Journal

Browse the categories to access the content of academic, scientific and opinion publications of the professors and students of the Department of Economics PUC-Rio.

Unobserved Heterogeneity In Regression Models: A Semiparametric Approach

Brazilian Review of Econometrics

V 35, N 1, P 47-63, 24/02/2015

This paper proposes a semiparametric approach to control for unobserved heterogeneity in linear regression models, based on an artificial neural network extremum estimator. We present a procedure to specify the model and use simulations to evaluate its finite sample properties in comparison to alternative methods. The simulations show that our approach is less sensitive to increases in the dimensionality and complexity of the problem. We also use the model to study convergence of per capita income across Brazilian municipalities.
 

Priscilla Burity, Juliano Assunção, Marcelo Medeiros.


Wage Differentials: Trade Openness and Wage Bargaining

Brazilian Review of Econometrics

V 34, N 1, P 3-23, 11/02/2015

Gustavo Gonzaga, Cristina Terra, Beatriz Cristina Muriel Hernández.


Structure and Asymptotic Theory for Nonlinear Models with GARCH Errors

EconomiA

V 16, N 1, P 1-21, 22/01/2015

Nonlinear time series models, especially those with regime-switching and/or conditionally heteroskedastic errors, have become increasingly popular in the economics and finance literature. However, much of the research has concentrated on the empirical applications of various models, with little theoretical or statistical analysis associated with the structure of the processes or the associated asymptotic theory. In this paper, we derive sufficient conditions for strict stationarity and ergodicity of three different specifications of the first-order smooth transition autoregressions with heteroskedastic errors. This is essential, among other reasons, to establish the conditions under which the traditional LM linearity tests based on Taylor expansions are valid. We also provide sufficient conditions for consistency and asymptotic normality of the Quasi-Maximum Likelihood Estimator for a general nonlinear conditional mean model with first-order GARCH errors.

Marcelo Medeiros.


Financial constraints, endogenous educational choices and self-selection of migrants

Brazilian Review of Econometrics

V 33, N 1, 08/10/2014

The Roy model predicts that migrants will be disproportionately drawn from the lower

half of the educational distribution of the sending country if the sending country has

a higher return to schooling. However, Mexican immigrants in the U.S. tend to be

disproportionately drawn from the middle of the distribution. We argue that nancial

constraints may explain why. We study migrants' selectivity when agents that face credit

constraints make joint decisions about how much to invest in education and whether

to migrate. Our results show that nancial constraints can explain the intermediate

selection of migrants observed in the data.

Juliano Assunção, Leandro Siqueira Carvalho.


Nonlinear error correction models with an application to commodity prices

Brazilian Review of Econometrics

V 33, N 2, P 145-170, 02/10/2014

Existing tests for nonlinearity in vector error correction models are highly intensive computationally

and have nuisance parameters in the asymptotic distribution, what calls for

cumbersome bootstrap calculations in order to assess the distribution. Our work proposes

a consistent test which is implementable in any statistical package and has Chi-Squared

asymptotics. Moreover, Monte Carlo experiments show that in small samples our test

has nice size and power properties, often better than the preexisting tests. We also provide

a condition under which a two step estimator for the model parameters is consistent

and asymptotically normal. Application to international agricultural commodities prices

show evidence of nonlinear adjustment to the long run equilibrium on the wheat prices.

 

Marcelo Medeiros, Rafael Ribeiro Magri.


Parametric Portfolio Selection: Evaluating and Comparing to Optimistic Markowitz Portfolios

Revista Brasileira de Finanças

V 12, N 2, P 257-284, 25/08/2014

In this paper we exploit the parametric portfolio optimization in the Brazilian market. Our data consists of monthly returns of 306 Brazilian stocks in the period between 2001 and 2013. We tested the model both in and out of sample and compared the results with the value and equal weighted portfolios and with a Markowitz based portfolio. We performed statistical inference in the parametric optimization using bootstrap techniques in order to build the parameters empirical distributions. Our results showed that the parametric optimization is a very efficient technique out of sample. It consistently showed superior results when compared with the VW, EW and Markowitz portfolios even when transaction costs were included. Finally, we consider the parametric approach to be very flexible to the inclusion of constraints in weights, transaction costs and listing and delisting of stocks.

Gabriel Vasconcelos, Marcelo Medeiros, Artur Manoel Passos.


The effects of exposure to hyperinflation on occupational choice

Journal of Economic Behavior and Organization

V 106, P 109-126, 04/06/2014

We use data on immigrants who live in the United States to study the effects of exposure to hyperinflation on occupational choice. To do so, we calculate the number of years an individual had lived under hyperinflation before arriving to the US. We find that its marginal effect on the probability of being self-employed instead of wage-earner is 0.87 percentage point. This finding suggests that the macroeconomic environment one lives in permanently affects his economic behavior. The estimated effect depends on the age individuals had when exposed to hyperinflation. In particular, it vanishes for those over the age of 40.

Eduardo Zilberman, João Manoel Pinho de Mello, Caio Waisman.


A "blank cheque"? Portuguese World War II sterling balances, 1940-1973

The Economic History Review

V 67, N 2, P 535-555, 30/05/2014

The British effort in the Second World War required massive external financing which depended on Lend-Lease and the accumulation of sterling balances. Indebtedness in sterling balances corresponded to almost 38 per cent of this total at the end of the war. Portuguese sterling balances, although a small share of the total, were important because of pre-emptive purchases, especially of wolfram, and because of the ‘gold clause’ which was to be applied to outstanding balances. Portugal's willingness to finance British purchases contrasts with the requirement of German payments in goods or cash for their purchases in Portugal. The settlement of Portuguese sterling balances in August 1945 was singular as it preceded the Anglo-American settlement of December 1945 which had important consequences for sterling balance holders, as the US insisted that the US$3.75 billion loan should not be used to settle British war debts. Postwar settlement of British debt through a long-term loan from Portugal to Britain contrasts with settlements that involved the sale of British assets. Salazar's concerns about the postwar international position of Portugal, the Portuguese Empire, and the survival of the Portuguese regime are relevant in explaining his pro-British stance during and after the war.

Marcelo de Paiva Abreu.


Do People Understand Monetary Policy?

Journal of Monetary Economics

V 66, P 108-123, 24/04/2014

We combine questions from the Michigan Survey about future inflation, unemployment, and interest rates to investigate whether households are aware of the basic features of U.S. monetary policy. Our findings provide evidence that some households form their expectations in a way that is consistent with a Taylor (1993)-type rule. We also document a large degree of variation in the pattern of responses over the business cycle. In particular, the negative relationship between unemployment and interest rates that is apparent in the data only shows up in households׳ answers during periods of labor market weakness.

Carlos Viana de Carvalho, Fernanda Feitosa Nechio.


Expectativas Desagregadas, Credibilidade do Banco Central e Cadeias de Markov

Revista Brasileira de Economia

V 68, N 2, P 197-223, 24/02/2014

Propomos e implementamos uma medida da credibilidade do

Banco Central do Brasil, fazendo uso de uma base de dados com

expectativas desagregadas. A hipótese é de que a heterogeneidade

das expectativas de longo prazo advenha de crenças distintas com

relação à aversão do Banco Central à inflação. Desse modo, a existência

de agentes persistentemente otimistas ou pessimistas indicaria falta

de credibilidade. Com base neste argumento, construímos um

índice utilizando Cadeias de Markov. Nosso índice inova em

relação aos disponíveis na literatura por considerar a dispersão das

expectativas. Nossos resultados são comparados com os de outros

artigos, corroborando o aprimoramento advindo da nova medida da

credibilidade

Márcio Garcia, Diogo Abry Guillén.


Coordinated Strategic Defaults and Financial Fragility in a Costly State Verification Model

Journal of Financial Intermediation

V 23, P 129-139, 12/02/2014

Diversification through a financial intermediary has the benefit of transforming loans that need costly monitoring into bank deposits that do not. We show that financial intermediation in a costly state verification model has a cost not yet analyzed: it allows for the existence of multiple equilibria, some of which are characterized by borrowers defaulting on their loans because they expect other borrowers to do the same (i.e. bad equilibria arise due to strategic complementarities in entrepreneurs’ actions). We propose two mechanisms that fully implement the desired equilibrium allocation.

Vinicius Nascimento Carrasco, Pablo Hector Seuanez Salgado.


Modeling and predicting the CBOE market volatility index

Journal of Banking and Finance

V 40, P 1-10, 23/01/2014

This paper performs a thorough statistical examination of the time-series properties of the daily market

volatility index (VIX) from the Chicago Board Options Exchange (CBOE). The motivation lies not only on

the widespread consensus that the VIX is a barometer of the overall market sentiment as to what concerns

investors’ risk appetite, but also on the fact that there are many trading strategies that rely on

the VIX index for hedging and speculative purposes. Preliminary analysis suggests that the VIX index

displays long-range dependence. This is well in line with the strong empirical evidence in the literature

supporting long memory in both options-implied and realized variances. We thus resort to both parametric

and semiparametric heterogeneous autoregressive (HAR) processes for modeling and forecasting

purposes. Our main findings are as follows. First, we confirm the evidence in the literature that there

is a negative relationship between the VIX index and the S&P 500 index return as well as a positive contemporaneous

link with the volume of the S&P 500 index. Second, the term spread has a slightly negative

long-run impact in the VIX index, when possible multicollinearity and endogeneity are controlled for.

Finally, we cannot reject the linearity of the above relationships, neither in sample nor out of sample.

As for the latter, we actually show that it is pretty hard to beat the pure HAR process because of the very

persistent nature of the VIX index.

Marcelo Fernandes, Marcelo Medeiros, Marcel Scharth Figueiredo Pinto.


A note on nonlinear cointegration, misspecification and bimodality

Econometrics Reviews

V 33, N 7, P 713-731, 01/01/2014

We derive the asymptotic distribution of the ordinary least squares estimator in a regression with cointegrated variables under misspecification and/or nonlinearity in the regressors. We show that, under some circumstances, the order of convergence of the estimator changes and the asymptotic distribution is non-standard. The t-statistic might also diverge. A simple case arises when the intercept is erroneously omitted from the estimated model or in nonlinear-in-variables models with endogenous regressors. In the latter case, a solution is to use an instrumental variable estimator. The core results in this paper also generalise to more complicated nonlinear models involving integrated time series.

Marcelo Medeiros, Eduardo F. Mendes, L. Oxley.


Repossession and the democratization of credit

The Review of Financial Studies

V 27, N 9, P 2661-2689, 01/01/2014

We exploit a 2004 credit reform in Brazil that simplified the sale of repossessed cars used as collateral for auto loans. We show that the change has led to larger loans with lower spreads and longer maturities. The reform expanded credit to riskier, low-income borrowers for newer, more expensive cars. Although the credit reform improved riskier borrowers’ access to credit, it also led to increased incidences of delinquency and default. Our results shed light on the consequences of a credit reform, highlighting the crucial role that collateral and repossession play in the liberalization and democratization of credit.

Efraim Benmelech, Juliano Assunção, Fernando Setubal Souza e Silva.


A relação entre a proficiência e dispersão de idade em sala de aula: a influência do nível de qualificação do professor

Pesquisa e Planejamento Econmico

V 43, N 3, P 279-305, 19/12/2013

Gustavo Gonzaga, Danielle Carusi Machado, Sergio Firpo.


Just Words? A Quantitative Analysis of the Communication of the Central Bank of Brazil

Revista Brasileira de Economia

V 67, N 4, P 415-427, 09/12/2013

Fernando Cordeiro, Juliana Vargas, Carlos Viana de Carvalho.


O Programa de Aceleração do Crescimento Acelera o Crescimento?

Brazilian Review of Econometrics

V 32, N 2, P 133-167, 01/12/2013

Neste artigo, introduz-se ao modelo de crescimento neoclássico a defasagem necessária para que o investimento público se consolide em capital público (processo time-to-build,0), assim como alíquotas tributárias distorcivas que se ajustam de acordo com a dívida acumulada pelo setor público. O objetivo é isolar quantitativamente o efeito do aumento do investimento público observado no Programa de Aceleração do Crescimento (PAC). Dependendo da defasagem associada ao processo time-to-build e da política de ajuste fiscal consideradas, o PAC pode ter induzido uma queda do produto entre 0,2% e 0,4% em um horizonte de até quatro anos.

Julio de Alencastro Graça Mereb, Eduardo Zilberman.


Do public banks compete with private banks? Evidence from concentrated loan markets in Brazil?

Journal of Money, Credit and Banking

V 45, N 8, P 1581–1615, 25/11/2013

We measure the competitive effect of public banks in concentrated local

markets in Brazil using branch location patterns. We employ variation in

market size, number, and identity of competitors to determine how the

conduct of private banks is affected by the entry of a public bank. We find

that the market size needed to sustain a private bank branch is 35% larger if a

private competitor is present and is not significantly affected by the presence

of a public bank. These results suggest that the presence of a public bank

does not affect conduct of private banks

Christiano Arrigoni Coelho, João Manoel Pinho de Mello, Leonardo Rezende.


Eliminating entry barriers for the provision of banking services: Evidence from ‘banking correspondents’ in Brazil

Journal of Banking & Finance

V 37, N 8, P 2806–2811, 01/08/2013

This paper shows that the contractual arrangement of ‘banking correspondents’ has eliminated entry barriers for the provision of banking services in Brazil. With the bank correspondents, banks are allowed to reach the almost 2200 municipalities without bank branches in 2000, connecting 45 million people to the financial sector. The evidence is based on the estimation of an entry model of financial providers in Brazilian municipalities. I estimate a zero population entry threshold for banking correspondents for the period from 2002 to 2007. The estimated population entry thresholds for bank branches in the same period are relatively stable at approximately 8000–9000 people. The population entry thresholds for the second to fifth players for banking correspondents are also consistently lower than those for bank branches.

Juliano Assunção.


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