I just ran four million regressions

In this paper I try to move away from the Extreme Bounds method ofidentifying ``robust'' empirical relations in the economic growth literature.Instead of analyzing the extreme bounds of the estimates of the coefficientof a particular variable, I analyze the entire distribution. My claimin this paper is that, if we do this, the picture emerging from theempirical growth literature is not the pessimistic ``Nothing is Robust''that we get with the extreme bound analysis. Instead, we find that asubstantial number of variables can be found to be strongly relatedto growth.

The effect of unemployment spells on subsequent wages in Spain

In our analysis we try and recover the wage loss from unemploymentin Spain and see how it is affected by previous unemploymentexperience, unemployment duration, eligibility for unemploymentbenefits, and previous wages. We also study its variations acrossgroups. Our main conclusion is that while there is some evidencethat labour market rigidities tend to lower it, the wage loss ofdisplaced workers is remarkably high: more than 30%, that is,twice the equivalent figure for the US and France. Wages in Spainsuffer from a serious mismeasurement problems that we do our best tocontrol, so that our results are less robust than the ones thatwould be obtained with better data sets. However, they indicate a large level of wage flexibility in Spain.

Business cycle measurement with some theory

A method to evaluate cyclical models not requiring knowledge of the DGP and the exact specificationof the aggregate decision rules is proposed. We derive robust restrictions in a class of models; use someto identify structural shocks in the data and others to evaluate the class or contrast sub-models. Theapproach has good properties, even in small samples, and when the class of models is misspecified. Themethod is used to sort out the relevance of a certain friction (the presence of rule-of-thumb consumers)in a standard class of models.

Voting after the bombing: Can terrorist attacks change the outcome of democratic elections?

Economists have recently turned their attention to the effects of terrorism. One much debated effect of terrorist attacks is its impact on the results of democratic elections. We use the electoral consequences of the terrorist attacks of the 11-M in Madrid to analyze this issue. We consider this particular experiment since the attack took place only three days before the 2004 Congressional Election, which allows the use of credible identification criteria. In particular, we use the advance voting by Spanish residents abroad, who cast their vote before the terrorist attack, to identify the effect of the bombing. We exploit this macabre natural experiment to run a difference-in-differences estimation using data on three consecutive Congressional elections. Our empirical results indicate that a terrorist attack can have a large impact on the outcome of democratic elections.

La política monetaria europea y sus posibles repercusiones sobre la economía española

La política monetaria llevada a cabo por parte de la Reserva Federaly el Bundesbank durante los últimos años puede caracterizarse con bastante precisión mediante una regla de tipo de interés como la propuesta por Taylor (1994). La forma que toma la regla de Taylor es similar a la de la regla óptima de política monetaria que se obtiene como solución del problema de un banco central preocupado por estabilizar la inflación y el producto, en el contexto de un modelo keynesiano convencional. Esta propiedad, junto con el éxito notable de las autoridades monetarias alemanas y norteamericanas en el mantenimiento sostenido de un nivel de inflación bajo y estable, justifican el uso de la regla de Taylor como una primera aproximación al comportamiento esperado y deseable por parte del banco central de un país industrializado y, por lo tanto, a la futura política monetaria del BCE.Teniendo tal consideración como punto de partida, se ha llevado a cabo una evaluación de las posibles repercusiones de la integración en la UME sobre la economía española. Dicha evaluación se ha basado en tres ejercicios complementarios: (a) el análisis de la experiencia española a partir de la entrada en el SME, (b) el comportamiento de un índicede tensión monetaria que refleja las discrepancias entre el tipo de interés generado por la regla de Taylor para la Unión Europea y para España, y (c) la simulación de un modelo estructural.Por lo general, los resultados de dichos ejercicios sugieren que los costes para la economía española de renunciar a una política monetaria propia deberían ser muy limitados, por lo menos en la medida en que (a) el BCE siga una política monetaria consistente con la regla de Taylor, y (b) el grado de sincronización del ciclo económico y la inflación española con sus homólogos europeos sea parecido al observado en el pasado reciente. Cabe esperar que los costes de la integración monetaria tomen la forma de una mayor volatilidad del producto y de la inflación, resultante de una mayor persistencia en los efectos de los shocks de oferta y demanda domésticos. Estos costes deberían contrastarse con las ventajas de pertenecer a la unión monetaria europea que son independientes del grado de estabilidad macroeconómica (baja inflación, aumento de la competencia, contribución a la integración política, etc....).Dicha conclusión podría modificarse si se produjese en un futuro una disminución significativa en el grado de correlación entre shocks domésticos (a nivel de España) y shocks agregados (a nivel de la UME), aunque no hay motivo para anticipar un cambio en tal sentido. En cualquier caso, el presente trabajo sugiere un simple indicador (el índice de tensión monetaria desarrollado en la Sección 5), que nos permitirá cuantificar la medida en que la política monetaria del BCE se ajusta a las necesidades e intereses de la economía española.

The daily market for funds in Europe: Mathematical appendix

This paper includes the derivations of the main expressions in the paper ``The Daily Market for Funds in Europe: Has Something Changed With the EMU?'' by G. Pérez Quirós and H. Rodríguez Mendizábal.

Recursive contracts

We obtain a recursive formulation for a general class of contractingproblems involving incentive constraints. Under these constraints,the corresponding maximization (sup) problems fails to have arecursive solution. Our approach consists of studying the Lagrangian.We show that, under standard assumptions, the solution to theLagrangian is characterized by a recursive saddle point (infsup)functional equation, analogous to Bellman's equation. Our approachapplies to a large class of contractual problems. As examples, westudy the optimal policy in a model with intertemporal participationconstraints (which arise in models of default) and intertemporalcompetitive constraints (which arise in Ramsey equilibria).

Notes on stochastic choice

A general formalism on stochastic choice is presented. Tje Rationalizability and Recoverability (Identification) problems are discussed. For the identification issue parametric examples are analyzed by means of techniques of mathematical tomography (Random transforms).

Productividad, competencia e innovación en la banca privada española (1900-1914)

This study investigates the productivity differences and its sourcesacross a set of banks during the last years of the liberal era of theSpanish banking system (1900-1914). These years were characterised bymajor qualitative and quantitative changes in the banking industry includinga sharp increase in the size of the system, in the number of firms, andin its regional distribution. Employing DEA productivity analysis andthe Malmquist index, we discover that these changes were accompanied bya generalised increase in the efficiency of least productive banks. Also,we observe that the crisis of some regional banking groups, like theCatalan, can be linked with its low productivity levels. In consequence,in the light of our productivity evidence, we conclude that the increasein competition was beneficial for the system because helped to the successof the most efficient banks.

Monetary policy misspecification in VAR models

We examine the effects of extracting monetary policy disturbances with semi-structural and structural VARs, using data generated bya limited participation model under partial accommodative and feedback rules. We find that, in general, misspecification is substantial: short run coefficients often have wrong signs; impulse responses and variance decompositions give misleadingrepresentations of the dynamics. Explanations for the results and suggestions for macroeconomic practice are provided.

Asymmetric effects of monetary policy in the US: Positive vs. negative or big vs. small?

This paper reconsiders the empirical evidence on the asymmetricoutput effects of monetary policy. Asymmetric effects is a common feature ofmany theoretical models, and there are many different versions of suchasymmetries. We concentrate on the distinctions between positive andnegative money-supply changes, big and small changes in money-supply, andpossible combinations of the two asymmetries. Earlier research has foundempirical evidence in favor of the former of these in US data. Using M1 asthe monetary variable we find evidence in favor of neutrality of big shocksand non-neutrality of small shocks. The results may, however, be affected bystructual instability of M1 demand. Thus, we substitute M1 with the federalfunds rate. In these data we find that only small negative shocks affectreal aggregate activity. The results are interpreted in terms of menu-costmodels.

Testing for convergence clubs in income per-capita: A predictive density approach

The paper proposes a technique to jointly test for groupings of unknown size in the cross sectional dimension of a panel and estimates the parameters of each group, and applies it to identifying convergence clubs in income per-capita. The approach uses the predictive density of the data, conditional on the parameters of the model. The steady state distribution of European regional data clusters around four poles of attraction with different economic features. The distribution of incomeper-capita of OECD countries has two poles of attraction and each grouphas clearly identifiable economic characteristics.

Determinants of economic growth: Will data tell?

Many factors inhibiting and facilitating economic growth havebeen suggested. Can agnostics rely on international incomedata to tell them which matter? We find that agnostic priorslead to conclusions that are sensitive to differences acrossavailable income estimates. For example, the PWT 6.2 revisionof the 1960-96 income estimates in the PWT 6.1 leads tosubstantial changes regarding the role of government,international trade, demography, and geography. We concludethat margins of error in international income estimates appeartoo large for agnostic growth empirics.

What comes to mind

We present a model of intuitive inference, called local thinking, in which anagent combines data received from the external world with information retrieved frommemory to evaluate a hypothesis. In this model, selected and limited recall ofinformation follows a version of the respresentativeness heuristic. The model canaccount for some of the evidence on judgment biases, including conjunction anddisjunction fallacies, but also for several anomalies related to demand for insurance.

Back to square one: Identification issues in DSGE models

We investigate identifiability issues in DSGE models and their consequences for parameter estimation and model evaluation when the objective function measures the distance between estimated and model impulse responses. We show that observational equivalence, partial and weak identification problems are widespread, that they lead to biased estimates, unreliable t-statistics and may induce investigators to select false models. We examine whether different objective functions affect identification and study how small samples interact with parameters and shock identification. We provide diagnostics and tests to detect identification failures and apply them to a state-of-the-art model.