465456.3467543","title":"The Effect of Privacy Regulation on the Data Industry","display_name":"The Effect of Privacy Regulation on the Data Industry","publication_year":2021,"publication_date":"2021-07-18","ids":{"openalex":"https://openalex.org/W3178251478","doi":"https://doi.org/10.1145/3465456.3467543","mag":"3178251478"},"language":"en","primary_location":{"id":"doi:10.1145/3465456.3467543","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3465456.3467543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd ACM Conference on Economics and Computation","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/A5079311115","display_name":"Guy Aridor","orcid":"https://orcid.org/0000-0003-3109-4241"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Guy Aridor","raw_affiliation_strings":["Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060447177","display_name":"Yeon\u2010Koo Che","orcid":"https://orcid.org/0000-0002-8985-2554"},"institutions":[{"id":"https://openalex.org/I78577930","display_name":"Columbia University","ror":"https://ror.org/00hj8s172","country_code":"US","type":"education","lineage":["https://openalex.org/I78577930"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yeon-Koo Che","raw_affiliation_strings":["Columbia University, New York, NY, USA"],"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY, USA","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022162716","display_name":"Tobias Salz","orcid":null},"institutions":[{"id":"https://openalex.org/I63966007","display_name":"Massachusetts Institute of Technology","ror":"https://ror.org/042nb2s44","country_code":"US","type":"education","lineage":["https://openalex.org/I63966007"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Tobias Salz","raw_affiliation_strings":["Massachusetts Institute of Technology, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"Massachusetts Institute of Technology, Cambridge, MA, USA","institution_ids":["https://openalex.org/I63966007"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5079311115"],"corresponding_institution_ids":["https://openalex.org/I78577930"],"apc_list":null,"apc_paid":null,"fwci":3.6298,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.9332499,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"93","last_page":"94"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11045","display_name":"Privacy, Security, and Data Protection","score":0.994700014591217,"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"}},"topics":[{"id":"https://openalex.org/T11045","display_name":"Privacy, Security, and Data Protection","score":0.994700014591217,"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"}},{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.982699990272522,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"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/T11437","display_name":"Digital Platforms and Economics","score":0.9797999858856201,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/consumer-privacy","display_name":"Consumer privacy","score":0.8233224153518677},{"id":"https://openalex.org/keywords/revenue","display_name":"Revenue","score":0.7085126638412476},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.5944101214408875},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5166692733764648},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.49252161383628845},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.48128408193588257},{"id":"https://openalex.org/keywords/display-advertising","display_name":"Display advertising","score":0.46299251914024353},{"id":"https://openalex.org/keywords/information-privacy","display_name":"Information privacy","score":0.4502604603767395},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.4231390953063965},{"id":"https://openalex.org/keywords/externality","display_name":"Externality","score":0.41254886984825134},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3957841992378235},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.32945770025253296},{"id":"https://openalex.org/keywords/online-advertising","display_name":"Online advertising","score":0.2994574010372162},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.26095905900001526},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.25734183192253113},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.21385249495506287},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.1982179880142212},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1670558750629425}],"concepts":[{"id":"https://openalex.org/C2778656907","wikidata":"https://www.wikidata.org/wiki/Q5164712","display_name":"Consumer privacy","level":3,"score":0.8233224153518677},{"id":"https://openalex.org/C195487862","wikidata":"https://www.wikidata.org/wiki/Q850210","display_name":"Revenue","level":2,"score":0.7085126638412476},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.5944101214408875},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5166692733764648},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.49252161383628845},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.48128408193588257},{"id":"https://openalex.org/C2777999536","wikidata":"https://www.wikidata.org/wiki/Q2399498","display_name":"Display advertising","level":4,"score":0.46299251914024353},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.4502604603767395},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.4231390953063965},{"id":"https://openalex.org/C16118543","wikidata":"https://www.wikidata.org/wiki/Q275372","display_name":"Externality","level":2,"score":0.41254886984825134},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3957841992378235},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.32945770025253296},{"id":"https://openalex.org/C512338625","wikidata":"https://www.wikidata.org/wiki/Q624902","display_name":"Online advertising","level":3,"score":0.2994574010372162},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26095905900001526},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.25734183192253113},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.21385249495506287},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.1982179880142212},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1670558750629425},{"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/C121955636","wikidata":"https://www.wikidata.org/wiki/Q4116214","display_name":"Accounting","level":1,"score":0.0},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3465456.3467543","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3465456.3467543","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 22nd ACM Conference on Economics and Computation","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Decent work and economic growth","id":"https://metadata.un.org/sdg/8","score":0.550000011920929}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2584827882","https://openalex.org/W4248194780","https://openalex.org/W2752737288","https://openalex.org/W2515530082","https://openalex.org/W3124723974","https://openalex.org/W3025835448","https://openalex.org/W2015735740","https://openalex.org/W2499506767","https://openalex.org/W2030247569","https://openalex.org/W4293173155"],"abstract_inverted_index":{"This":[0,139],"paper":[1],"studies":[2],"the":[3,6,14,46,60,80,100,142,154,160,177,188,197],"effects":[4],"of":[5,16,62,74,83,96,106,124,137,156,162,169,180,187],"EU's":[7],"General":[8],"Data":[9],"Protection":[10],"Regulation":[11],"(GDPR)":[12],"on":[13,205],"ability":[15,143,155],"firms":[17,44],"to":[18,53,144,158,173,183],"collect":[19],"consumer":[20,55,69,146,200],"data,":[21],"identify":[22],"consumers":[23,92,107,125,182,191,207],"over":[24],"time,":[25],"accrue":[26],"revenue":[27],"via":[28],"online":[29,47],"advertising,":[30],"and":[31,59,148,208],"predict":[32,145],"their":[33],"behavior.":[34,70],"We":[35,71,85,112],"utilize":[36],"a":[37,63,75,87,94,121],"novel":[38],"dataset":[39],"that":[40,50,67,78,103,116,192,199],"spans":[41],"many":[42],"different":[43],"in":[45,90,176],"travel":[48],"industry":[49],"allows":[51],"us":[52],"observe":[54],"visits,":[56],"purchases,":[57],"advertisements,":[58],"output":[61],"commercially":[64],"used":[65],"algorithm":[66],"predicts":[68],"make":[72],"use":[73,168],"difference-in-differences":[76],"analysis":[77],"exploits":[79],"geographic":[81],"reach":[82],"GDPR.":[84,138],"find":[86],"12.5%":[88],"drop":[89],"observed":[91],"as":[93,135,150,152],"result":[95],"GDPR,":[97],"but":[98],"at":[99],"same":[101],"time":[102],"remaining":[104,181],"set":[105,123],"is":[108,118],"more":[109],"persistently":[110],"identifiable.":[111],"provide":[113],"suggestive":[114],"evidence":[115],"this":[117,166],"driven":[119],"by":[120],"selected":[122],"who":[126],"substitute":[127],"from":[128,190],"pre-existing":[129],"privacy":[130,170,201],"means":[131],"towards":[132],"those":[133],"offered":[134],"part":[136],"substitution":[140],"affects":[141],"behavior":[147],"preferences":[149],"well":[151],"improves":[153],"advertisers":[157],"measure":[159],"effectiveness":[161],"advertising.":[163],"In":[164],"sum,":[165],"differential":[167],"tools":[171],"leads":[172],"an":[174],"increase":[175],"average":[178],"value":[179],"advertisers,":[184],"offsetting":[185],"some":[186],"losses":[189],"opt-out.":[193],"Our":[194],"results":[195],"highlight":[196],"externalities":[198],"decisions":[202],"have":[203],"both":[204],"other":[206],"for":[209],"firms.":[210]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
