{"id":"https://openalex.org/W4288086169","doi":"https://doi.org/10.1145/3359313","title":"Human-AI Collaboration in Data Science","display_name":"Human-AI Collaboration in Data Science","publication_year":2019,"publication_date":"2019-11-07","ids":{"openalex":"https://openalex.org/W4288086169","doi":"https://doi.org/10.1145/3359313"},"language":"en","primary_location":{"id":"doi:10.1145/3359313","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3359313","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1909.02309","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5062817658","display_name":"Dakuo Wang","orcid":"https://orcid.org/0000-0001-9371-9441"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Dakuo Wang","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011883289","display_name":"Justin D. Weisz","orcid":"https://orcid.org/0000-0003-2228-2398"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Justin D. Weisz","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026028381","display_name":"Michael M\u00fcller","orcid":"https://orcid.org/0000-0001-7860-163X"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Muller","raw_affiliation_strings":["IBM Research, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089095944","display_name":"Parikshit Ram","orcid":"https://orcid.org/0000-0002-9456-029X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Parikshit Ram","raw_affiliation_strings":["IBM Research, Atlanta, GA, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Atlanta, GA, USA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004825279","display_name":"Philipp Geyer","orcid":"https://orcid.org/0000-0002-0935-4361"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Werner Geyer","raw_affiliation_strings":["IBM Research, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082995130","display_name":"Casey Dugan","orcid":"https://orcid.org/0000-0002-1508-2091"},"institutions":[{"id":"https://openalex.org/I4210087032","display_name":"Cambridge Scientific (United States)","ror":"https://ror.org/001s4dh65","country_code":"US","type":"company","lineage":["https://openalex.org/I4210087032"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Casey Dugan","raw_affiliation_strings":["IBM Research, Cambridge, MA, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Cambridge, MA, USA","institution_ids":["https://openalex.org/I4210087032"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009937890","display_name":"Yla Tausczik","orcid":null},"institutions":[{"id":"https://openalex.org/I66946132","display_name":"University of Maryland, College Park","ror":"https://ror.org/047s2c258","country_code":"US","type":"education","lineage":["https://openalex.org/I66946132"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yla Tausczik","raw_affiliation_strings":["University of Maryland, College Park, MD, USA"],"affiliations":[{"raw_affiliation_string":"University of Maryland, College Park, MD, USA","institution_ids":["https://openalex.org/I66946132"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035277014","display_name":"Horst Samulowitz","orcid":"https://orcid.org/0000-0002-6780-3217"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Horst Samulowitz","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005255629","display_name":"Alexander Gray","orcid":"https://orcid.org/0000-0003-0337-7359"},"institutions":[{"id":"https://openalex.org/I1341412227","display_name":"IBM (United States)","ror":"https://ror.org/05hh8d621","country_code":"US","type":"company","lineage":["https://openalex.org/I1341412227"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alexander Gray","raw_affiliation_strings":["IBM Research, Yorktown Heights, NY, USA"],"affiliations":[{"raw_affiliation_string":"IBM Research, Yorktown Heights, NY, USA","institution_ids":["https://openalex.org/I1341412227"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5062817658"],"corresponding_institution_ids":["https://openalex.org/I1341412227"],"apc_list":null,"apc_paid":null,"fwci":27.2988,"has_fulltext":false,"cited_by_count":272,"citation_normalized_percentile":{"value":0.99687867,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"3","issue":"CSCW","first_page":"1","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11891","display_name":"Big Data and Business Intelligence","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"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/T10883","display_name":"Ethics and Social Impacts of AI","score":0.9958999752998352,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9940999746322632,"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/multinational-corporation","display_name":"Multinational corporation","score":0.637679934501648},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6151300668716431},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.6116477251052856},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6022674441337585},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5904794335365295},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5111239552497864},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4427124857902527},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.43440037965774536},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.18675914406776428},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.11900341510772705},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.11478263139724731}],"concepts":[{"id":"https://openalex.org/C158016649","wikidata":"https://www.wikidata.org/wiki/Q161726","display_name":"Multinational corporation","level":2,"score":0.637679934501648},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6151300668716431},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.6116477251052856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6022674441337585},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5904794335365295},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5111239552497864},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4427124857902527},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.43440037965774536},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.18675914406776428},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.11900341510772705},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.11478263139724731},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3359313","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3359313","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:1909.02309","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.02309","pdf_url":"https://arxiv.org/pdf/1909.02309","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1909.02309","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1909.02309","pdf_url":"https://arxiv.org/pdf/1909.02309","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":61,"referenced_works":["https://openalex.org/W1501005121","https://openalex.org/W1678356000","https://openalex.org/W1980580900","https://openalex.org/W2039570985","https://openalex.org/W2043498719","https://openalex.org/W2047973478","https://openalex.org/W2064766209","https://openalex.org/W2075369726","https://openalex.org/W2088356384","https://openalex.org/W2096458486","https://openalex.org/W2101234009","https://openalex.org/W2108816886","https://openalex.org/W2120096569","https://openalex.org/W2131737623","https://openalex.org/W2154729866","https://openalex.org/W2166299892","https://openalex.org/W2180345992","https://openalex.org/W2182353144","https://openalex.org/W2182361439","https://openalex.org/W2192203593","https://openalex.org/W2282821441","https://openalex.org/W2396466031","https://openalex.org/W2472803348","https://openalex.org/W2506675680","https://openalex.org/W2561688024","https://openalex.org/W2584335703","https://openalex.org/W2585287275","https://openalex.org/W2588064451","https://openalex.org/W2593151843","https://openalex.org/W2608595939","https://openalex.org/W2610281615","https://openalex.org/W2611789916","https://openalex.org/W2621019965","https://openalex.org/W2716311441","https://openalex.org/W2740333758","https://openalex.org/W2740486019","https://openalex.org/W2771189628","https://openalex.org/W2784241156","https://openalex.org/W2796040126","https://openalex.org/W2829183658","https://openalex.org/W2885311373","https://openalex.org/W2886017866","https://openalex.org/W2893478583","https://openalex.org/W2898664788","https://openalex.org/W2898911189","https://openalex.org/W2905618007","https://openalex.org/W2911396267","https://openalex.org/W2916292150","https://openalex.org/W2941766203","https://openalex.org/W2945020547","https://openalex.org/W2947123069","https://openalex.org/W2971867419","https://openalex.org/W2997591727","https://openalex.org/W3121961986","https://openalex.org/W3123005344","https://openalex.org/W3123103757","https://openalex.org/W3138819813","https://openalex.org/W3160903453","https://openalex.org/W4242395378","https://openalex.org/W4288083705","https://openalex.org/W4394633966"],"related_works":["https://openalex.org/W560905060","https://openalex.org/W3146347817","https://openalex.org/W4248941464","https://openalex.org/W2348308266","https://openalex.org/W2150379823","https://openalex.org/W2478765238","https://openalex.org/W2361676595","https://openalex.org/W603542689","https://openalex.org/W2118831152","https://openalex.org/W2389041154"],"abstract_inverted_index":{"The":[0],"rapid":[1],"advancement":[2],"of":[3,26,39,46,86,139,168],"artificial":[4],"intelligence":[5],"(AI)":[6],"is":[7,17,114],"changing":[8],"our":[9],"lives":[10],"in":[11,22,78,108,181],"many":[12],"ways.":[13],"One":[14],"application":[15],"domain":[16],"data":[18,40,87,94,106,169],"science.":[19,88],"New":[20],"techniques":[21],"automating":[23,140],"the":[24,36,84,137,166],"creation":[25],"AI,":[27],"known":[28],"as":[29],"AutoAI":[30,42,81],"or":[31,67],"AutoML,":[32],"aim":[33],"to":[34,115,162],"automate":[35],"work":[37,97,119,171],"practices":[38,120,124],"scientists.":[41],"systems":[43],"are":[44,76,188],"capable":[45],"autonomously":[47],"ingesting":[48],"and":[49,55,57,104,121,178,185],"pre-processing":[50],"data,":[51],"engineering":[52],"new":[53],"features,":[54],"creating":[56],"scoring":[58],"models":[59],"based":[60],"on":[61],"a":[62,99,163,174],"target":[63],"objectives":[64],"(e.g.":[65],"accuracy":[66],"run-time":[68],"efficiency).":[69],"Though":[70],"not":[71],"yet":[72],"widely":[73],"adopted,":[74],"we":[75],"interested":[77],"understanding":[79],"how":[80,122],"will":[82,172],"impact":[83],"practice":[85,105],"We":[89],"conducted":[90],"interviews":[91],"with":[92,127],"20":[93],"scientists":[95],"who":[96],"at":[98],"large,":[100],"multinational":[101],"technology":[102],"company":[103],"science":[107,170],"various":[109],"business":[110],"settings.":[111],"Our":[112],"goal":[113],"understand":[116],"their":[117,141,157],"current":[118],"these":[123,151],"might":[125],"change":[126],"AutoAI.":[128],"Reactions":[129],"were":[130],"mixed:":[131],"while":[132],"informants":[133],"expressed":[134],"concerns":[135],"about":[136,156],"trend":[138],"jobs,":[142],"they":[143,153],"also":[144],"strongly":[145],"felt":[146],"it":[147],"was":[148],"inevitable.":[149],"Despite":[150],"concerns,":[152],"remained":[154],"optimistic":[155],"future":[158,167],"job":[159],"security":[160],"due":[161],"view":[164],"that":[165],"be":[173],"collaboration":[175],"between":[176],"humans":[177],"AI":[179],"systems,":[180],"which":[182],"both":[183],"automation":[184],"human":[186],"expertise":[187],"indispensable.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":54},{"year":2024,"cited_by_count":57},{"year":2023,"cited_by_count":62},{"year":2022,"cited_by_count":49},{"year":2021,"cited_by_count":29},{"year":2020,"cited_by_count":12}],"updated_date":"2026-04-14T08:04:32.555800","created_date":"2022-07-28T00:00:00"}