Download or read book Quantitative Macroeconomics with Heterogeneous Households written by Jonathan Heathcote and published by . This book was released on 2009 with total page 60 pages. Available in PDF, EPUB and Kindle. Book excerpt: Macroeconomics is evolving from the study of aggregate dynamics to the study of the dynamics of the entire equilibrium distribution of allocations across individual economic actors. This article reviews the quantitative macroeconomic literature that focuses on household heterogeneity, with a special emphasis on the "standard" incomplete markets model. We organize the vast literature according to three themes that are central to understanding how inequality matters for macroeconomics. First, what are the most important sources of individual risk and cross-sectional heterogeneity? Second, what are individuals' key channels of insurance? Third, how does idiosyncratic risk interact with aggregate risk?

Download or read book Macroeconomics with heterogeneity a practical guide written by Fatih Guvenen and published by . This book was released on 2011 with total page 69 pages. Available in PDF, EPUB and Kindle. Book excerpt: This article reviews macroeconomic models with heterogeneous households. A key question for the relevance of these models concerns the degree to which markets are complete. This is because the existence of complete markets imposes restrictions on (i) how much heterogeneity matters for aggregate phenomena and (ii) the types of cross-sectional distributions that can be obtained. The degree of market incompleteness, in turn, depends on two factors: (i) the richness of insurance opportunities provided by the economic environment and (ii) the nature and magnitude of idiosyncratic risks to be insured. First, I review a broad collection of empirical evidence---from econometric tests of "full insurance," to quantitative and empirical analyses of the permanent income ("self insurance") model that examine how it fits the facts about life cycle allocations, to studies that try to directly measure where economies place between these two benchmarks ("partial insurance"). The empirical evidence I survey reveals significant uncertainty in the profession regarding the magnitudes of idiosyncratic risks as well as whether or not these risks have increased since the 1970s. An important difficulty stems from the fact that inequality often arises from a mixture of idiosyncratic risk and fixed (or predictable) heterogeneity, making the two challenging to disentangle. I also discuss applications of incomplete markets models to trends in wealth, consumption, and earnings inequality both over the life cycle and over time, where this challenge is evident. Third, I discuss "approximate" aggregation---the finding that some incomplete markets models generate aggregate implications very similar to representative-agent models. What approximate aggregation does and does not imply is illustrated through several examples. Finally, I discuss some computational issues relevant for solving and calibrating such models and I provide a simple yet fully parallelizable global optimization algorithm that can be used to calibrate heterogeneous agent models.

Download or read book Introduction to Quantitative Macroeconomics Using Julia written by Petre Caraiani and published by Academic Press. This book was released on 2018-08-29 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction to Quantitative Macroeconomics Using Julia: From Basic to State-of-the-Art Computational Techniques facilitates access to fundamental techniques in computational and quantitative macroeconomics. It focuses on the recent and very promising software, Julia, which offers a MATLAB-like language at speeds comparable to C/Fortran, also discussing modeling challenges that make quantitative macroeconomics dynamic, a key feature that few books on the topic include for macroeconomists who need the basic tools to build, solve and simulate macroeconomic models. This book neatly fills the gap between intermediate macroeconomic books and modern DSGE models used in research. Combines an introduction to Julia, with the specific needs of macroeconomic students who are interested in DSGE models and PhD students and researchers interested in building DSGE models Teaches fundamental techniques in quantitative macroeconomics by introducing theoretical elements of key macroeconomic models and their potential algorithmic implementations Exposes researchers working in macroeconomics to state-of-the-art computational techniques for simulating and solving DSGE models

Download or read book Essays in Quantitative Macroeconomics written by Hanno Kase and published by . This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis consists of three essays in quantitative macroeconomics. In Chapter 1, joint with Leonardo Melosi and Matthias Rottner, we leverage recent developments in machine learning to develop methods to solve and estimate large and complex nonlinear macroeconomic models, e.g. HANK models. Our method relies on neural networks because of their appealing feature that even models with hundreds of state variables can be solved. While likelihood estimation requires the repeated solving of the model, something that is infeasible for highly complex models, we overcome this problem by exploiting the scalability of neural networks. Including the parameters of the model as quasi state variables in the neural network, we solve this extended neural network and apply it directly in the estimation. To show the potential of our approach, we estimate a quantitative HANK model that features nonlinearities on an individual (borrowing limit) and aggregate level (zero lower bound) using simulated data. The model also shows that there is an important economic interaction between the impact of the zero lower bound and the degree of household heterogeneity. Chapter 2 studies the impact of macroprudential limits on mortgage lending in a heterogeneous agent life-cycle model with incomplete markets, long-term mortgage, and default. The model is calibrated to German economy using Household Finance and Consumption Survey data. I consider the effects of four policy instruments: loan-to-value limit, debt-toincome limit, payment-to-income limit, and maximum maturity. I find that their effect on homeownership rate is fairly modest. Only the loan-to-value limit significantly reduces the homeownership rate among young households. At the same time, it has the largest positive welfare effect. Chapter 3 explores applications of the backpropagation algorithm on heterogeneous agent models. In addition, I clarify the connection between deep learning and dynamic structural models by showing how a standard value function iteration algorithm can be viewed as a recurrent convolutional neural network. As a result, many advances in the field of machine learning can carry over to economics. This in turn makes the solution and estimation of more complex models feasible.

Download or read book Are African Households Heterogeneous Agents written by Ms.Louise Fox and published by International Monetary Fund. This book was released on 2015-05-06 with total page 36 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper reviews the evidence on how households in Sub-Saharan Africa segment along consumption, income and earning dimensions relevant for quantitative macroeconomic policy models which incorporate heterogeneity. Key findings include the importance of home-grown food in the income and consumption of house-holds well up the income distribution, the lack of formal financial inclusion for all but the richest households, and the importance of non-wage income. These stylized facts suggest that an externally-generated macroeconomic shock and the short-term policy response would mainly affect the behavior and welfare of these richer urban households, who are also more likely to have the means to cope. Middle class and poor households, especially in rural areas, should be insulated from these external shocks but vulnerable to a wide range of structural factors in the economy as well as idiosyncratic shocks.

Download or read book Essays in Quantitative Macroeconomics Business Cycles Household Heterogeneity and Model Advancements written by Ekaterina Shabalina and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Essays in Quantitative Macroeconomics written by Philipp Grübener and published by . This book was released on 2021 with total page 191 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis contains four independent essays in heterogeneous agent macroeconomics. They explore the sources of income inequality and income risk and study the optimal design of public redistribution and insurance. The first chapter, joint with Filip Rozsypal, studies the origins of idiosyncratic earnings risk in frictional labor markets, with a particular focus on the role of firms for worker earnings risk. First, using administrative matched employer-employee data from Denmark, we document key properties of the worker earnings growth distribution, the firm revenue growth distribution, and their joint distribution. The worker earnings and firm revenue growth distributions exhibit strong deviations from normality, in particular excess kurtosis, with many workers and firms experiencing very small changes to their earnings/revenues, but a significant minority experiencing very large changes. Large earnings losses are more likely for workers in firms with negative revenue growth, driven both by separations to unemployment and earnings losses on the job. Second, we develop a model framework consistent with the data, with four key features: i) frictional labor markets and on the job search to capture unemployment risk and wage growth through a job ladder, ii) multi-worker firms to capture gross and net worker flows, iii) risk averse workers such that earnings risk matters, and iv) contracting with two-sided limited commitment because earnings of job stayers are changing infrequently in the data. Third, we use the model to explore policies designed to mitigate earnings fluctuations. The second chapter, joint with Annika Bacher and Lukas Nord, studies one particular private insurance margin against individual income risk only available to couples, which is the so called added worker effect. Specifically, we study how this intra-household insurance against individual job loss through increased spousal labor market participation varies over the life cycle. We show in U.S. data that the added worker effect is much stronger for young than for old households. A stochastic life cycle model of two-member households with job search in a frictional labor market is capable of replicating this finding. The model suggests that a lower added worker effect for the old is driven primarily by better insurance through asset holdings. Human capital differences between employed young and old contribute to the difference but are quantitatively less important, while differences in job arrival rates play a limited role. In the third chapter, joint with Axelle Ferriere, Gaston Navarro, and Oliko Vardishvili, we study optimal redistribution, taking into account not just the large income and wealth inequality in the data, but also the distribution of income risk that is key in the first two chapters. The U.S. fiscal system redistributes through a rich set of taxes and transfers, the latter accounting for a large part of the income of the poor. Motivated by this, we study the optimal joint design of transfers and income taxes. Within a simple heterogeneous-household framework, we derive analytical results on the optimal relationship between transfers and tax progressivity. Higher transfers are associated with lower optimal income tax progressivity. Redistribution is achieved with generous transfers while efficiency is preserved via a lower progressivity of income taxes. As such, the optimal tax-and-transfer system features larger progressivity of average than of marginal tax rates. We then quantify the optimal tax-and-transfer system in a rich incomplete-market model with realistic distributions of income, wealth, and income risk. The model features a novel flexible functional form for progressive income taxes and means-tested transfers. Relative to the current U.S. fiscal system, the optimal policy consists of more generous means-tested transfers, which phase-out at a slower rate. These larger transfers are financed with higher tax rates, but the taxes are not more progressive than the current system. The fourth chapter, joint with Axelle Ferriere and Dominik Sachs, also studies optimal redistribution, but instead of considering a stationary environment it analyzes the dynamics of the equity-efficiency trade-off along the growth path. To do so, we incorporate the optimal income taxation problem into a state-of-the-art multi-sector structural change general equilibrium model with non-homothetic preferences. We identify two key opposing forces. First, long-run productivity growth allows households to shift their consumption expenditures away from necessities. This implies a reduction in the dispersion of marginal utilities, and therefore calls for a welfare state that declines along the growth path. Yet, economic growth is also systematically associated with an increase in the skill premium, which raises inequality and the desire to redistribute. We quantitatively analyze these opposing forces for two countries: the U.S. from 1950 to 2010, and China from 1989 to 2009. Optimal redistribution decreases at early stages of development, as the role of non-homotheticities prevails. At later stages of development the rising income inequality dominates and the welfare state should become more generous.

Download or read book Macroeconomics and Household Heterogeneity written by Dirk Krueger and published by . This book was released on 2016 with total page 86 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of this chapter is to study how, and by how much, household income, wealth, and preference heterogeneity amplify and propagate a macroeconomic shock. We focus on the U.S. Great Recession of 2007-2009 and proceed in two steps. First, using data from the Panel Study of Income Dynamics, we document the patterns of household income, consumption and wealth inequality before and during the Great Recession. We then investigate how households in different segments of the wealth distribution were affected by income declines, and how they changed their expenditures differentially during the aggregate downturn. Motivated by this evidence, we study several variants of a standard heterogeneous household model with aggregate shocks and an endogenous cross-sectional wealth distribution. Our key finding is that wealth inequality can significantly amplify the impact of an aggregate shock, and it does so if the distribution features a sufficiently large fraction of households with very little net worth that sharply increase their saving (i.e. they are not hand-to mouth) as the recession hits. We document that both these features are observed in the PSID. We also investigate the role that social insurance policies, such as unemployment insurance, play in shaping the cross-sectional income and wealth distribution, and through it, the dynamics of business cycles.

Download or read book NBER Macroeconomics Annual 2003 written by Mark Gertler and published by Mit Press. This book was released on 2004 with total page 432 pages. Available in PDF, EPUB and Kindle. Book excerpt: The NBER Macroeconomics Annual presents pioneering work in macroeconomics by leading academic researchers to an audience of public policymakers and the academic community. Each commissioned paper is followed by comments and discussion. This year's edition provides a mix of cutting-edge research and policy analysis on such topics as productivity and information technology, the increase in wealth inequality, behavioral economics, and inflation.

Download or read book Essays on Macroeconomics with Heterogeneity and Inequality written by Zhigang Ge and published by . This book was released on 2020 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Abstract Chapter 1. Heterogeneous Entrepreneurial Ability and Wealth Inequality Models with entrepreneurship can reproduce high wealth concentration at the top. The key assumption is the borrowing constraint, that is, households are unable to borrow enough assets to start a business or invest optimally in the business. However, some empirical evidences show that borrowing constraint does not matter for the majority of households in the US. This paper seeks to generate high wealth concentration at the top without assuming borrowing constraint. The baseline model that introduces heterogeneity in entrepreneurial ability is able to match the wealth distribution while the model assuming same entrepreneurial ability fails. Besides wealth distribution, the baseline model generates other moments that are consistent with the data. Chapter 2. Taxing Top Earners: The Role of Entrepreneurs This paper studies the optimal top marginal income tax rate in a quantitative framework with entrepreneurial choice, financing constraints, and realistic earnings and wealth distributions. I find that the revenue-maximizing top tax rate is approximately 41 percent -- close to the recent levels in the US. In contrast, when calibrated with only workers to match realistic earnings and wealth distributions, the model predicts a revenue-maximizing top tax rate of 81 percent -- close to the established view. There are two channels through which the baseline model has a lower revenue-maximizing top tax rate. First, the wealth distribution channel: increasing the top tax rate decreases wealth accumulation and leads to a less skewed wealth distribution in the long run (there are more top entrepreneurs with low wealth and less top entrepreneurs with high wealth). With financing constraints, there is a similar change in the business earnings distribution, implying a fall in the average business earnings at the top. Second, the general equilibrium effect on labor earnings of workers: in the model with entrepreneurs, increasing the top tax rate reduces the capital stock much more than labor supply, which decreases the capital-labor ratio and thus the equilibrium wage rate in the model economy. Finally, I find that the welfare-maximizing top marginal income tax rate is close to the revenue-maximizing one. Chapter 3. Household Heterogeneity and Consumption Amplification Macroeconomic models with household heterogeneity in wealth can generate larger consumption response to aggregate shocks compared to a representative-agent economy. In other words, there is consumption amplification associated with wealth heterogeneity. However, I find that in a Krusell-Smith type real business cycle (RBC) model, this amplification effect is only significant at the onset of a recession and gradually dies out as the recession proceeds. The finding is of interest because part of the motivation for the widely adoption of models with wealth heterogeneity is their different and empirically plausible implications for consumption dynamics compared with representative-agent models. I then introduce household heterogeneity in housing and find that the model with housing has more persistent amplification effect on consumption during the recession.

Download or read book Essays on Household Heterogeneity in Macroeconomics written by Lukas Nord and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis contains four independent essays studying the consequences of household heterogeneity for Macroeconomics. The first chapter studies the implications of household heterogeneity for equilibrium prices. I break with the canonical assumptions of homothetic preferences and the law of one price to show how heterogeneity in consumption baskets and search for price bargains affects posted prices. Analytical results from search theory and empirical evidence from big data on households' grocery transactions show that price distributions respond to the composition of buyers. In a quantitative heterogeneous agent model with endogenous price dispersion for multiple varieties, I find that the response of retailers to households' search effort is quantitatively important to differentiate between inequality in expenditure and consumption. It more than doubles the direct effect of paying more or less given posted prices, which has been the focus of previous literature. Furthermore, I find that household heterogeneity helps to account for the empirical cyclicality of retail prices and markups in response to aggregate shocks, and has implications for the response of prices to redistributive policies. In the second chapter, which is joint work with Annika Bacher and Philipp Grübener, we show how households with two members can insure themselves against the job loss of a primary earner through the labor force entry of a nonparticipating spouse. We document empirically that this margin is predominantly used by young households. In a two-member life cycle model with endogenous arrival rates, human capital accumulation, and extensive-margin labor supply, we explore how differences in labor market opportunities and asset holdings contribute to this pattern. Our findings suggest that the age difference is predominantly explained by better insurance through asset holdings for the old, while differences in arrival rates and human capital play a smaller role. In the third chapter, which is joint work with Caterina Mendicino and Marcel Peruffo, we study differences in the exposure to bank distress along the income distribution. We develop a two-asset heterogeneous agent model with a financial sector and use this framework to show that banking sector losses disproportionately harm low-income households while rich households adjust their savings behavior to profit from fluctuations in asset prices. This is why welfare losses from bank distress are considerably more dispersed than consumption responses. We find the model-implied consumption responses to be in line with empirical evidence on the relationship between bank equity returns and consumption across households. In the forth chapter, I study how wealth holdings can affect households' incentives to form precise expectations about future inflation rates. I document empirically how the dispersion of expectations changes along the wealth distribution and develop a consumption-savings model with costly expectation formation to study implications for the effectiveness of forward guidance policies. I show endogenous expectation formation to significantly lower the effectiveness of forward guidance policies due to selection in which households are paying attention to news about inflation.

Download or read book Unequal We Stand written by Jonathan Heathcote and published by DIANE Publishing. This book was released on 2010-10 with total page 61 pages. Available in PDF, EPUB and Kindle. Book excerpt: The authors conducted a systematic empirical study of cross-sectional inequality in the U.S., integrating data from various surveys. The authors follow the mapping suggested by the household budget constraint from individual wages to individual earnings, to household earnings, to disposable income, and, ultimately, to consumption and wealth. They document a continuous and sizable increase in wage inequality over the sample period. Changes in the distribution of hours worked sharpen the rise in earnings inequality before 1982, but mitigate its increase thereafter. Taxes and transfers compress the level of income inequality, especially at the bottom of the distribution, but have little effect on the overall trend. Charts and tables. This is a print-on-demand publication; it is not an original.

Download or read book Three Essays in Macroeconomics with Heterogeneous Agents written by Ying Tung Chan and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: "This thesis extends the macroeconomic theory with heterogeneous agents by taking account of heterogeneous households' interaction among themselves, in the form of comparing their consumptions or incomes, and by allowing heterogeneous firms to interact in a strategic fashion. In Chapter 2, I study how behavioral hypotheses such as the concern for status (relative consumption) and inequality aversion can lead to useful predictions about the evolution of wealth distribution and asset accumulation. Households are heterogeneous in terms of initial endowments and idiosyncratic shocks to their labor productivity. I propose a generalized concept of consumption externalities which include as special cases the concern for relative consumption, and preferences that display inequality aversion. In Chapter 3, I focus on interactions among heterogeneous firms in an oligopolistic framework. I assume that that the products offered by these firms are not perfect substitutes. More important, the degree of substitutability may vary across products within the industry. I offer a general formulation of industry structure such that monopoly, oligopoly, and monopolistic competition can be obtained as special cases. In Chapter 4, we study how preferences that display ambiguity aversion play a role in the job search process and affects the equilibrium rates of unemployment and vacancy. Ambiguity refers to the lack of information about probability distributions. The traditional job search model assumes that there are random matches between job seekers and firms (or vacancies), and the random draws have objective probability distributions that are known to both sides of the markets. We modify this model and assume that economic agents are uncertain about the underlying probability distributions. This chapter contributes to our understanding of how ambiguity aversion affects the unemployment rate and aggregate productivity." --

Download or read book Micro Heterogeneity and Macro Implications written by Soyoung Lee (Ph. D. in economics) and published by . This book was released on 2020 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: In these essays, I study quantitative macroeconomic theory with a focus on the macroeconomic implications of household and firm heterogeneity. My research is guided by analysis that begins with microeconomic data then tries to build equilibrium structural models to develop insights into the frictions and mechanisms behind these observations and their relevance for economic policy.

Download or read book Computational Economics Heterogeneous Agent Modeling written by Cars Hommes and published by Elsevier. This book was released on 2018-06-27 with total page 836 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of Computational Economics: Heterogeneous Agent Modeling, Volume Four, focuses on heterogeneous agent models, emphasizing recent advances in macroeconomics (including DSGE), finance, empirical validation and experiments, networks and related applications. Capturing the advances made since the publication of Volume Two (Tesfatsion & Judd, 2006), it provides high-level literature with sections devoted to Macroeconomics, Finance, Empirical Validation and Experiments, Networks, and other applications, including Innovation Diffusion in Heterogeneous Populations, Market Design and Electricity Markets, and a final section on Perspectives on Heterogeneity. Helps readers fully understand the dynamic properties of realistically rendered economic systems Emphasizes detailed specifications of structural conditions, institutional arrangements and behavioral dispositions Provides broad assessments that can lead researchers to recognize new synergies and opportunities

Download or read book Essays in Macroeconomics with Heterogeneous Agents written by Nikita R. Céspedes Reynaga and published by . This book was released on 2011 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This thesis is a collection of essays on development economics from a macro-quantitative perspective. These issues are studied in subsequent chapters. In Chapter 1, I study migration from a quantitative perspective. Developing countries have experienced an outstanding outflow of skilled workers (brain drain) over the last several decades. Additionally, migrants tend to be tied to their country of birth, since they send large amounts of remittances to their relatives. Furthermore, migration is not permanent, since a considerable number of workers return to their country of birth after a migration spell. In this paper I develop a model that is consistent with these facts. I use this model to address some important issues in the migration literature from a theoretical perspective. I study the general equilibrium effects of migration, its long-term effects, its welfare effects, and evaluate whether the joint effect of return migration and remittances is strong enough to offset the effects of the brain drain (effects of skilled migration). In a final step, I evaluate the effectiveness of policy interventions that attempt to offset the effects of the brain drain. In Chapter 2, I study the economic effects of an anti-poverty conditional cash transfers (CCT) policy by using a stylized dynamic general equilibrium model. I look at the program's impact on output, human capital, poverty and income inequality. I also study its welfare implications and its effects on the intergenerational transmission of poverty. The quantitative analysis reveals that a long-term implementation of this anti-poverty program helps to reduce the intergenerationa transmission of poverty. In aggregate terms the welfare gain is small but varies across agents; the winners are those who are in the lower tail of the income distribution and the losers are those located in the upper tail. Finally, this program increases the human capital of households and, through this channel, induces a consistent reduction of both poverty and income inequality"--Page v-vi.

Download or read book Essays in Quantitative Macroeconomics written by Facundo Sepulveda and published by . This book was released on 2002 with total page 194 pages. Available in PDF, EPUB and Kindle. Book excerpt: