{"id":"https://openalex.org/W2948288249","doi":"https://doi.org/10.1007/s11129-021-09241-2","title":"Counterfactual inference for consumer choice across many product categories","display_name":"Counterfactual inference for consumer choice across many product categories","publication_year":2021,"publication_date":"2021-11-17","ids":{"openalex":"https://openalex.org/W2948288249","doi":"https://doi.org/10.1007/s11129-021-09241-2","mag":"2948288249"},"language":"en","primary_location":{"id":"doi:10.1007/s11129-021-09241-2","doi":"https://doi.org/10.1007/s11129-021-09241-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11129-021-09241-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210206015","display_name":"Quantitative Marketing and Economics","issn_l":"1570-7156","issn":["1570-7156","1573-711X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-1","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantitative Marketing and Economics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1906.02635","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Robert Donnelly","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Robert Donnelly","raw_affiliation_strings":["Stanford University, 655 Knight Way, Stanford, CA, 94305, USA","Stanford University ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University, 655 Knight Way, Stanford, CA, 94305, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Stanford University ()","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063841913","display_name":"Francisco R. Ruiz","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I241749","display_name":"University of Cambridge","ror":"https://ror.org/013meh722","country_code":"GB","type":"education","lineage":["https://openalex.org/I241749"]},{"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":["GB","US"],"is_corresponding":false,"raw_author_name":"Francisco J.R. Ruiz","raw_affiliation_strings":["Columbia University, New York, NY, 10027, USA","University of Cambridge, Cambridge, CB2 1TN, UK","Columbia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY, 10027, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"University of Cambridge, Cambridge, CB2 1TN, UK","institution_ids":["https://openalex.org/I241749"]},{"raw_affiliation_string":"Columbia University","institution_ids":["https://openalex.org/I78577930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070920982","display_name":"David M. Blei","orcid":"https://orcid.org/0000-0002-5588-4611","observed_orcids":["https://orcid.org/0000-0002-5588-4611"]},"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"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David Blei","raw_affiliation_strings":["Columbia University, New York, NY, 10027, USA","Stanford University ()"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Columbia University, New York, NY, 10027, USA","institution_ids":["https://openalex.org/I78577930"]},{"raw_affiliation_string":"Stanford University ()","institution_ids":["https://openalex.org/I97018004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5001211242","display_name":"Susan Carleton Athey","orcid":"https://orcid.org/0000-0001-6934-562X","observed_orcids":["https://orcid.org/0000-0001-6934-562X"]},"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"]},{"id":"https://openalex.org/I97018004","display_name":"Stanford University","ror":"https://ror.org/00f54p054","country_code":"US","type":"education","lineage":["https://openalex.org/I97018004"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Susan Athey","raw_affiliation_strings":["Stanford University, 655 Knight Way, Stanford, CA, 94305, USA","Columbia University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stanford University, 655 Knight Way, Stanford, CA, 94305, USA","institution_ids":["https://openalex.org/I97018004"]},{"raw_affiliation_string":"Columbia University","institution_ids":["https://openalex.org/I78577930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5001211242"],"corresponding_institution_ids":["https://openalex.org/I78577930","https://openalex.org/I97018004"],"apc_list":{"value":2780,"currency":"USD","value_usd":2780},"apc_paid":null,"fwci":3.6813,"has_fulltext":false,"cited_by_count":31,"citation_normalized_percentile":{"value":0.92825139,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":"19","issue":"3-4","first_page":"369","last_page":"407"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9634000062942505,"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"}},"topics":[{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9634000062942505,"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/T10841","display_name":"Economic and Environmental Valuation","score":0.013000000268220901,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.005100000184029341,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/counterfactual-inference","display_name":"counterfactual inference","score":0.8799999952316284},{"id":"https://openalex.org/keywords/consumer-choice","display_name":"consumer choice","score":0.9070000052452087},{"id":"https://openalex.org/keywords/discrete-choice","display_name":"discrete choice","score":0.6869999766349792},{"id":"https://openalex.org/keywords/additive-utility","display_name":"additive utility","score":0.6069999933242798},{"id":"https://openalex.org/keywords/preference-heterogeneity","display_name":"preference heterogeneity","score":0.5609999895095825},{"id":"https://openalex.org/keywords/matrix-factorization","display_name":"matrix factorization","score":0.8799999952316284},{"id":"https://openalex.org/keywords/price-sensitivity","display_name":"price sensitivity","score":0.9549999833106995},{"id":"https://openalex.org/keywords/personalized-pricing","display_name":"personalized pricing","score":0.5490000247955322},{"id":"https://openalex.org/keywords/price-discounts","display_name":"discounts","score":0.8289999961853027},{"id":"https://openalex.org/keywords/customer-personalization","display_name":"customer personalization","score":0.4790000021457672}],"concepts":[{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.7251180410385132},{"id":"https://openalex.org/C70437156","wikidata":"https://www.wikidata.org/wiki/Q7228652","display_name":"Pooling","level":2,"score":0.6129307150840759},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5824084281921387},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.5701882839202881},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.5407983660697937},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.511662483215332},{"id":"https://openalex.org/C2777340749","wikidata":"https://www.wikidata.org/wiki/Q6684955","display_name":"Lottery","level":2,"score":0.48126906156539917},{"id":"https://openalex.org/C147101817","wikidata":"https://www.wikidata.org/wiki/Q13443840","display_name":"Product category","level":3,"score":0.46114474534988403},{"id":"https://openalex.org/C71889745","wikidata":"https://www.wikidata.org/wiki/Q1783264","display_name":"Counterfactual conditional","level":3,"score":0.4578378200531006},{"id":"https://openalex.org/C204036174","wikidata":"https://www.wikidata.org/wiki/Q909380","display_name":"Stock (firearms)","level":2,"score":0.45221367478370667},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.44758740067481995},{"id":"https://openalex.org/C160234255","wikidata":"https://www.wikidata.org/wiki/Q812535","display_name":"Bayesian inference","level":3,"score":0.4474581778049469},{"id":"https://openalex.org/C2776314989","wikidata":"https://www.wikidata.org/wiki/Q833495","display_name":"Consumer choice","level":2,"score":0.4143370985984802},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.2976655066013336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26250308752059937},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.2607836127281189},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20897343754768372},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.10066592693328857},{"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/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":8,"locations":[{"id":"doi:10.1007/s11129-021-09241-2","doi":"https://doi.org/10.1007/s11129-021-09241-2","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11129-021-09241-2","pdf_url":null,"source":{"id":"https://openalex.org/S4210206015","display_name":"Quantitative Marketing and Economics","issn_l":"1570-7156","issn":["1570-7156","1573-711X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-a","anvur-class-a","anvur-scientific","cwts-core","erih-plus","fnege-2","jufo-1","norway-1","poland-140","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Quantitative Marketing and Economics","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:arx:papers:1906.02635","doi":null,"is_oa":false,"landing_page_url":"http://arxiv.org/pdf/1906.02635","pdf_url":"http://arxiv.org/pdf/1906.02635","source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"preprint"},{"id":"pmh:oai:arXiv.org:1906.02635","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.02635","pdf_url":"https://arxiv.org/pdf/1906.02635","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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"},{"id":"mag:2948288249","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1906.02635v1","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":"arXiv (Cornell University)","raw_type":null},{"id":"mag:3121836488","doi":null,"is_oa":false,"landing_page_url":"https://EconPapers.repec.org/RePEc:arx:papers:1906.02635","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"RePEc: Research Papers in Economics","raw_type":null},{"id":"pmh:oai:RePEc:kap:qmktec:v:19:y:2021:i:3:d:10.1007_s11129-021-09241-2","doi":null,"is_oa":false,"landing_page_url":"http://link.springer.com/10.1007/s11129-021-09241-2","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"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":"article"},{"id":"pmh:oai:generic.eprints.org:1101257","doi":null,"is_oa":false,"landing_page_url":"http://publications.eng.cam.ac.uk/1101257/","pdf_url":null,"source":{"id":"https://openalex.org/S4406922847","display_name":"Cambridge University Engineering Department Publications Database","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"doi:10.48550/arxiv.1906.02635","doi":"https://doi.org/10.48550/arxiv.1906.02635","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1906.02635","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1906.02635","doi":null,"is_oa":true,"landing_page_url":"http://arxiv.org/abs/1906.02635","pdf_url":"https://arxiv.org/pdf/1906.02635","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W80257235","https://openalex.org/W133512804","https://openalex.org/W243774160","https://openalex.org/W1523644048","https://openalex.org/W1526528820","https://openalex.org/W1550812296","https://openalex.org/W1552666175","https://openalex.org/W1555484770","https://openalex.org/W1572756674","https://openalex.org/W1581928048","https://openalex.org/W1876699192","https://openalex.org/W1909320841","https://openalex.org/W1978907431","https://openalex.org/W1985949226","https://openalex.org/W1988198833","https://openalex.org/W2025259039","https://openalex.org/W2025359908","https://openalex.org/W2025605741","https://openalex.org/W2054141820","https://openalex.org/W2077988168","https://openalex.org/W2088547249","https://openalex.org/W2095531437","https://openalex.org/W2110398442","https://openalex.org/W2123528936","https://openalex.org/W2128249713","https://openalex.org/W2137344397","https://openalex.org/W2141561277","https://openalex.org/W2147016894","https://openalex.org/W2150317453","https://openalex.org/W2150807068","https://openalex.org/W2151084171","https://openalex.org/W2155014080","https://openalex.org/W2161065161","https://openalex.org/W2161381512","https://openalex.org/W2170867720","https://openalex.org/W2178479773","https://openalex.org/W2225156818","https://openalex.org/W2238437916","https://openalex.org/W2319178748","https://openalex.org/W2467288387","https://openalex.org/W2504606728","https://openalex.org/W2604525406","https://openalex.org/W2767655931","https://openalex.org/W2784717019","https://openalex.org/W2890450186","https://openalex.org/W2890898686","https://openalex.org/W2979179150","https://openalex.org/W3121519624","https://openalex.org/W3121740449","https://openalex.org/W3122059187","https://openalex.org/W3149213291","https://openalex.org/W6605006787","https://openalex.org/W6977390765"],"related_works":["https://openalex.org/W4312290373","https://openalex.org/W7099291213","https://openalex.org/W7111671670","https://openalex.org/W3217069458","https://openalex.org/W2767655931","https://openalex.org/W2760830699","https://openalex.org/W2961298359","https://openalex.org/W7155553516","https://openalex.org/W7171641213","https://openalex.org/W3153429976"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":3}],"updated_date":"2026-10-31T12:09:11.096373","created_date":"2019-06-14T00:00:00"}