{"id":"https://openalex.org/W4412901449","doi":"https://doi.org/10.1080/19427867.2025.2537849","title":"Clean Technology Adoption Preferences: Integrated Analysis of Co-adoption of Electric Vehicles and Solar Panels","display_name":"Clean Technology Adoption Preferences: Integrated Analysis of Co-adoption of Electric Vehicles and Solar Panels","publication_year":2025,"publication_date":"2025-07-29","ids":{"openalex":"https://openalex.org/W4412901449","doi":"https://doi.org/10.1080/19427867.2025.2537849"},"language":"en","primary_location":{"id":"doi:10.1080/19427867.2025.2537849","doi":"https://doi.org/10.1080/19427867.2025.2537849","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19427867.2025.2537849","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19427867.2025.2537849?needAccess=true","source":{"id":"https://openalex.org/S70779598","display_name":"Transportation Letters","issn_l":"1942-7867","issn":["1942-7867","1942-7875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Letters","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://www.tandfonline.com/doi/pdf/10.1080/19427867.2025.2537849?needAccess=true","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102352039","display_name":"Lu Dong","orcid":"https://orcid.org/0009-0004-6013-223X","observed_orcids":["https://orcid.org/0009-0004-6013-223X","https://orcid.org/0000-0003-2087-3338"]},"institutions":[{"id":"https://openalex.org/I4405272753","display_name":"University of California Institute of Transportation Studies","ror":"https://ror.org/04nv1d956","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405272753"]},{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Lu Dong","raw_affiliation_strings":["Institute of Transportation Studies University of California","Institute of Transportation Studies University of California, Davis"],"raw_orcid":"https://orcid.org/0009-0004-6013-223X","affiliations":[{"raw_affiliation_string":"Institute of Transportation Studies University of California","institution_ids":["https://openalex.org/I4405272753"]},{"raw_affiliation_string":"Institute of Transportation Studies University of California, Davis","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017710549","display_name":"Scott Hardman","orcid":"https://orcid.org/0000-0002-0476-7909","observed_orcids":["https://orcid.org/0000-0002-0476-7909"]},"institutions":[{"id":"https://openalex.org/I4405272753","display_name":"University of California Institute of Transportation Studies","ror":"https://ror.org/04nv1d956","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405272753"]},{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Hardman","raw_affiliation_strings":["Institute of Transportation Studies University of California","Institute of Transportation Studies University of California, Davis"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Transportation Studies University of California","institution_ids":["https://openalex.org/I4405272753"]},{"raw_affiliation_string":"Institute of Transportation Studies University of California, Davis","institution_ids":["https://openalex.org/I84218800"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002789418","display_name":"Jeremy Firestone","orcid":"https://orcid.org/0000-0003-4625-4092","observed_orcids":["https://orcid.org/0000-0003-4625-4092"]},"institutions":[{"id":"https://openalex.org/I86501945","display_name":"University of Delaware","ror":"https://ror.org/01sbq1a82","country_code":"US","type":"education","lineage":["https://openalex.org/I86501945"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeremy Firestone","raw_affiliation_strings":["University of Delaware School of Marine Science & Policy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Delaware School of Marine Science & Policy","institution_ids":["https://openalex.org/I86501945"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075022531","display_name":"David S. Bunch","orcid":"https://orcid.org/0000-0001-8728-7072","observed_orcids":["https://orcid.org/0000-0001-8728-7072"]},"institutions":[{"id":"https://openalex.org/I4405272753","display_name":"University of California Institute of Transportation Studies","ror":"https://ror.org/04nv1d956","country_code":"US","type":"facility","lineage":["https://openalex.org/I4405272753"]},{"id":"https://openalex.org/I84218800","display_name":"University of California, Davis","ror":"https://ror.org/05rrcem69","country_code":"US","type":"education","lineage":["https://openalex.org/I84218800"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David S. Bunch","raw_affiliation_strings":["Institute of Transportation Studies University of California","Institute of Transportation Studies University of California, Davis"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Transportation Studies University of California","institution_ids":["https://openalex.org/I4405272753"]},{"raw_affiliation_string":"Institute of Transportation Studies University of California, Davis","institution_ids":["https://openalex.org/I84218800"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102352039"],"corresponding_institution_ids":["https://openalex.org/I4405272753","https://openalex.org/I84218800"],"apc_list":null,"apc_paid":null,"fwci":0.7915,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.64349886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"18","issue":"2","first_page":"219","last_page":"237"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10768","display_name":"Electric Vehicles and Infrastructure","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12503","display_name":"Social Acceptance of Renewable Energy","score":0.008700000122189522,"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/T10898","display_name":"Pro-Environmental Behavior and Attitudes","score":0.0012000000569969416,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/plug-in-electric-vehicles","display_name":"plug-in electric vehicles","score":0.9330000281333923},{"id":"https://openalex.org/keywords/solar-panels","display_name":"solar panels","score":0.8659999966621399},{"id":"https://openalex.org/keywords/green-technology-adoption","display_name":"green technology adoption","score":0.8069999814033508},{"id":"https://openalex.org/keywords/consumer-preferences","display_name":"consumer preferences","score":0.9200000166893005},{"id":"https://openalex.org/keywords/political-affiliation","display_name":"political affiliation","score":0.875},{"id":"https://openalex.org/keywords/household-income","display_name":"household income","score":0.8289999961853027},{"id":"https://openalex.org/keywords/utility-rates","display_name":"utility rates","score":0.6909999847412109},{"id":"https://openalex.org/keywords/co2-emission-reduction","display_name":"CO2 emission reduction","score":0.6140000224113464},{"id":"https://openalex.org/keywords/integrated-choice-and-latent-variable-model","display_name":"integrated choice and latent variable model","score":0.843999981880188}],"concepts":[{"id":"https://openalex.org/C2780520809","wikidata":"https://www.wikidata.org/wiki/Q1099456","display_name":"Clean technology","level":2,"score":0.5510764122009277},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.49104952812194824},{"id":"https://openalex.org/C41291067","wikidata":"https://www.wikidata.org/wiki/Q1897785","display_name":"Photovoltaic system","level":2,"score":0.438395619392395},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.3787227272987366},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.3283312916755676},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2610306143760681},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.12368178367614746},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.11034446954727173},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.07061648368835449},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1080/19427867.2025.2537849","doi":"https://doi.org/10.1080/19427867.2025.2537849","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19427867.2025.2537849","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19427867.2025.2537849?needAccess=true","source":{"id":"https://openalex.org/S70779598","display_name":"Transportation Letters","issn_l":"1942-7867","issn":["1942-7867","1942-7875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Letters","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1080/19427867.2025.2537849","doi":"https://doi.org/10.1080/19427867.2025.2537849","is_oa":true,"landing_page_url":"https://doi.org/10.1080/19427867.2025.2537849","pdf_url":"https://www.tandfonline.com/doi/pdf/10.1080/19427867.2025.2537849?needAccess=true","source":{"id":"https://openalex.org/S70779598","display_name":"Transportation Letters","issn_l":"1942-7867","issn":["1942-7867","1942-7875"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-b","cwts-core","dongbi-d","jufo-1","norway-1","poland-40","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Transportation Letters","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Climate action","score":1.0,"id":"https://metadata.un.org/sdg/13"},{"display_name":"Affordable and clean energy","score":0.9853000044822693,"id":"https://metadata.un.org/sdg/7"},{"display_name":"Sustainable cities and communities","score":0.5142999887466431,"id":"https://metadata.un.org/sdg/11"},{"display_name":"Industry, innovation and infrastructure","score":0.428600013256073,"id":"https://metadata.un.org/sdg/9"}],"study_designs":[{"display_name":"Observational Study","id":"https://openalex.org/study-designs/observational-study"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320306084","display_name":"U.S. Department of Energy","ror":"https://ror.org/01bj3aw27"},{"id":"https://openalex.org/F4320337712","display_name":"Solar Energy Technologies Office","ror":"https://ror.org/033jmdj81"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412901449.pdf","grobid_xml":"https://content.openalex.org/works/W4412901449.grobid-xml"},"referenced_works_count":36,"referenced_works":["https://openalex.org/W1995637470","https://openalex.org/W2016890344","https://openalex.org/W2122822397","https://openalex.org/W2134038238","https://openalex.org/W2167885723","https://openalex.org/W2373805058","https://openalex.org/W2543068525","https://openalex.org/W2620793631","https://openalex.org/W2799998359","https://openalex.org/W2806306609","https://openalex.org/W2810932621","https://openalex.org/W2883056985","https://openalex.org/W2891065688","https://openalex.org/W2948220358","https://openalex.org/W2951336453","https://openalex.org/W2982182703","https://openalex.org/W2984392235","https://openalex.org/W3000260176","https://openalex.org/W3013812114","https://openalex.org/W3028411772","https://openalex.org/W3134642174","https://openalex.org/W3197673215","https://openalex.org/W3201358140","https://openalex.org/W4220964249","https://openalex.org/W4313498961","https://openalex.org/W4386018520","https://openalex.org/W4389774697","https://openalex.org/W4392439327","https://openalex.org/W4393375399","https://openalex.org/W4394783419","https://openalex.org/W4395081842","https://openalex.org/W4396680968","https://openalex.org/W4399561806","https://openalex.org/W4400408184","https://openalex.org/W4401469256","https://openalex.org/W4407846631"],"related_works":["https://openalex.org/W7164905645","https://openalex.org/W4386018520","https://openalex.org/W4407846631","https://openalex.org/W6974068354","https://openalex.org/W7131757733","https://openalex.org/W4402679820","https://openalex.org/W4395081842","https://openalex.org/W2538798797","https://openalex.org/W4389774697","https://openalex.org/W7123805419"],"abstract_inverted_index":{"Plug-in":[0],"Electric":[1],"Vehicles":[2],"(PEVs)":[3],"and":[4,16,34,62,65,92],"solar":[5,112],"panels":[6],"are":[7,122],"effective":[8],"solutions":[9],"for":[10,25,84],"reducing":[11],"CO2":[12],"emissions":[13],"from":[14,49],"transportation":[15],"energy":[17,156],"generation.":[18],"This":[19],"study":[20],"investigates":[21],"California":[22,54],"consumers'":[23],"preferences":[24,96],"these":[26,154],"technologies,":[27],"exploring":[28],"socio-demographic,":[29],"external":[30],"(e.g.,":[31],"utility":[32,118],"rates),":[33],"attitudinal":[35,100],"factors":[36],"that":[37,89],"influence":[38,94],"homeowners\u2019":[39],"decisions":[40,136],"to":[41,70,149],"adopt":[42],"one,":[43],"both,":[44],"or":[45,129],"neither.":[46],"Using":[47],"data":[48],"a":[50],"comprehensive":[51],"survey":[52],"of":[53,153],"homeowners,":[55],"we":[56],"employ":[57],"both":[58,135],"Multinomial":[59],"Logit":[60],"(MNL)":[61],"Integrated":[63],"Choice":[64],"Latent":[66],"Variable":[67],"(ICLV)":[68],"models":[69],"analyze":[71],"adoption":[72,103,113,152],"decisions.":[73],"The":[74,141],"analysis":[75],"identified":[76],"an":[77],"\u2018Energy":[78],"Obligation\u2019":[79],"factor":[80],"capturing":[81],"personal":[82],"responsibility":[83],"energy-related":[85],"environmental":[86],"issues,":[87],"revealing":[88],"political":[90],"affiliation":[91],"education":[93],"consumers\u2019":[95],"primarily":[97,115],"through":[98],"this":[99],"factor.":[101],"PEV":[102],"is":[104,114],"positively":[105],"correlated":[106],"with":[107,117,127,132],"higher":[108],"household":[109],"income,":[110],"whereas":[111],"associated":[116],"costs.":[119],"Current":[120],"co-adopters":[121],"predominantly":[123],"found":[124],"in":[125,137],"households":[126],"medium":[128],"lower":[130],"incomes,":[131],"40%":[133],"making":[134],"the":[138,151],"same":[139],"year.":[140],"results":[142],"offer":[143],"valuable":[144],"insights":[145],"into":[146],"consumer":[147],"behavior":[148],"encourage":[150],"clean":[155],"technologies.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2025-10-10T00:00:00"}
