Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop
Autor(a) principal: | |
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Data de Publicação: | 2013 |
Outros Autores: | , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Journal of Transport Literature |
Texto Completo: | http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2238-10312013000200002 |
Resumo: | In willingness-to-pay (WTP) studies, stated preference (SP) data are analyzed by developing econometric models. However, the variation of WTP across different model specifications has not been studied adequately. This paper reports a comparison of various econometric models and estimated WTP values with reference to a case study of rural feeder service to bus stop. Econometric models included Multinomial Logit (MNL), Heteroskedastic Extreme Value (HEV), Nested Logit (NL), Covariance Heterogeneity Nested Logit (CHNL), and Random Parameter Logit (RPL). Various econometric models are found to be consistent and acceptable in terms of signs of coefficient estimates, statistical significance of coefficient estimates and overall goodness of fit. The WTP values are found to vary across different model specifications, although the variations are not consistent and predominant for all attributes. In the present case study, the effect of model specification is found predominant on WTP for a reduction in access walking distance. Also, RPL models accounting for deterministic heterogeneity are found superior to other econometric models such as MNL, HEV, NL, CHNL and RPL models accounting for only random heterogeneity. The work highlights the importance of model specification in WTP studies. |
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Journal of Transport Literature |
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Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stopwillingness to payRPL modelrural feeder serviceeconometric modelsIn willingness-to-pay (WTP) studies, stated preference (SP) data are analyzed by developing econometric models. However, the variation of WTP across different model specifications has not been studied adequately. This paper reports a comparison of various econometric models and estimated WTP values with reference to a case study of rural feeder service to bus stop. Econometric models included Multinomial Logit (MNL), Heteroskedastic Extreme Value (HEV), Nested Logit (NL), Covariance Heterogeneity Nested Logit (CHNL), and Random Parameter Logit (RPL). Various econometric models are found to be consistent and acceptable in terms of signs of coefficient estimates, statistical significance of coefficient estimates and overall goodness of fit. The WTP values are found to vary across different model specifications, although the variations are not consistent and predominant for all attributes. In the present case study, the effect of model specification is found predominant on WTP for a reduction in access walking distance. Also, RPL models accounting for deterministic heterogeneity are found superior to other econometric models such as MNL, HEV, NL, CHNL and RPL models accounting for only random heterogeneity. The work highlights the importance of model specification in WTP studies.Sociedade Brasileira de Planejamento dos Transportes2013-04-01info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersiontext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S2238-10312013000200002Journal of Transport Literature v.7 n.2 2013reponame:Journal of Transport Literatureinstname:Sociedade Brasileira de Planejamento dos Transportes (SBPT)instacron:SBPTR10.1590/S2238-10312013000200002info:eu-repo/semantics/openAccessMaitra,BhargabGhosh,SantanuDas,Sudhanshu SekharBoltze,Manfredeng2013-10-11T00:00:00Zoai:scielo:S2238-10312013000200002Revistahttp://www.journal-of-transport-literature.org/https://old.scielo.br/oai/scielo-oai.php||alessandro.oliveira@pq.cnpq.br|| editor.jtl@gmail.com2238-10312238-1031opendoar:2013-10-11T00:00Journal of Transport Literature - Sociedade Brasileira de Planejamento dos Transportes (SBPT)false |
dc.title.none.fl_str_mv |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
title |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
spellingShingle |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop Maitra,Bhargab willingness to pay RPL model rural feeder service econometric models |
title_short |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
title_full |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
title_fullStr |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
title_full_unstemmed |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
title_sort |
Effect of model specification on valuation of travel attributes: a case study of rural feeder service to bus stop |
author |
Maitra,Bhargab |
author_facet |
Maitra,Bhargab Ghosh,Santanu Das,Sudhanshu Sekhar Boltze,Manfred |
author_role |
author |
author2 |
Ghosh,Santanu Das,Sudhanshu Sekhar Boltze,Manfred |
author2_role |
author author author |
dc.contributor.author.fl_str_mv |
Maitra,Bhargab Ghosh,Santanu Das,Sudhanshu Sekhar Boltze,Manfred |
dc.subject.por.fl_str_mv |
willingness to pay RPL model rural feeder service econometric models |
topic |
willingness to pay RPL model rural feeder service econometric models |
description |
In willingness-to-pay (WTP) studies, stated preference (SP) data are analyzed by developing econometric models. However, the variation of WTP across different model specifications has not been studied adequately. This paper reports a comparison of various econometric models and estimated WTP values with reference to a case study of rural feeder service to bus stop. Econometric models included Multinomial Logit (MNL), Heteroskedastic Extreme Value (HEV), Nested Logit (NL), Covariance Heterogeneity Nested Logit (CHNL), and Random Parameter Logit (RPL). Various econometric models are found to be consistent and acceptable in terms of signs of coefficient estimates, statistical significance of coefficient estimates and overall goodness of fit. The WTP values are found to vary across different model specifications, although the variations are not consistent and predominant for all attributes. In the present case study, the effect of model specification is found predominant on WTP for a reduction in access walking distance. Also, RPL models accounting for deterministic heterogeneity are found superior to other econometric models such as MNL, HEV, NL, CHNL and RPL models accounting for only random heterogeneity. The work highlights the importance of model specification in WTP studies. |
publishDate |
2013 |
dc.date.none.fl_str_mv |
2013-04-01 |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2238-10312013000200002 |
url |
http://old.scielo.br/scielo.php?script=sci_arttext&pid=S2238-10312013000200002 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
10.1590/S2238-10312013000200002 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
text/html |
dc.publisher.none.fl_str_mv |
Sociedade Brasileira de Planejamento dos Transportes |
publisher.none.fl_str_mv |
Sociedade Brasileira de Planejamento dos Transportes |
dc.source.none.fl_str_mv |
Journal of Transport Literature v.7 n.2 2013 reponame:Journal of Transport Literature instname:Sociedade Brasileira de Planejamento dos Transportes (SBPT) instacron:SBPTR |
instname_str |
Sociedade Brasileira de Planejamento dos Transportes (SBPT) |
instacron_str |
SBPTR |
institution |
SBPTR |
reponame_str |
Journal of Transport Literature |
collection |
Journal of Transport Literature |
repository.name.fl_str_mv |
Journal of Transport Literature - Sociedade Brasileira de Planejamento dos Transportes (SBPT) |
repository.mail.fl_str_mv |
||alessandro.oliveira@pq.cnpq.br|| editor.jtl@gmail.com |
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1750318362258309120 |