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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
61

Decision-support tool for identifying locations of shared mobility hubs : A case study in Amsterdam

Podestà, Pietro January 2022 (has links)
Shared mobility is considered a more sustainable alternative to private modes. Nonetheless, its sudden and sometimes “out of control” emergence poses issues that need to be addressed. Lack of regulations and public space mismanagement cause sidewalks and city roads to be overcrowded with shared vehicles (especially in the case of micromobility). This causes nuisance and safety concerns and hinders the societal benefits shared mobility may provide. Shared mobility hubs have the potential to address these issues. The research was carried out within the context of the SmartHubs project, an EIT Urban Mobility project initiated in 2021 by a diverse consortium of 7 cities, companies, and universities to develop and validate effective and economically viable mobility hub solutions. This degree project aims to improve the Decision-Support-Tool (DST) developed by SmartHubs to identify locations of shared-mobility hubs having high potential in driving sustainable travel usage. To achieve that, the thesis proposes a methodology for determining smart hub locations and their corresponding utilities based on the combination of GIS cluster analysis of free-floating shared mobility parking patterns and a stated-preference study. The potential hub locations were determined from the cluster analysis of free-floating trip characteristics. Using the stated preference survey data, the thesis develops a model to estimate the probability of parking at the hub as a function of explanatory variables, including walking distance, reward policies and the parking situation. The model testing results showed that the proposed methodology can well predict the hub (usage) demand and improve the current DST originally developed in the SmartHubs project.
62

Three essays on economic valuation of consumer preferences on genetically modified foods

Kaneko, Naoya 07 October 2005 (has links)
No description available.
63

On the measurement and interpretation of health inequality, income inequality, and income-related health inequality / Essays on Health, Inequality and Fairness

Walli-Attaei, Marjan January 2018 (has links)
Governments, international agencies, and researchers routinely assess health and income inequalities and inequities so as to better communicate the evidence of their levels and trends to both policy-makers and the general public. Measuring the extent to which differences in health or income are unequal or unfair is, however, complex. This thesis contains three chapters centrally concerned with inequalities, though the focus differs across chapters. Chapter 2 helps address the gap between the requirements of indices often used for measuring income-related health inequality and current research practice by providing a non-technical review and critical assessment of the recent literature. This chapter should function as a guide for policy researchers and analysts to help them be more critical consumers of studies that use these indices while also helping applied researchers in choosing inequality measures that have the normative properties they seek. Most measures of inequality make assumptions about the extent to which society is averse to inequality. Moreover, analysts often assume that attitudes toward inequalities in health or income are the same. Chapter 3 is the first study using a mixed-methods approach to assess public attitudes toward inequalities in income, health, and income-related health inequality to determine preferences and how attitudes toward inequalities in these domains differ. Chapter 2 and 3 contribute to a greater understanding of the measurement and interpretation of inequalities. While chapters 2 and 3 focus on inequalities among individuals within a society, chapter 4 focuses on inequalities globally among societies. Chapter 4 examines global health inequalities that result from medical care use using the example of long-standing drug technologies for treating hypertension. The study links availability and affordability of blood-pressure-lowering medicines with individual use and health outcomes. Chapter 4, therefore, provides an empirical illustration on how country-specific policies can play an important role in either countering or exacerbating health differences. / Thesis / Doctor of Philosophy (PhD) / This thesis concerns itself with different aspects of inequality related to health and income, though the focus differs across chapters. The second and third chapters of this thesis contribute to a greater understanding of the measurement and interpretation of inequalities. Whereas the fourth chapter provides empirical evidence on how country-specific policies can counteract or exacerbate health differences. Chapter 2 comprehensively reviews and critically assesses the literature on the technical and normative properties of indices commonly used for measuring income-related health inequality thereby addressing the gap between the requirements of these indices and current research practice. Chapter 3 investigates public attitudes toward inequalities in income, health, and income-related health inequality to determine preferences and where attitudes toward these inequalities differ. Chapter 4 examines global health inequalities that result from medical care use using the example of long-standing drug technologies for treating hypertension and links availability and affordability of medicines with individual use and health outcomes.
64

Impacto de medidas para estímulo ao uso da bicicleta em viagens ao trabalho : estudo de caso envolvendo funcionários da Companhia Riograndese de Saneamento

Peña Rodrigues, Fernando Schultz January 2017 (has links)
Diversos problemas de transporte, observados nas grandes metrópoles, têm sido mitigados com o aumento da capacidade da infraestrutura viária, voltada à circulação de veículos motorizados individuais. Com isso observa-se, atualmente, aumento dos congestionamentos, das poluições sonora e ambiental, mudanças climáticas e redução nos índices de atividade física da população. Uma alternativa encontrada por muitas cidades é a transformação de seu sistema viário em um local atrativo para utilização dos Modos Ativos de Transporte – realização de viagens a pé ou de bicicleta. Nesse sentido, a cidade de Porto Alegre desde 2010 vem aumentando a quantidade de ciclovias e ciclofaixas disponíveis. No entanto, a literatura indica que existem diversos outros fatores que influenciam na decisão por usar a bicicleta como modo de transporte, principalmente para os deslocamentos até o trabalho. Dessa forma, essa dissertação teve como objetivo avaliar o impacto que a implantação de vestiário, bicicletário, empréstimo de bicicletas, treinamento para trafegar de bicicleta e ciclovias disponíveis nas principais vias de Porto Alegre, causariam na probabilidade dos funcionários da Companhia Riograndense de Saneamento (CORSAN) utilizarem a bicicleta para realizar pelo menos dois deslocamentos por semana entre a sua casa e o trabalho. Para isso foi realizada uma Pesquisa de Preferência Declarada, incluindo essas variáveis e características socioeconômicas dos funcionários. A análise das medidas foi realizada utilizando o Modelo Logit Ordenado. Foi observado que o impacto da implantação das melhorias propostas possui magnitude maior que as características socioeconômicas das pessoas. Pessoas que atualmente utilizam o automóvel particular para seus deslocamentos diários são menos propensos à inclusão da bicicleta nos seus deslocamentos, assim como as que possuem filhos. A disponibilidade de vestiário com chuveiro e armário mostrou-se a variável mais importante para o estímulo do uso da bicicleta. A presença de um bicicletário interno e seguro, disponibilidade de bicicletas para empréstimo no local de trabalho e a presença de ciclovias no trajeto também apresentaram impactos significativos. O impacto da disponibilidade de treinamento para o uso de bicicleta foi significativamente menor que os observados nas outras variáveis. Considerando a viabilidade econômica e os benefícios observados, recomenda-se a implantação de vestiário e bicicletário, como medida de estímulo ao uso da bicicleta para os deslocamentos até o trabalho. / Most metropolitan areas mitigate transportation problems by increasing road infrastructure for motorized vehicles. This practice results in an increase in traffic congestion, noise and environmental pollution and reduction in the population’s physical activity levels. Many cities have tackled these externalities by transforming their road system into an attractive environment for Active Transport Modes - walking or cycling. As an example, the city of Porto Alegre has invested in the expansion of its cycling network since 2010. According to the literature, cycling infrastructure is one of the main factors that influence the use of bicycle for transportation, especially to work. The purpose of this thesis was to evaluate the impact of implementing different measures to improve the use of bicycle for commutes using as case study Companhia Riograndense de Saneamento (CORSAN). The evaluated measures included availability of changing rooms, cycle parking, bike sharing systems, training on bicycle use, and cycle paths. An Ordered Logit Model was estimated based onStated Preference data. The impact of the proposed measures has greater magnitude than employee’s socioeconomic characteristics. Individuals who currently use the private car for commute are less likely to use bicycles for those trips, as well as those with children. The availability of a changing room with shower and locker proved to be the most important variable to increase bicycle use among CORSAN employees. Cycle parking inside the building in a safe place, a bike sharing system and the presence of cycle paths along the way also had significant impacts. The impact of training availability for bicycle use was significantly lower, compared to other variables. This research also suggests that implementation of changing room and appropriate parking facilities for bicycles are affordable and important measures to promote the use of bicycle for commutes to work.
65

Issues in Urban Travel Demand Modelling : ICT Implications and Trip timing choice

Börjesson, Maria January 2006 (has links)
Travel demand forecasting is essential for many decisions, such as infrastructure investments and policy measures. Traditionally travel demand modelling has considered trip frequency, mode, destination and route choice. This thesis considers two other choice dimensions, hypothesised to have implications for travel demand forecasting. The first part investigates how the increased possibilities to overcome space that ICT (information and communication technology) provides, can be integrated in travel demand forecasting models. We find that possibilities of modelling substitution effects are limited, irrespective of data source and modelling approach. Telecommuting explains, however, a very small part of variation in work trip frequency. It is therefore not urgent to include effects from telecommuting in travel demand forecasting. The results indicate that telecommuting is a privilege for certain groups of employees, and we therefore expect that negative attitudes from management, job suitability and lack of equipment are important obstacles. We find also that company benefits can be obtained from telecommuting. No evidences that telecommuting gives rise to urban sprawl is, however, found. Hence, there is ground for promoting telecommuting from a societal, individual and company perspective. The second part develops a departure time choice model in a mixed logit framework. This model explains how travellers trade-off travel time, travel time variability, monetary and scheduling costs, when choosing departure time. We explicitly account for correlation in unobserved heterogeneity over repeated SP choices, which was fundamental for accurate estimation of the substitution pattern. Temporal constraints at destination are found to mainly restrict late arrival. Constraints at origin mainly restrict early departure. Sensitivity to travel time uncertainty depends on trip type and intended arrival time. Given appropriate input data and a calibrated dynamic assignment model, the model can be applied to forecast peak-spreading effects in congested networks. Combined stated preference (SP) and revealed preference (RP) data is used, which has provided an opportunity to compare observed and stated behaviour. Such analysis has previously not been carried out and indicates that there are systematic differences in RP and SP data. / QC 20100825
66

Uma análise empírica sobre as preferências do consumidor brasileiro de cervejas artesanais

Santos, Vinicius Cassar Kfuri 20 May 2014 (has links)
Submitted by Vinicius Kfuri (vkfuri@gmail.com) on 2014-08-26T19:35:17Z No. of bitstreams: 1 Dissertacao - Vinicius Kfuri.pdf: 2222768 bytes, checksum: 9c1f03c937603641cc15647f9bac7343 (MD5) / Approved for entry into archive by Gisele Gammaro (gisele.gammaro@fgv.br) on 2014-08-29T17:35:59Z (GMT) No. of bitstreams: 1 Dissertacao - Vinicius Kfuri.pdf: 2222768 bytes, checksum: 9c1f03c937603641cc15647f9bac7343 (MD5) / Approved for entry into archive by Gisele Gammaro (gisele.gammaro@fgv.br) on 2014-08-29T17:46:39Z (GMT) No. of bitstreams: 1 Dissertacao - Vinicius Kfuri.pdf: 2222768 bytes, checksum: 9c1f03c937603641cc15647f9bac7343 (MD5) / Made available in DSpace on 2014-09-23T14:00:56Z (GMT). No. of bitstreams: 1 Dissertacao - Vinicius Kfuri.pdf: 2222768 bytes, checksum: 9c1f03c937603641cc15647f9bac7343 (MD5) Previous issue date: 2014-05-20 / One of the most popular products of the world is going through severe transformations and, as a consequence, the beer style we know as Pilsner (Light Lager) is no longer the only available option in the market. Given that this sector has a strong growth potential in Brazil, the main objective of this dissertation is to reveal the craft beer consumers preferences using stated preference methods through questionnaires that invite the subject to choose among options related to Color, Palate, Aroma and Alcohol. After stratifying the sample by Age and Experience, the results show that Palate, followed by Color and then Aroma are the most relevant attributes for the Experienced subject while the Non-Experienced value Color as the most relevant attribute, followed by Palate, with Aroma being an irrelevant attribute in his choices. The atribute Alcohol revealed itself insignificant in all stratifications. / Um dos produtos mais consumidos do mundo vem passando por grandes transformações, e a cerveja que conhecemos como tipo Pilsen (Light Lager) deixou de ser opção única nas prateleiras. Dado o potencial de crescimento do setor no Brasil, o objetivo deste trabalho é mapear as preferências do consumidor de cerveja artesanal, usando técnicas de preferência declarada, a partir da aplicação de questionários que convidam o entrevistado a elencar suas preferências diante das combinações dos atributos Cor, Paladar, Aroma e Álcool. A partir da estratificação da amostra em Idade e Experiência, os resultados indicam que Paladar, seguido da Cor e, por último, o Aroma são os atributos mais relevantes para o entrevistado Experiente, enquanto o Não Experiente atribui maior peso à Cor, seguida do Paladar, sendo o Aroma um atributo irrelevante em suas escolhas. O atributo Álcool revelou-se insignificante em todas as estratificações realizadas.
67

Essays in health and environmental economics: Challenges in the empirical analysis of micro-level economic survey data

Cai, Beilei, 1979- 09 1900 (has links)
xi, 108 p. A print copy of this thesis is available through the UO Libraries. Search the library catalog for the location and call number. / Micro-level survey data are widely used in applied economic research. This dissertation, which consists of three empirical papers, demonstrates challenges in empirical research using micro-level survey data, as well as some methods to accommodate these problems. Chapter II examines the effect of China's recent public health insurance reform on health utilization and health status. Chinese policy makers have been eager to identify how this reform, characterized by a substantial increase in out-of-pocket costs, has affected health care demand and health status. However, due to self-selection of individuals into the publicly insured group, the impact of the reform remains an unresolved issue. I employ a Heckman selection model in the context of difference-in-difference regression to accommodate the selection problem, and provide the first solid empirical evidence that the recent public health insurance reforms in China adversely affected both health care access and health status for publicly insured individuals. Chapter III examines the construct validity of a stated preference (SP) survey concerning climate change policy. Due to the fact that the SP survey method remains a controversial tool for benefit-cost analysis, every part of the survey deserves thorough examination to ensure the quality of the data. Using a random utility approach, I establish that there is a great deal of logical consistency between people's professed attitudes toward different payment vehicles and their subsequent choices among policies which vary in the incidence of their costs. Chapter IV employs the same survey data used in Chapter III, but demonstrates the potential for order effects stemming from prior attitude-elicitation questions. In addition, it considers the potential impact of these order effects on Willingness to Pay (WTP) estimates for climate change mitigation. I find the orderings of prior elicitation questions may change people's opinions toward various attributes of the different policies, and thereby increase or decrease their WTP by a substantial amount. Thus, this chapter emphasizes the significance of order effects in prior elicitation questions, and supports a call for diligence in using randomly ordered prior elicitation questions in stated preference surveys, to minimize inadvertent effects from any single arbitrary ordering. / Adviser: Trudy Ann Cameron
68

Impacto de medidas para estímulo ao uso da bicicleta em viagens ao trabalho : estudo de caso envolvendo funcionários da Companhia Riograndese de Saneamento

Peña Rodrigues, Fernando Schultz January 2017 (has links)
Diversos problemas de transporte, observados nas grandes metrópoles, têm sido mitigados com o aumento da capacidade da infraestrutura viária, voltada à circulação de veículos motorizados individuais. Com isso observa-se, atualmente, aumento dos congestionamentos, das poluições sonora e ambiental, mudanças climáticas e redução nos índices de atividade física da população. Uma alternativa encontrada por muitas cidades é a transformação de seu sistema viário em um local atrativo para utilização dos Modos Ativos de Transporte – realização de viagens a pé ou de bicicleta. Nesse sentido, a cidade de Porto Alegre desde 2010 vem aumentando a quantidade de ciclovias e ciclofaixas disponíveis. No entanto, a literatura indica que existem diversos outros fatores que influenciam na decisão por usar a bicicleta como modo de transporte, principalmente para os deslocamentos até o trabalho. Dessa forma, essa dissertação teve como objetivo avaliar o impacto que a implantação de vestiário, bicicletário, empréstimo de bicicletas, treinamento para trafegar de bicicleta e ciclovias disponíveis nas principais vias de Porto Alegre, causariam na probabilidade dos funcionários da Companhia Riograndense de Saneamento (CORSAN) utilizarem a bicicleta para realizar pelo menos dois deslocamentos por semana entre a sua casa e o trabalho. Para isso foi realizada uma Pesquisa de Preferência Declarada, incluindo essas variáveis e características socioeconômicas dos funcionários. A análise das medidas foi realizada utilizando o Modelo Logit Ordenado. Foi observado que o impacto da implantação das melhorias propostas possui magnitude maior que as características socioeconômicas das pessoas. Pessoas que atualmente utilizam o automóvel particular para seus deslocamentos diários são menos propensos à inclusão da bicicleta nos seus deslocamentos, assim como as que possuem filhos. A disponibilidade de vestiário com chuveiro e armário mostrou-se a variável mais importante para o estímulo do uso da bicicleta. A presença de um bicicletário interno e seguro, disponibilidade de bicicletas para empréstimo no local de trabalho e a presença de ciclovias no trajeto também apresentaram impactos significativos. O impacto da disponibilidade de treinamento para o uso de bicicleta foi significativamente menor que os observados nas outras variáveis. Considerando a viabilidade econômica e os benefícios observados, recomenda-se a implantação de vestiário e bicicletário, como medida de estímulo ao uso da bicicleta para os deslocamentos até o trabalho. / Most metropolitan areas mitigate transportation problems by increasing road infrastructure for motorized vehicles. This practice results in an increase in traffic congestion, noise and environmental pollution and reduction in the population’s physical activity levels. Many cities have tackled these externalities by transforming their road system into an attractive environment for Active Transport Modes - walking or cycling. As an example, the city of Porto Alegre has invested in the expansion of its cycling network since 2010. According to the literature, cycling infrastructure is one of the main factors that influence the use of bicycle for transportation, especially to work. The purpose of this thesis was to evaluate the impact of implementing different measures to improve the use of bicycle for commutes using as case study Companhia Riograndense de Saneamento (CORSAN). The evaluated measures included availability of changing rooms, cycle parking, bike sharing systems, training on bicycle use, and cycle paths. An Ordered Logit Model was estimated based onStated Preference data. The impact of the proposed measures has greater magnitude than employee’s socioeconomic characteristics. Individuals who currently use the private car for commute are less likely to use bicycles for those trips, as well as those with children. The availability of a changing room with shower and locker proved to be the most important variable to increase bicycle use among CORSAN employees. Cycle parking inside the building in a safe place, a bike sharing system and the presence of cycle paths along the way also had significant impacts. The impact of training availability for bicycle use was significantly lower, compared to other variables. This research also suggests that implementation of changing room and appropriate parking facilities for bicycles are affordable and important measures to promote the use of bicycle for commutes to work.
69

Impacto de medidas para estímulo ao uso da bicicleta em viagens ao trabalho : estudo de caso envolvendo funcionários da Companhia Riograndese de Saneamento

Peña Rodrigues, Fernando Schultz January 2017 (has links)
Diversos problemas de transporte, observados nas grandes metrópoles, têm sido mitigados com o aumento da capacidade da infraestrutura viária, voltada à circulação de veículos motorizados individuais. Com isso observa-se, atualmente, aumento dos congestionamentos, das poluições sonora e ambiental, mudanças climáticas e redução nos índices de atividade física da população. Uma alternativa encontrada por muitas cidades é a transformação de seu sistema viário em um local atrativo para utilização dos Modos Ativos de Transporte – realização de viagens a pé ou de bicicleta. Nesse sentido, a cidade de Porto Alegre desde 2010 vem aumentando a quantidade de ciclovias e ciclofaixas disponíveis. No entanto, a literatura indica que existem diversos outros fatores que influenciam na decisão por usar a bicicleta como modo de transporte, principalmente para os deslocamentos até o trabalho. Dessa forma, essa dissertação teve como objetivo avaliar o impacto que a implantação de vestiário, bicicletário, empréstimo de bicicletas, treinamento para trafegar de bicicleta e ciclovias disponíveis nas principais vias de Porto Alegre, causariam na probabilidade dos funcionários da Companhia Riograndense de Saneamento (CORSAN) utilizarem a bicicleta para realizar pelo menos dois deslocamentos por semana entre a sua casa e o trabalho. Para isso foi realizada uma Pesquisa de Preferência Declarada, incluindo essas variáveis e características socioeconômicas dos funcionários. A análise das medidas foi realizada utilizando o Modelo Logit Ordenado. Foi observado que o impacto da implantação das melhorias propostas possui magnitude maior que as características socioeconômicas das pessoas. Pessoas que atualmente utilizam o automóvel particular para seus deslocamentos diários são menos propensos à inclusão da bicicleta nos seus deslocamentos, assim como as que possuem filhos. A disponibilidade de vestiário com chuveiro e armário mostrou-se a variável mais importante para o estímulo do uso da bicicleta. A presença de um bicicletário interno e seguro, disponibilidade de bicicletas para empréstimo no local de trabalho e a presença de ciclovias no trajeto também apresentaram impactos significativos. O impacto da disponibilidade de treinamento para o uso de bicicleta foi significativamente menor que os observados nas outras variáveis. Considerando a viabilidade econômica e os benefícios observados, recomenda-se a implantação de vestiário e bicicletário, como medida de estímulo ao uso da bicicleta para os deslocamentos até o trabalho. / Most metropolitan areas mitigate transportation problems by increasing road infrastructure for motorized vehicles. This practice results in an increase in traffic congestion, noise and environmental pollution and reduction in the population’s physical activity levels. Many cities have tackled these externalities by transforming their road system into an attractive environment for Active Transport Modes - walking or cycling. As an example, the city of Porto Alegre has invested in the expansion of its cycling network since 2010. According to the literature, cycling infrastructure is one of the main factors that influence the use of bicycle for transportation, especially to work. The purpose of this thesis was to evaluate the impact of implementing different measures to improve the use of bicycle for commutes using as case study Companhia Riograndense de Saneamento (CORSAN). The evaluated measures included availability of changing rooms, cycle parking, bike sharing systems, training on bicycle use, and cycle paths. An Ordered Logit Model was estimated based onStated Preference data. The impact of the proposed measures has greater magnitude than employee’s socioeconomic characteristics. Individuals who currently use the private car for commute are less likely to use bicycles for those trips, as well as those with children. The availability of a changing room with shower and locker proved to be the most important variable to increase bicycle use among CORSAN employees. Cycle parking inside the building in a safe place, a bike sharing system and the presence of cycle paths along the way also had significant impacts. The impact of training availability for bicycle use was significantly lower, compared to other variables. This research also suggests that implementation of changing room and appropriate parking facilities for bicycles are affordable and important measures to promote the use of bicycle for commutes to work.
70

PrevisÃo de Demanda por GÃs Natural Veicular: Uma Modelagem Baseada em Dados de PreferÃncia Declarada e Revelada / DEMAND FORECAST FOR NATURAL GAS VEHICLES: A MODELLING BASED ON STATED AND REVEALED PREFERENCE.

Josà Expedito BrandÃo Filho 04 February 2005 (has links)
AgÃncia Nacional do PetrÃleo / A utilizaÃÃo de modelos de escolha discreta à um mÃtodo eficaz que retrata o comportamento dos consumidores em diversos mercados. Sua aplicaÃÃo tem sido amplamente difundida na literatura para retratar a realidade de mercados de produtos e serviÃos no setor de transportes. Quando sÃo necessÃrios estudos de previsÃo de demanda, o modo mais adequado consiste na utilizaÃÃo conjunta de dados de preferÃncia declarada (PD) e preferÃncia revelada (PR). A combinaÃÃo destes dados fornece modelos estatisticamente mais consistentes do que aqueles estimados com dados puros de PD ou de PR. Dessa forma, o presente trabalho aplica uma metodologia baseada em modelos de escolha discreta com insumo de dados de PD e PR, chamada de GNVPREV, para analisar as preferÃncias dos usuÃrios de combustÃveis, enfocando o gÃs natural veicular - GNV, dentro de um contexto competitivo de um mercado de energÃticos veiculares. Esta anÃlise foi restrita aos usuÃrios de veÃculos leves - automÃveis, camionetas e caminhonetes - que utilizam a gasolina, o Ãlcool ou o prÃprio GNV. A metodologia GNVPREV foi aplicada para uma Ãrea de estudo constituÃda por uma parte do distrito sede do municÃpio de Caucaia, situado na RegiÃo Metropolitana de Fortaleza, Estado do CearÃ. O levantamento de dados a partir de questionÃrios de preferÃncia declarada e revelada, elaborados previamente, forneceu insumos para estimativas de funÃÃes de utilidade e obtenÃÃo de parÃmetros de elasticidade de demanda, trade-off entre alternativas e cenÃrios de previsÃo de demanda. Os resultados obtidos foram satisfatÃrios, dentro das limitaÃÃes dos dados primÃrios e secundÃrios, e confirmaram um melhor desempenho do modelo quando estimado com dados conjuntos de PD e PR.

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