{"id":"https://openalex.org/W1985897005","doi":null,"title":"Inference on an Extended Roy Model, with an Application to Schooling Decisions in France","display_name":"Inference on an Extended Roy Model, with an Application to Schooling Decisions in France","publication_year":2011,"publication_date":"2011-01-01","ids":{"openalex":"https://openalex.org/W1985897005","mag":"1985897005"},"language":"en","primary_location":{"id":"mag:1985897005","doi":null,"is_oa":true,"landing_page_url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1881020","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SSRN Electronic Journal","raw_type":null},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1881020","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001411218","display_name":"Arnaud Maurel","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I1321305853","display_name":"National Bureau of Economic Research","ror":"https://ror.org/04grmx538","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1321305853"]},{"id":"https://openalex.org/I170897317","display_name":"Duke University","ror":"https://ror.org/00py81415","country_code":"US","type":"education","lineage":["https://openalex.org/I170897317"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Arnaud Maurel","raw_affiliation_strings":["Duke University - Department of Economics","National Bureau of Economic Research (NBER)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Duke University - Department of Economics","institution_ids":["https://openalex.org/I170897317"]},{"raw_affiliation_string":"National Bureau of Economic Research (NBER)","institution_ids":["https://openalex.org/I1321305853"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083851284","display_name":"Xavier D\u2019Haultf\u0153uille","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210137396","display_name":"Centre de Recherche en \u00c9conomie et Statistique","ror":"https://ror.org/0449khs19","country_code":"FR","type":"facility","lineage":["https://openalex.org/I1294671590","https://openalex.org/I142476485","https://openalex.org/I4210108488","https://openalex.org/I4210137396","https://openalex.org/I4210145102","https://openalex.org/I4210150854","https://openalex.org/I84009706"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Xavier D\u2019Haultf\u0153uille","raw_affiliation_strings":["Center for Research in Economics and Statistics (CREST)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Research in Economics and Statistics (CREST)","institution_ids":["https://openalex.org/I4210137396"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.6523000001907349,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.6523000001907349,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10208","display_name":"Labor market dynamics and wage inequality","score":0.15119999647140503,"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/T12088","display_name":"Intergenerational and Educational Inequality Studies","score":0.06610000133514404,"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/roy-model","display_name":"Roy model","score":0.9300000071525574},{"id":"https://openalex.org/keywords/sectoral-choice","display_name":"sectoral choice","score":0.8289999961853027},{"id":"https://openalex.org/keywords/earnings-uncertainty","display_name":"earnings uncertainty","score":0.6620000004768372},{"id":"https://openalex.org/keywords/semiparametric-estimation","display_name":"semiparametric estimation","score":0.734000027179718},{"id":"https://openalex.org/keywords/educational-sorting","display_name":"educational sorting","score":0.5049999952316284},{"id":"https://openalex.org/keywords/returns-to-education","display_name":"returns to education","score":0.628000020980835},{"id":"https://openalex.org/keywords/french-higher-education","display_name":"French higher education","score":0.3630000054836273}],"concepts":[{"id":"https://openalex.org/C119043178","wikidata":"https://www.wikidata.org/wiki/Q320723","display_name":"Covariate","level":2,"score":0.7815670967102051},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.708337664604187},{"id":"https://openalex.org/C2781426361","wikidata":"https://www.wikidata.org/wiki/Q5326940","display_name":"Earnings","level":2,"score":0.6661314368247986},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6439234018325806},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6233320832252502},{"id":"https://openalex.org/C185429906","wikidata":"https://www.wikidata.org/wiki/Q1130160","display_name":"Estimator","level":2,"score":0.620027482509613},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.5993218421936035},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.5133875608444214},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.4984135627746582},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.470151424407959},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2971378266811371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.22360694408416748},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2108837068080902},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.08961758017539978},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"mag:1985897005","doi":null,"is_oa":true,"landing_page_url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1881020","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SSRN Electronic Journal","raw_type":null},{"id":"mag:3121291386","doi":null,"is_oa":false,"landing_page_url":"https://econpapers.repec.org/RePEc:duk:dukeec:11-10","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:duk:dukeec:11-10","doi":null,"is_oa":false,"landing_page_url":"http://papers.ssrn.com/sol3/papers.cfm?abstract_id=1881020","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":"preprint"}],"best_oa_location":{"id":"mag:1985897005","doi":null,"is_oa":true,"landing_page_url":"https://papers.ssrn.com/sol3/papers.cfm?abstract_id=1881020","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"SSRN Electronic Journal","raw_type":null},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W1599349192","https://openalex.org/W1600156945","https://openalex.org/W1886305637","https://openalex.org/W1996046340","https://openalex.org/W2016846642","https://openalex.org/W2023063828","https://openalex.org/W2027988283","https://openalex.org/W2037689796","https://openalex.org/W2047363966","https://openalex.org/W2050419204","https://openalex.org/W2056917378","https://openalex.org/W2065445665","https://openalex.org/W2074970415","https://openalex.org/W2083028046","https://openalex.org/W2084538591","https://openalex.org/W2093454279","https://openalex.org/W2107113475","https://openalex.org/W2118618810","https://openalex.org/W2128802835","https://openalex.org/W2131015671","https://openalex.org/W2131364445","https://openalex.org/W2136175429","https://openalex.org/W2146433902","https://openalex.org/W2149814123","https://openalex.org/W2153328328","https://openalex.org/W2155281701","https://openalex.org/W2170940480","https://openalex.org/W2171040166","https://openalex.org/W2590957573","https://openalex.org/W3023676196","https://openalex.org/W3123465406","https://openalex.org/W3123999427","https://openalex.org/W3124199931","https://openalex.org/W3124468832","https://openalex.org/W3125021296","https://openalex.org/W3125855424"],"related_works":["https://openalex.org/W7101170154","https://openalex.org/W2182713739","https://openalex.org/W2065445665","https://openalex.org/W1586130618","https://openalex.org/W7096072024","https://openalex.org/W7095782948","https://openalex.org/W7095666074","https://openalex.org/W7097622679","https://openalex.org/W7099141509","https://openalex.org/W1989624105"],"abstract_inverted_index":{"This":[0],"paper":[1],"considers":[2],"the":[3,23,36,39,47,56,64,67,70,82,85,105,126,135,138,168],"identification":[4,37,106,113],"and":[5,26,98,158],"estimation":[6,149],"of":[7,10,14,38,50,58,66,69,84,107,137,185],"an":[8],"extension":[9],"Roy\u2019s":[11],"model":[12],"(1951)":[13],"sectoral":[15],"choice,":[16],"which":[17,42,154],"includes":[18],"a":[19,129,146,182],"non-pecuniary":[20,40,179],"component":[21,77],"in":[22,55,99],"selection":[24,71],"equation":[25],"allows":[27],"for":[28,151],"uncertainty":[29],"on":[30,35,88,104,125,134],"potential":[31],"earnings.":[32],"We":[33,143],"focus":[34],"component,":[41],"is":[43,78,95],"key":[44,183],"to":[45,101,167],"disentangle":[46],"relative":[48],"importance":[49],"monetary":[51,141],"incentives":[52],"versus":[53],"preferences":[54],"context":[57],"sorting":[59],"across":[60],"sectors.":[61],"By":[62],"making":[63],"most":[65,102],"structure":[68],"equation,":[72],"we":[73,163],"show":[74],"that":[75,112,178],"this":[76,110,152],"point":[79],"identified":[80],"from":[81,175],"knowledge":[83],"covariates":[86],"effects":[87],"earnings,":[89],"as":[90,92],"soon":[91],"one":[93],"covariate":[94],"continuous.":[96],"Notably,":[97],"contrast":[100],"results":[103,166],"Roy":[108],"models,":[109],"implies":[111],"can":[114],"be":[115],"achieved":[116],"without":[117],"any":[118],"exclusion":[119],"restriction":[120],"nor":[121],"large":[122],"support":[123],"condition":[124],"covariates.":[127],"As":[128],"byproduct,":[130],"bounds":[131],"are":[132,181],"obtained":[133],"distribution":[136],"ex":[139],"ante":[140],"returns.":[142],"also":[144],"propose":[145],"three-stage":[147],"semiparametric":[148],"procedure":[150],"model,":[153],"yields":[155],"root-n":[156],"consistent":[157],"asymptotically":[159],"normal":[160],"estimators.":[161],"Finally,":[162],"apply":[164],"our":[165],"educational":[169],"context,":[170],"by":[171],"providing":[172],"new":[173],"evidence":[174],"French":[176],"data":[177],"factors":[180],"determinant":[184],"higher":[186],"education":[187],"attendance":[188],"decisions.":[189]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2014,"cited_by_count":4},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2016-06-24T00:00:00"}