{"id":"https://openalex.org/W4366122041","doi":"https://doi.org/10.1177/20539517231166886","title":"Predictive privacy: Collective data protection in the context of artificial intelligence and big data","display_name":"Predictive privacy: Collective data protection in the context of artificial intelligence and big data","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4366122041","doi":"https://doi.org/10.1177/20539517231166886"},"language":"en","primary_location":{"id":"doi:10.1177/20539517231166886","doi":"https://doi.org/10.1177/20539517231166886","is_oa":true,"landing_page_url":"https://doi.org/10.1177/20539517231166886","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/20539517231166886","source":{"id":"https://openalex.org/S2736409588","display_name":"Big Data & Society","issn_l":"2053-9517","issn":["2053-9517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-2","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data & Society","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://journals.sagepub.com/doi/pdf/10.1177/20539517231166886","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035812979","display_name":"Rainer M\u00fchlhoff","orcid":"https://orcid.org/0000-0002-3936-9919","observed_orcids":["https://orcid.org/0000-0002-3936-9919"]},"institutions":[{"id":"https://openalex.org/I170658231","display_name":"Osnabr\u00fcck University","ror":"https://ror.org/04qmmjx98","country_code":"DE","type":"education","lineage":["https://openalex.org/I170658231"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Rainer M\u00fchlhoff","raw_affiliation_strings":["Ethics of Artificial Intelligence, Institut f\u00fcr Kognitionswissenschaft, Universit\u00e4t Osnabr\u00fcck, Osnabr\u00fcck, Germany"],"raw_orcid":"https://orcid.org/0000-0002-3936-9919","affiliations":[{"raw_affiliation_string":"Ethics of Artificial Intelligence, Institut f\u00fcr Kognitionswissenschaft, Universit\u00e4t Osnabr\u00fcck, Osnabr\u00fcck, Germany","institution_ids":["https://openalex.org/I170658231"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5035812979"],"corresponding_institution_ids":["https://openalex.org/I170658231"],"apc_list":{"value":800,"currency":"USD","value_usd":800},"apc_paid":{"value":1389,"currency":"EUR","value_usd":1498},"fwci":156.7145,"has_fulltext":false,"cited_by_count":86,"citation_normalized_percentile":{"value":0.99983905,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13364","display_name":"Digitalization, Law, and Regulation","score":0.8353999853134155,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"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/T13364","display_name":"Digitalization, Law, and Regulation","score":0.8353999853134155,"subfield":{"id":"https://openalex.org/subfields/3308","display_name":"Law"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.15530000627040863,"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/T11045","display_name":"Privacy, Security, and Data Protection","score":0.003800000064074993,"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/predictive-analytics","display_name":"predictive analytics","score":0.9760000109672546},{"id":"https://openalex.org/keywords/data-protection","display_name":"data protection","score":0.7950000166893005},{"id":"https://openalex.org/keywords/big-data","display_name":"big data","score":0.8349999785423279},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"artificial intelligence","score":0.9639999866485596},{"id":"https://openalex.org/keywords/anonymized-data","display_name":"anonymized data","score":0.8109999895095825},{"id":"https://openalex.org/keywords/predictive-power","display_name":"predictive power","score":0.5379999876022339},{"id":"https://openalex.org/keywords/discrimination","display_name":"discrimination","score":0.550000011920929},{"id":"https://openalex.org/keywords/social-inequality","display_name":"social inequality","score":0.9490000009536743},{"id":"https://openalex.org/keywords/exclusion","display_name":"exclusion","score":0.6010000109672546},{"id":"https://openalex.org/keywords/eu-data-protection-law","display_name":"EU data protection law","score":0.8130000233650208},{"id":"https://openalex.org/keywords/platform-firms","display_name":"platform companies","score":0.5619999766349792},{"id":"https://openalex.org/keywords/behavioral-data","display_name":"behavioral data","score":0.37599998712539673}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.7858591079711914},{"id":"https://openalex.org/C83209312","wikidata":"https://www.wikidata.org/wiki/Q1053367","display_name":"Predictive analytics","level":2,"score":0.7516393661499023},{"id":"https://openalex.org/C2778136018","wikidata":"https://www.wikidata.org/wiki/Q10350689","display_name":"Predictive power","level":2,"score":0.6678391695022583},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6171440482139587},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5880773067474365},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5695229768753052},{"id":"https://openalex.org/C69360830","wikidata":"https://www.wikidata.org/wiki/Q1172237","display_name":"Data Protection Act 1998","level":2,"score":0.4785623848438263},{"id":"https://openalex.org/C2776945810","wikidata":"https://www.wikidata.org/wiki/Q17006654","display_name":"Data anonymization","level":3,"score":0.467037171125412},{"id":"https://openalex.org/C123201435","wikidata":"https://www.wikidata.org/wiki/Q456632","display_name":"Information privacy","level":2,"score":0.45099329948425293},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.40903452038764954},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3703192472457886},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35102057456970215},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27209919691085815},{"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/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":2,"locations":[{"id":"doi:10.1177/20539517231166886","doi":"https://doi.org/10.1177/20539517231166886","is_oa":true,"landing_page_url":"https://doi.org/10.1177/20539517231166886","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/20539517231166886","source":{"id":"https://openalex.org/S2736409588","display_name":"Big Data & Society","issn_l":"2053-9517","issn":["2053-9517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-2","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data & Society","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9f829170f87647dd9c3db129dccf1e36","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/9f829170f87647dd9c3db129dccf1e36","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Big Data & Society, Vol 10 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1177/20539517231166886","doi":"https://doi.org/10.1177/20539517231166886","is_oa":true,"landing_page_url":"https://doi.org/10.1177/20539517231166886","pdf_url":"https://journals.sagepub.com/doi/pdf/10.1177/20539517231166886","source":{"id":"https://openalex.org/S2736409588","display_name":"Big Data & Society","issn_l":"2053-9517","issn":["2053-9517"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","jufo-2","norway-1","poland-40","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320017","host_organization_name":"SAGE Publishing","host_organization_lineage":["https://openalex.org/P4310320017"],"host_organization_lineage_names":["SAGE Publishing"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Big Data & Society","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4366122041.pdf"},"referenced_works_count":37,"referenced_works":["https://openalex.org/W1531049952","https://openalex.org/W2002015621","https://openalex.org/W2049584192","https://openalex.org/W2073681684","https://openalex.org/W2124837172","https://openalex.org/W2135930857","https://openalex.org/W2140571883","https://openalex.org/W2153803020","https://openalex.org/W2159024459","https://openalex.org/W2168610667","https://openalex.org/W2288376631","https://openalex.org/W2298906226","https://openalex.org/W2396457900","https://openalex.org/W2473418344","https://openalex.org/W2478617803","https://openalex.org/W2528488565","https://openalex.org/W2566525144","https://openalex.org/W2567289819","https://openalex.org/W2587401662","https://openalex.org/W2594690992","https://openalex.org/W2703592991","https://openalex.org/W2897702578","https://openalex.org/W2911826260","https://openalex.org/W2911978475","https://openalex.org/W2947777845","https://openalex.org/W2953178162","https://openalex.org/W3093664790","https://openalex.org/W3117302670","https://openalex.org/W3123643475","https://openalex.org/W3125057561","https://openalex.org/W3182370457","https://openalex.org/W3190013839","https://openalex.org/W4210980496","https://openalex.org/W4231758007","https://openalex.org/W4286213378","https://openalex.org/W4294683615","https://openalex.org/W4365388135"],"related_works":["https://openalex.org/W4391933212","https://openalex.org/W4410763009","https://openalex.org/W4312757891","https://openalex.org/W6961090905","https://openalex.org/W3016242181","https://openalex.org/W2800576843","https://openalex.org/W4389221897","https://openalex.org/W3185754219","https://openalex.org/W3124013575","https://openalex.org/W2912671053"],"abstract_inverted_index":{"Big":[0],"data":[1,10,27,58,75,121,133,147,184,201,222],"and":[2,70,112,177,198,248],"artificial":[3],"intelligence":[4],"pose":[5],"a":[6,96,137,146,195,238],"new":[7,239],"challenge":[8],"for":[9,47],"protection":[11,122,148,202,223],"as":[12,194],"these":[13],"techniques":[14],"allow":[15],"predictions":[16],"to":[17,99,200,205],"be":[18,100],"made":[19],"about":[20,170],"third":[21],"parties":[22],"based":[23,181],"on":[24,182],"the":[25,54,66,71,106,125,128,142,154,183,206,214,219,225,231],"anonymous":[26],"of":[28,32,50,65,76,108,130,156,158,185,208,221,227,233,241],"many":[29,77,186],"people.":[30,188],"Examples":[31],"predicted":[33,173],"information":[34,169],"include":[35],"purchasing":[36],"power,":[37],"gender,":[38],"age,":[39],"health,":[40],"sexual":[41],"orientation,":[42],"ethnicity,":[43],"etc.":[44],"The":[45,87],"basis":[46],"such":[48],"applications":[49],"\u201cpredictive":[51,144],"analytics\u201d":[52],"is":[53,150,165,172,191,230,237],"comparison":[55],"between":[56,245],"behavioral":[57],"(e.g.":[59],"usage,":[60],"tracking,":[61],"or":[62,83],"activity":[63],"data)":[64],"individual":[67],"in":[68,105,124,136,224],"question":[69],"potentially":[72],"anonymously":[73],"processed":[74],"others":[78],"using":[79],"machine":[80],"learning":[81],"models":[82],"simpler":[84],"statistical":[85],"methods.":[86],"article":[88,215],"starts":[89],"by":[90,119],"noting":[91],"that":[92,152,218],"predictive":[93,159,163,209,228],"analytics":[94,210,229],"has":[95],"significant":[97],"potential":[98],"abused,":[101],"which":[102,236],"manifests":[103],"itself":[104],"form":[107],"social":[109],"inequality,":[110],"discrimination,":[111],"exclusion.":[113],"These":[114],"potentials":[115],"are":[116,211],"not":[117],"regulated":[118],"current":[120],"law":[123],"EU;":[126],"indeed,":[127],"use":[129],"anonymized":[131],"mass":[132],"takes":[134],"place":[135],"largely":[138],"unregulated":[139],"space.":[140],"Under":[141],"term":[143],"privacy,\u201d":[145],"approach":[149],"presented":[151],"counters":[153],"risks":[155],"abuse":[157],"analytics.":[160],"A":[161],"person's":[162],"privacy":[164,190],"violated":[166],"when":[167],"personal":[168],"them":[171],"without":[174],"their":[175,179],"knowledge":[176],"against":[178],"will":[180],"other":[187],"Predictive":[189],"then":[192],"formulated":[193],"protected":[196],"good":[197],"improvements":[199],"with":[203],"regard":[204],"regulation":[207,232],"proposed.":[212],"Finally,":[213],"points":[216],"out":[217],"goal":[220],"context":[226],"\u201cprediction":[234],"power,\u201d":[235],"manifestation":[240],"informational":[242],"power":[243],"asymmetry":[244],"platform":[246],"companies":[247],"society.":[249]},"counts_by_year":[{"year":2026,"cited_by_count":25},{"year":2025,"cited_by_count":34},{"year":2024,"cited_by_count":20},{"year":2023,"cited_by_count":7}],"updated_date":"2026-11-02T09:45:03.842371","created_date":"2023-04-19T00:00:00"}