Giovanni Gallipoli

Assistant Professor, Dept. of Economics, University of British Columbia

RESEARCH






PAPERS

Skill Dispersion and Trade Flows    (pdf)

    joint with M Bombardini, University of British Columbia, and G Pupato, Getulio Vargas Foundation

Abstract: Is skill dispersion a source of comparative advantage? In this paper we use microdata from the International Adult Literacy Survey to show that the effect of skill dispersion on trade flows is quantitatively similar to that of the aggregate endowment of human capital. In particular we investigate, and find support for, the hypothesis that countries with a more dispersed skill distribution specialize in industries characterized by lower complementarity of workers' skills. The result is robust to the introduction of controls for alternative sources of comparative advantage, as well as to alternative measures of industry-level skill complementarity.


Unobservable Skill Dispersion and Comparative Advantage    (pdf)

    joint with M Bombardini, University of British Columbia, and G Pupato, Getulio Vargas Foundation

Abstract: This paper develops a tractable multi-country, multi-sector model of international trade with unobservable skills and search frictions in the labour market. Comparative advantage derives from (i) cross-sectoral differences in the substitutability of workers' skills and (ii) cross-country differences in the dispersion of skills in the working population. We establish the conditions under which higher skill dispersion triggers specialization in sectors characterized by higher substitutability of skills across workers.



How Robust is the Skill-Dispersion-Complementarity Hypothesis?    (pdf)

    joint with M Bombardini, University of British Columbia, and G Pupato, Getulio Vargas Foundation

Abstract: We explore the robustness of the hypothesis, first put forward by Grossman and Maggi (2000) (GM), that countries with higher skill dispersion specialize in the sector characterized by a submodular production function, i.e. the industry that cross-matches workers of different skills (henceforth referred to as SDC hypothesis). We relax the assumption of constant returns to skill, breaking the link between submodularity and the concavity of isoquants, a key feature in GM. We show that when a submodular sector displays convex isoquants, it no longer bene.ts from higher skill dispersion and higher skill dispersion countries may specialize in the supermodular sector. We investigate this theoretical possibility by performing a variety of simulations, based on empirical skill distributions, and find that in the vast majority of cases the SDC hypothesis is not violated.

Education Policy and Intergenerational Transfers in Equilibrium    (pdf)

    joint with B Abbott, UBC, C Meghir, Yale University, and G Violante, New York University

Abstract: This paper compares partial and general equilibrium effects of alternative financial aid policies intended to promote college participation. We build an overlapping generations life-cycle, heterogeneous-agent, incomplete-markets model with education, labor supply, and consumption/saving decisions. Altruistic parents make inter vivos transfers to their children. Labor supply during college, government grants and loans, as well as private loans, complement parental transfers as sources of funding for college education. We find that the current financial aid system in the U.S. improves welfare, and removing it would reduce GDP by two percentage points in the long-run. Any further relaxation of government-sponsored loan limits would have no salient effects. The short-run partial equilibrium effects of expanding tuition grants (especially their need-based component) are sizeable. However, long-run general equilibrium effects are 3-4 times smaller. Every additional dollar of government grants crowds out 20-30 cents of parental transfers.


Distortions, Efficiency and the Size Distribution of Firms     (pdf)

    joint with J Goyette, Universite' de Sherbrooke

Abstract: Differences in factor productivity across countries are both large and persistent. In this paper we investigate how weak institutions, limited accountability in the tax collection system and missing credit markets may be reflected into ex-ante suboptimal production decisions, reduced output and lower productivity. Using information about an institutional distortion typical of many developing countries, we investigate the determinants of the equilibrium distribution of firms' sizes and quantify the extent of resource mis-allocation. We consider an heterogeneous firms model where the tax environment acts as a selection mechanism restricting the growth of all but the most productive firms. We calibrate the model by Indirect Inference using firm-level data from Uganda. We test the fit of the model through a set of over-identifying restrictions and provide further validation by showing that it can match some unusual data patterns in capital-labour ratios, a dimension which is not explicitly targeted in our calibration. Through counterfactual experiments we quantify the efficiency losses associated to the institutional distortion and credit market imperfections and compare the effectiveness of alternative policy changes.


Education and Crime over the Life Cycle    (pdf)

    joint with G Fella, Queen Mary, University of London

Abstract: In this paper we ask whether policies targeting a reduction in crime rates through changes in education outcomes can be considered an effective and cost-viable alternative to interventions based on harsher punishment alone. In particular we study the effect of subsidizing high school completion. Most econometric studies of the impact of crime policies ignore equilibrium effects and are often reduced-form. This paper provides a framework within which to study the equilibrium impact of alternative policies. We develop an overlapping generation, life-cycle model with endogenous education and crime choices. Education and crime depend on different dimensions of heterogeneity, which takes the form of differences in innate ability and wealth at birth as well as employment shocks. PSID, NIPA and CPS data are used to estimate the parameters of a production function with different types of human capital and to approximate a distribution of permanent heterogeneity. These estimates are used to pin down some of the model's parameters. The model is calibrated to match education enrolments, aggregate (property) crime rate and some features of the wealth distribution. In our numerical experiments we find that policies targeting crime reduction through increases in high school graduation rates are more cost-effective than simple incapacitation policies. Furthermore, the cost-effectiveness of high school subsidies increases significantly if they are targeted at the wealth poor. We also find that financial incentives to high school graduation have radically different implications in general and partial equilibrium (i.e. the scale of the programmes can substantially change its outcomes).


Ability, Parental Valuation of Education and the High-School Drop Out Decision  (pdf)

    joint with K Foley, Copenhagen Business School, and D Green, University of British Columbia

Abstract: The probability of dropping out of high school varies considerably with parental education. Using a rich Canadian panel dataset, we examine the channels determining this socio-economic status effect. We estimate an extended version of Carneiro, Hansen and Heckman (2003) factor model, incorporating effects from cognitive and non-cognitive ability, and parental valuation of education (PVE). We find that cognitive ability and PVE have substantial impacts on dropping-out and that parental education has no direct effect on dropping-out after controlling for these factors. Our results confirm the importance of determinants of ability by age 15 but also indicate an important role for PVE during teenage years.


Household Responses to Individual Shocks: Disability and Labour Supply    (pdf )

    joint with L Turner, University of Toronto and University of Cambridge

Abstract: What are idiosyncratic shocks and how do people react to them? This paper starts from the observation that idiosyncratic shocks are experienced at the individual level, while responses to shocks can encompass the whole household. Understanding and accurately modeling these responses is essential to the analysis of intra-household allocations, especially labor supply. Using longitudinal data from the `Canadian Survey of Labor and Income Dynamics' (SLID) we exploit information about disability and health status to develop a life-cycle framework which rationalizes observed responses of household members to idiosyncratic shocks. Two puzzling findings associated to disability onset motivate our work: (1) the almost complete absence of `added worker' effects within households and, (2) the fact that single agents' labor supply responses to disability shocks are larger and more persistent than those of married agents. We show that a first-pass, basic model of the household has predictions about dynamic labor supply responses which are at odds with these facts; despite such failure, we argue that these facts are consistent with optimal household behavior when we account for two simple mechanisms: the first mechanism relates to selection into and out of marriage, while the second hinges on insurance transfers taking place within households. We show that these mechanisms arise naturally when we allow for three features: a linkage between human capital accumulation and life-cycle labor supply, endogenous marriage contracts and the possibility of time transfers between partners. We also provide evidence that our extended model with endogenous marriage contracts can fit divorce patterns observed in Canadian data, as well as correlations between disability prevalence and marital status, providing an ideal framework to study intra-household risk-sharing with limited commitment.


Social Security, Endogenous Retirement and Intra-household Cooperation    (pdf)

    joint with L Turner, University of Toronto and University of Cambridge

Abstract: This paper frames the joint retirement decision of couples in a framework which allows for different degrees of cooperation and strategic interaction between spouses. We use this structure to gauge the relative performance of models specified under different assumptions and assess their ability to replicate a large set of economic choices observed at or around the time of retirement. Our results suggest a role for non-cooperative behavior in households in which main-earners are subject to large transfer liabilities towards second-earners, which effectively introduce a `tax wedge' on earned income and affect both labor supply and retirement decisions. The models are also used to analyze the dynamic incentives, to both individuals and households,



Disability in Canada: A Longitudinal Household Analysis     (pdf )
    joint with L Turner, University of Toronto and University of Cambridge

Abstract: Health shocks represent a substantial part of individual life-cycle risk. Stephens [2001], Charles [2005] and Meyer and Mok [2006] have documented changes in hours worked, labor market participation, household income, consumption and wages for a prolonged period following disability onset using data available in the Panel Study of Income Dynamics. We examine similar trends for the case of Canada, using the Survey of Labour and Income Dynamics (SLID). The short (six-year) panel dimension of the SLID requires us to take an unbalanced panel approach: we resort to a combination of propensity score matching and sample selection methods based on chronicity of disability reports, to create appropriate samples for longer-run longitudinal analysis. A clear advantage of the SLID is its large cross-sectional component, which allows us to disaggregate the analysis by demographic characteristics, notably marital and family status. We document striking differences in responses and economic outcomes between single and married individuals. Singles, both men and women, generally experience larger drops in labour supply and participation following disability onset than their married counterparts. Such differences persist when controlling for health-related fixed effects and for the chronicity of the disability itself. Our analysis also suggests that married individuals with children are slightly more responsive than those without children to disability onset, and that ``added worker effects'' -- increases in the labour supply of one spouse following disability onset in the other spouse -- are small and insignificant, especially for wives. The latter finding is consistent with recent papers in the U.S. disability literature, including Coyle [2004] and Charles [2002]. In general, the findings outlined above are inconsistent with the predictions of a first-pass life cycle model of the household, in which (a) the insurance value of marriage should allow married individuals experiencing disability to reduce their labour supply more than singles while their spouses increase work to replace the lost income, and (b) the wealth effects of disability onset are larger in the presence of children, mitigating any expect drops in labour supply. Our findings suggest that a more sophisticated model of the household may be necessary to rationalize long-run responses to disability shocks.


Aggregate Shocks vs Reallocation Shocks: an Appraisal of the Applied Literature    (pdf)
 
    joint with G Pelloni, Universita’ di Bologna

Abstract: This paper critically appraises the different approaches that have characterized the literature on the macroeconomic effects of job reallocations from Lilien's seminal work to recent developments rooted in structural general equilibrium models, nonlinear econometric techniques and the concepts of job creation and destruction. Despite a flourishing of empirical analysis no unifying theoretical framework has obtained consensus in the scientific debate. We face a corpus of research which is heterogeneous in variables' selection and experimental design. This widespread heterogeneity makes the evaluation of results a daunting task. Reliability of outcomes becomes almost impossible to assess when, even within models of the same generation, the lack of a rigorous theoretical background hinders well defined experimental design and makes comparisons difficult. The strong pace at which the empirical literature on the macroeconomic effects of job reallocations has been growing in recent years suggests that a general assessment of the state of the art is valuable and maybe indispensable. As a guiding principle for our excursion we track down the methodological development of the proposed solutions to the crucial problem of observational equivalence. We do not linger on specific econometric methods nor on strictly theoretical issues not relevant to our main purpose. We draw the conclusion that the asymmetric and non-directional nature of allocative shocks, which holds the key to the solution of the problem, is better captured by multivariate, non-linear, dynamic econometric models and numerical simulation techniques. Davis and Haltiwanger's perspective on job creation and destruction seems to us of paramount importance for future research because of its potential to encompass a wealth of micro-level data sets within a rigorous analytical framework.


Non-Convexities in Dynamic Programming Problems    (pdf)

    joint with L Nesheim, University College London

Abstract: Models where agents choose over non-convex budget sets are commonly used in the analysis of economic problems entailing extensive margin decisions and fixed costs. Their solutions have interesting and distinctive features that are especially relevant in quantitative applications. We describe how non-convex problems differ from standard problems and under which circumstances the inclusion of random shocks makes their solution identical to the solution of standard problems. A simple framework is provided for the analysis of non-convex choice problems and different numerical examples are illustrated. A simple numerical algorithm that is effective in finding solutions for non-convex maximisation problems is also described.