Correcting the fixed-effect estimator for endogenous switching

In this paper, we propose a two-step estimator for panel data models in which a binary covariate is endogenous. In the first stage, a random-effects probit model is estimated, having the endogenous variable as the left-hand side variable. Correction terms are then constructed and included in the main regression.

Segmentation in the brazilian labor market

This paper measures the degree of segmentation in the brazilian labor market. Controlling for observable and unobservable characteristics, workers earn more in the formal sector, which supports the segmentation hypothesis. We break down the degree of segmentation by socio-economic attributes to identify the groups where this phenomenon is more prevalent. We investigate the robustness of our findings to the inclusion of self-employed individuals, and apply a two-stage panel probit model using the self-selection correction strategy to investigate a potential weakness of the fixed-effects estimator

Performance-based compensation vs. guaranteed compensation: contractual incentives and performance

Top management from retail banks must delegate authority to lower-level managers to operate branches and service centers. Doing so, they must navigate through conflicts of interest, asymmetric information and limited monitoring in designing compensation plans for such agents. Pursuant to this delegation, the banks adopt a system of performance targets and incentives to align the interests of senior management and unit managers. This paper evaluates the causal relationship between performance-based salaries and managers’ effective performance. We use a fixed effects estimator to analyze an unbalanced panel of data from one of the largest Brazilian retail banks during the period from January 2007 to June 2009. The results indicate that agents with guaranteed variable salary contracts demonstrate inferior performance compared with agents who have performance-based compensation packages. We conclude that there is a moral hazard that can be observed in the behavior of agents who are subject to guaranteed variable salary contracts.

The effects of tax incentives for small firms on employment levels

This paper will examine the effects of tax incentives for small businesses on employment level evaluating a program with this purpose implemented in Brazil in the 1990s. We first develop a theoretical framework which guides both the de nition of the parameters of interest and their identi cation. Selection problems both into the treatment group and into the data sample are tackled by combining fixed effects methods and regression discontinuity design on alternative sub-samples of a longitudinal database of manufacturing firms. The results show that on the one hand the size composition of the treated fi rms may be changed due to the survival of some smaller firms that would have exited had it not been eligible to the program. On the other hand, the treated firms who do not depend on the program to survive do employ more workers.

The effects of adult literacy on earnings and employment

This paper provides evidence of the effects of adult literacy on individuals’ income and employability in Brazil based on information obtained from the monthly employment survey (PME). The OLS results indicate that after controlling for observable characteristics, there is a 21.25% increase in wages for individuals who become literate; however, there is no significant impact on employability. Moreover, the findings show an 8.1% increase in the probability of being employed in the formal sector. We also explore the longitudinal structure of the dataset to control for unobservable fixed characteristics of individuals. The fixed-effects estimators show smaller effects compared to the OLS estimators. We find that literacy has a 4.4% effect on wages and a 4.3% impact on the probability of being formally employed. The effects are significantly different from zero.

Foreign direct investment spillovers in Portugal: additional lessons from a country study

This paper investigates the impact of FDI on the productivity of Portuguese manufacturing sectors. Model specification is improved by considering the choice of the most appropriate interval of the technological gap for spillovers diffusion. We also allow for sectoral variation in the coefficients of the spillover effect; idiosyncratic sectoral factors are identified by means of a fixed effects model. Inter-sectoral positive spillover effects are examined. Significant spillovers require a proper technological differential between foreign and domestic producers and favourable sectoral characteristics. They may occur in modern industries in which the foreign firms have a clear, but not too sharp, edge on the domestic ones. Agglomeration effects are also one pertinent specific influence.

Capitanias hereditárias: herança colonial sobre desigualdade e instituições

Este trabalho tem como objetivo analisar em que aspectos a desigualdade histórica de formação dos municípios brasileiros foi determinante para as suas condições atuais de desigualdade de terra e renda e sobre qualidade das instituições. Em particular, emprega-se área, latitude, longitude e a data de fundação das Capitanias Hereditárias como determinantes históricos para as instituições atuais dos municípios brasileiros. Considerando controles, tais como área proporcional da capitania, ano de fundação do município, distância de Portugal, tipo de solo, quantidade de chuva, altitude, temperatura média, e variáveis sócio-econômicas municipais, os resultados sugerem que a herança colonial deixada pelas Capitanias Hereditárias foi maior concentração de terras. O resultado é robusto à inclusão de variáveis que capturam o ciclo da cana-de-açúcar, do ouro e efeitos estaduais. Além disso, estima-se efeito ambíguo sobre instituições para os municípios do país.

Impacto da alfabetização de adultos sobre salário e emprego

Neste trabalho apresentamos evidência sobre os efeitos da alfabetização de adultos na renda e probabilidade de empregos dos indivíduos. Os dados longitudinais disponibilizados pela Pesquisa Mensal de Emprego (PME) permitem controlar os efeitos fixos não-observáveis dos indivíduos gerando uma estimação mais robusta e consistente dos efeitos analisados. De modo geral, os resultados deste trabalho indicam retorno de 9,3% em rendimentos para indivíduos que se alfabetizam. Mostramos evidência que sugerem que esse efeito no salário se deve a acréscimos de produtividade e não por um aumento na formalização dos trabalhadores alfabetizados. Ademais, observamos que o efeito na renda é mais proeminente em certos grupos de indivíduos: mulheres, residentes de Salvador e pessoas entre 45 e 60 anos

Foreign direct investment spillovers: what can we learn from portuguese data?

This paper investigates the impact of foreign direct investment on the productivity performance of domestic firms in Portugal. The data comprise nine manufacturing sectors for the period 1992-95. Relatively to previous studies, model specification is improved by taking into consideration several aspects: the influence of the “technological gap” on spill-overs diffusion and the choice of its most appropriate interval; sectoral variation in the coefficients of the spill-overs effect; identification of constant, idiosyncratic sectoral factors by means of a fixed effects model; and the search for inter-sectoral positive spillover effects. The relationship between domestic firms productivity and the foreign presence does take place in a positive way, only if a proper technology differential between the foreign and domestic producers exists and the sectoral characteristics are favourable. In broad terms, spillovers diffusion is associated to modern industries in which the foreign owned establishments have a clear, but not too sharp, edge on the domestic ones. Besides, other specific sectoral influences can be pertinent; agglomerative location factors being one example.

Mudança climática e modal: dois caminhos que se cruzam

Tendo em vista a crescente preocupação com a questão da mudança climática e suas consequências para a sociedade, pretendemos analisar de que forma o padrão de viagens dos munícipes impacta no consumo de combustíveis nos municípios. Utilizamos como proxy para as viagens a frota de veículos dos municípios, empregando o modelo em painel com efeitos fixos. O resultado aponta que, se houver uma política que incentive a mudança modal, é possível reduzir o consumo de combustíveis e, consequentemente, a emissão de gases de efeito estufa.

Microcrédito, emprego e renda: uma pesquisa empírica na ICC-BLUSOL/SC

Esta pesquisa objetivou analisar o impacto do microcrédito junto aos microempreendedores beneficiados pela Instituição de Microcrédito ICC-Blusol de Blumenau, Santa Catarina. De um total de 5.451 clientes foram selecionados e analisados 94, os quais obtiveram microcrédito durante os 10 últimos anos. Para testar a veracidade da afirmação, utilizou-se modelo econométrico utilizando a técnica de dados em painel, através da estimação das variáveis no modelo de efeitos fixos e efeitos aleatórios. Como variável independente utilizou-se a premissa "Valor do Empréstimo" e como variáveis dependentes "Vendas", "Resultado Operacional", "Garantia Real", "Garantia Aval", "Recursos Humanos", "Custos Fixos" e "Custos Variáveis". Conclui -se que somente as variáveis "Vendas" e "Resultado Operacional" validam a afirmação de que o acesso ao microcrédito resulta em incremento de Faturamento e Renda. A criação e manutenção de empregos, embora não tenha sido comprovada na análise estatística, ficou evidente, pois a simples sobrevivência da empresa já pressupõe isto.

Three essays on local demand for public services

Local provision of public services has the positive effect of increasing the efficiency because each locality has its idiosyncrasies that determine a particular demand for public services. This dissertation addresses different aspects of the local demand for public goods and services and their relationship with political incentives. The text is divided in three essays. The first essay aims to test the existence of yardstick competition in education spending using panel data from Brazilian municipalities. The essay estimates two-regime spatial Durbin models with time and spatial fixed effects using maximum likelihood, where the regimes represent different electoral and educational accountability institutional settings. First, it is investigated whether the lame duck incumbents tend to engage in less strategic interaction as a result of the impossibility of reelection, which lowers the incentives for them to signal their type (good or bad) to the voters by mimicking their neighbors’ expenditures. Additionally, it is evaluated whether the lack of electorate support faced by the minority governments causes the incumbents to mimic the neighbors’ spending to a greater extent to increase their odds of reelection. Next, the essay estimates the effects of the institutional change introduced by the disclosure on April 2007 of the Basic Education Development Index (known as IDEB) and its goals on the strategic interaction at the municipality level. This institutional change potentially increased the incentives for incumbents to follow the national best practices in an attempt to signal their type to voters, thus reducing the importance of local information spillover. The same model is also tested using school inputs that are believed to improve students’ performance in place of education spending. The results show evidence for yardstick competition in education spending. Spatial auto-correlation is lower among the lame ducks and higher among the incumbents with minority support (a smaller vote margin). In addition, the institutional change introduced by the IDEB reduced the spatial interaction in education spending and input-setting, thus diminishing the importance of local information spillover. The second essay investigates the role played by the geographic distance between the poor and non-poor in the local demand for income redistribution. In particular, the study provides an empirical test of the geographically limited altruism model proposed in Pauly (1973), incorporating the possibility of participation costs associated with the provision of transfers (Van de Wale, 1998). First, the discussion is motivated by allowing for an “iceberg cost” of participation in the programs for the poor individuals in Pauly’s original model. Next, using data from the 2000 Brazilian Census and a panel of municipalities based on the National Household Sample Survey (PNAD) from 2001 to 2007, all the distance-related explanatory variables indicate that an increased proximity between poor and non-poor is associated with better targeting of the programs (demand for redistribution). For instance, a 1-hour increase in the time spent commuting by the poor reduces the targeting by 3.158 percentage points. This result is similar to that of Ashworth, Heyndels and Smolders (2002) but is definitely not due to the program leakages. To empirically disentangle participation costs and spatially restricted altruism effects, an additional test is conducted using unique panel data based on the 2004 and 2006 PNAD, which assess the number of benefits and the average benefit value received by beneficiaries. The estimates suggest that both cost and altruism play important roles in targeting determination in Brazil, and thus, in the determination of the demand for redistribution. Lastly, the results indicate that ‘size matters’; i.e., the budget for redistribution has a positive impact on targeting. The third essay aims to empirically test the validity of the median voter model for the Brazilian case. Information on municipalities are obtained from the Population Census and the Brazilian Supreme Electoral Court for the year 2000. First, the median voter demand for local public services is estimated. The bundles of services offered by reelection candidates are identified as the expenditures realized during incumbents’ first term in office. The assumption of perfect information of candidates concerning the median demand is relaxed and a weaker hypothesis, of rational expectation, is imposed. Thus, incumbents make mistakes about the median demand that are referred to as misperception errors. Thus, at a given point in time, incumbents can provide a bundle (given by the amount of expenditures per capita) that differs from median voter’s demand for public services by a multiplicative error term, which is included in the residuals of the demand equation. Next, it is estimated the impact of the module of this misperception error on the electoral performance of incumbents using a selection models. The result suggests that the median voter model is valid for the case of Brazilian municipalities.

Impacto dos fatores climáticos nas vendas do varejo no Brasil. Uma abordagem com dados de painel com efeito fixo.

Os impactos das variações climáticas tem sido um tema amplamente pesquisado na macroeconomia mundial e também em setores como agricultura, energia e seguros. Já para o setor de varejo, uma busca nos principais periódicos brasileiros não retornou nenhum estudo específico. Em economias mais desenvolvidas produtos de seguros atrelados ao clima são amplamente negociados e através deste trabalho visamos também avaliar a possibilidade de desenvolvimento deste mercado no Brasil. O presente trabalho buscou avaliar os impactos das variações climáticas nas vendas do varejo durante período de aproximadamente 18 meses (564 dias) para 253 cidades brasileiras. As informações de variações climáticas (precipitação, temperatura, velocidade do vento, umidade relativa, insolação e pressão atmosférica) foram obtidas através do INMET (Instituto Nacional de Meteorologia) e cruzadas com as informações transacionais de até 206 mil clientes ativos de uma amostra não balanceada, oriundos de uma instituição financeira do ramo de cartões de crédito. Ambas as bases possuem periodicidade diária. A metodologia utilizada para o modelo econométrico foram os dados de painel com efeito fixo para avaliação de dados longitudinais através dos softwares de estatística / econometria EViews (software proprietário da IHS) e R (software livre). A hipótese nula testada foi de que o clima influencia nas decisões de compra dos clientes no curto prazo, hipótese esta provada pelas análises realizadas. Assumindo que o comportamento do consumidor do varejo não muda devido à seleção do meio de pagamento, ao chover as vendas do varejo em moeda local são impactadas negativamente. A explicação está na redução da quantidade total de transações e não o valor médio das transações. Ao excluir da base as cidades de São Paulo e Rio de Janeiro não houve alteração na significância e relevância dos resultados. Por outro lado, a chuva possui efeito de substituição entre as vendas online e offline. Quando analisado setores econômicos para observar se há comportamento diferenciado entre consumo e compras não observou-se alteração nos resultados. Ao incluirmos variáveis demográficas, concluímos que as mulheres e pessoas com maior faixa de idade apresentam maior histórico de compras. Ao avaliar o impacto da chuva em um determinado dia e seu impacto nos próximos 6 à 29 dias observamos que é significante para a quantidade de transações porém o impacto no volume de vendas não foi significante.

Efeito do policiamento sobre a criminalidade: uma análise em painel para o municípios paulistas e estados brasileiros

This work had the aim of investigating the effect of policing over crime rates, analyzing both the municipalities of São Paulo as well the Brazilian states. The analysis of counties developed for four types of criminal practices classified as theft, burglary, robbery and vehicle theft and murders, while the second analysis of the Brazilian states was restricted to murders. The São Paulo counties crime data were extracted from the Bureau of Public Security of the State of São Paulo and the Brazilian state data has the Datasus/SIM as the main source. The model used is based on the economic theory of crime proposed by Becker (1968). The attempt of measuring the police effect over crime was carry on for 2 variables: the police force and the public security expenditure. Besides those variables, control variables were added to the regressions such as demographic and socio-economics, compiled from various sources. Models were estimated with fixed effects panel methodology, controlling for the simultaneity bias of the relationship between policing and crime in a two stages regression. The results, especially in the regressions for the Brazilian states, illustrate the positive bias of simultaneity between police and crime, once the firsts regressions, that did not control for this endogeneity, resulted in positive parameters, while all regressions in two stages resulted in negative coefficients for the police variable, which are significant when expenditure is used as public security measure. The São Paulo counties regressions, we found evidence that the existence of a municipality guard may have a reduction effect over thefts rate.

Os impactos do saneamento básico nos estados brasileiros sobre os indicadores dominantes de saúde

Este artigo pretende associar o desempenho dos índices de saúde com saneamento básico nos estados brasileiros e se a filiação partidária afeta ou não esses indicadores. Para elaboração deste trabalho foi montado um banco de dados utilizando a estrutura em dados em painel, referente ao período de 2000 a 2010, com os dados extraídos do SINIS, DataSUS, IBGE e TSE. Foi estimado por modelo de efeitos fixos, corrigindo o poblema de heterocedasticidade da amostra com o Teste de White. Os resultados mostram que não podemos descartar a importância do saneamento. Encontramos evidências do impacto das variáveis de esgotamento sanitário sobre a queda da mortalidade por diarréia aguda (crianças menores de 5 anos).