Monetary Policy with Heterogeneous Agents: Insights from TANK Models ∗
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Introduction to Macroeconomics Lecture Notes
Introduction to Macroeconomics Lecture Notes Robert M. Kunst March 2006 1 Macroeconomics Macroeconomics (Greek makro = ‘big’) describes and explains economic processes that concern aggregates. An aggregate is a multitude of economic subjects that share some common features. By contrast, microeconomics treats economic processes that concern individuals. Example: The decision of a firm to purchase a new office chair from com- pany X is not a macroeconomic problem. The reaction of Austrian house- holds to an increased rate of capital taxation is a macroeconomic problem. Why macroeconomics and not only microeconomics? The whole is more complex than the sum of independent parts. It is not possible to de- scribe an economy by forming models for all firms and persons and all their cross-effects. Macroeconomics investigates aggregate behavior by imposing simplifying assumptions (“assume there are many identical firms that pro- duce the same good”) but without abstracting from the essential features. These assumptions are used in order to build macroeconomic models.Typi- cally, such models have three aspects: the ‘story’, the mathematical model, and a graphical representation. Macroeconomics is ‘non-experimental’: like, e.g., history, macro- economics cannot conduct controlled scientific experiments (people would complain about such experiments, and with a good reason) and focuses on pure observation. Because historical episodes allow diverse interpretations, many conclusions of macroeconomics are not coercive. Classical motivation of macroeconomics: politicians should be ad- vised how to control the economy, such that specified targets can be met optimally. policy targets: traditionally, the ‘magical pentagon’ of good economic growth, stable prices, full employment, external equilibrium, just distribution 1 of income; according to the EMU criteria, focus on inflation (around 2%), public debt, and a balanced budget; according to Blanchard,focusonlow unemployment (around 5%), good economic growth, and inflation (0—3%). -
Characterizing Group Behavior∗
Characterizing Group Behavior∗ P.A. Chiappori † I. Ekeland‡ February 2005 Abstract We study the demand function of a group of S members facing a global budget constraint. Any vector belonging to the budget set can be con- sumed within the group, with no restriction on the form of individual pref- erences, the nature of individual consumptions or the form of the decision process beyond efficiency. Moreover, only the group aggregate behavior, summarized by its demand function, is observable. We provide necessary and (locally) sufficient restrictions that fully characterize the group’s de- mand function, with and without distribution factors. We show that the private or public nature of consumption within the group is not testable from aggregate data on group behavior. Journal of Economic Literature Classification Numbers: D11, D13, C65. Keywords: demand theory, aggregation, group behavior. ∗Paper presented at seminars in Chicago, Paris, Tel Aviv and London. We thank the participants for their suggestions. This research received financial support from the NSF (grant SBR9729559) and from UBC (grant 22R31545) †Corresponding author. Address: Department of Economics, Columbia University, 1014 International Affairs Building, 420 West 118th St., New York, NY 10025, USA. Email: [email protected] ‡Canada Research Chair in Mathematical Economics, University of British Columbia, Van- couver BC, Canada. Email: [email protected] 1 1Introduction 1.1 Individual demand and group demand The study and characterization of market behavior is one of the goals of micro economic theory. Most existing results concentrate on two extreme cases. On the one hand, it has been known for at least one century that individual de- mand, as derived from the maximization of a single utility function under budget constraint, satisfies specific and stringent properties (homogeneity, adding up, Slutsky symmetry and negativeness). -
Tipping Points in Macroeconomic Agent-Based Models
Tipping points in macroeconomic Agent-Based models Stanislao Gualdi,1 Marco Tarzia,2 Francesco Zamponi,3 and Jean-Philippe Bouchaud4 1 Universit´ePierre et Marie Curie - Paris 6, Laboratoire de Physique Th´eoriquede la Mati`ere Condens´ee, 4, Place Jussieu, Tour 12, 75252 Paris Cedex 05, France and IRAMIS, CEA-Saclay, 91191 Gif sur Yvette Cedex, France ∗ 2 Universit´ePierre et Marie Curie - Paris 6, Laboratoire de Physique Th´eoriquede la Mati`ere Condens´ee, 4, Place Jussieu, Tour 12, 75252 Paris Cedex 05, France 3Laboratoire de Physique Th´eorique, Ecole´ Normale Sup´erieure, UMR 8549 CNRS, 24 Rue Lhomond, 75231 Paris Cedex 05, France 4CFM, 23 rue de l'Universit´e,75007 Paris, France, and Ecole Polytechnique, 91120 Palaiseau, France. The aim of this work is to explore the possible types of phenomena that simple macroeconomic Agent-Based models (ABM) can reproduce. Our motivation is to understand the large macro- economic fluctuations observed in the \Mark I" ABM devised by D. Delli Gatti and collaborators. Our major finding is the existence of a first order (discontinuous) phase transition between a \good economy" where unemployment is low, and a \bad economy" where unemployment is high. We show that this transition is robust against many modifications of the model, and is induced by an asymmetry between the rate of hiring and the rate of firing of the firms. This asymmetry is induced, in Mark I, by the interest rate. As the interest rate increases, the firms become more and more reluctant to take further loans. The unemployment level remains small until a tipping point beyond which the economy suddenly collapses. -
The Representative Consumer in the Neoclassical Growth Model with Idiosyncratic Shocks ✩
Review of Economic Dynamics 6 (2003) 362–380 www.elsevier.com/locate/red The representative consumer in the neoclassical growth model with idiosyncratic shocks ✩ Lilia Maliar and Serguei Maliar ∗ Departamento de Fundamentos del Análisis Económico, Universidad de Alicante, Campus San Vicente del Raspeig, Ap. Correos 99, 03080 Alicante, Spain Received 1 June 2001 Abstract This paper studies a complete-market version of the neoclassical growth model, where agents face idiosyncratic shocks to earnings. We show that if agents possess identical preferences of either the CRRA or the addilog type, then the heterogeneous-agent economy behaves as if there was a representative consumer who faces three kinds of shocks, to preferences, to technology and to labor. We calibrate and simulate the constructed representative-consumer models. We find that idiosyncratic uncertainty can have a non-negligible effect on aggregate labor-market fluctuations. 2003 Elsevier Science (USA). All rights reserved. JEL classification: C73; D90; E21 Keywords: Neoclassical growth model; Heterogeneous agents; Aggregation; Business cycles; Idiosyncratic shocks 1. Introduction Many recent papers have studied the implications of heterogeneous-agent models where agents experience idiosyncratic shocks to their earnings, e.g., Huggett (1993), Aiyagari (1994), Kydland (1995), Castañeda et al. (1998), Krusell and Smith (1998). The analysis of equilibrium in models with idiosyncratic uncertainty relies on numerical methods and can be fairly complicated, especially if idiosyncratic shocks are correlated across agents and thus, have a non-trivial effect on aggregate dynamics. This paper ✩ This research was partially supported by the Instituto Valenciano de Investigaciones Económicas and the Ministerio de Ciencia y Tecnología de España, BEC 2001-0535. -
Behavioral & Experimental Macroeconomics and Policy Analysis
Working Paper Series Cars Hommes Behavioral & experimental macroeconomics and policy analysis: a complex systems approach No 2201 / November 2018 Disclaimer: This paper should not be reported as representing the views of the European Central Bank (ECB). The views expressed are those of the authors and do not necessarily reflect those of the ECB. Abstract This survey discusses behavioral and experimental macroeconomics emphasiz- ing a complex systems perspective. The economy consists of boundedly rational heterogeneous agents who do not fully understand their complex environment and use simple decision heuristics. Central to our survey is the question under which conditions a complex macro-system of interacting agents may or may not coordinate on the rational equilibrium outcome. A general finding is that under positive expectations feedback (strategic complementarity) {where optimistic (pessimistic) expectations can cause a boom (bust){ coordination failures are quite common. The economy is then rather unstable and persistent aggre- gate fluctuations arise strongly amplified by coordination on trend-following behavior leading to (almost-)self-fulfilling equilibria. Heterogeneous expecta- tions and heuristics switching models match this observed micro and macro behaviour surprisingly well. We also discuss policy implications of this coordi- nation failure on the perfectly rational aggregate outcome and how policy can help to manage the self-organization process of a complex economic system. JEL Classification: D84, D83, E32, C92 Keywords: Expectations feedback, learning, coordination failure, almost self- fulfilling equilibria, simple heuristics, experimental & behavioral macro-economics. ECB Working Paper Series No 2201 / November 2018 1 Non-technical summary Most policy analysis is still based on rational expectations models, often with a per- fectly rational representative agent. -
The Role of Values of Economists and Economic Agents in Economics: a Necessary Distinction Nestor Nieto
The Role of Values of Economists and Economic Agents in Economics: A Necessary Distinction Nestor Nieto To cite this version: Nestor Nieto. The Role of Values of Economists and Economic Agents in Economics: A Necessary Distinction. 2021. hal-02735869v2 HAL Id: hal-02735869 https://hal.archives-ouvertes.fr/hal-02735869v2 Preprint submitted on 28 May 2021 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. Copyright The Role of Values of Economists and Economic Agents in Economics: A Necessary Distinction Nestor Lovera Nieto1 Abstract The distinction between the value judgments of economists and those of economic agents is not clear in the literature of welfare economics. In this article, I show that this distinction is important because economists have to step back and consider not only their own value judgments but also those of economic agents when they study economic phenomena. I use the subject of Interpersonal Comparisons of Utility to discuss this distinction, more specifically the analysis of Harsanyi’s impartial observer theorem, which provides a framework to justify that value judgments of economists and those of economic agents have to be properly identified. I suggest that it is essential to have a theoretical framework to make this distinction. -
Agent-Based Macroeconomics
Faculty of Business Administration and Economics Working Papers in Economics and Management No. 02-2018 January 2018 Agent-Based Macroeconomics H. Dawid D. Delli Gatti Bielefeld University P.O. Box 10 01 31 33501 Bielefeld − Germany ISSN 2196−2723 www.wiwi.uni−bielefeld.de Agent-Based Macroeconomics Herbert Dawid∗ Domenico Delli Gatti yz January 2018 This paper has been prepared as a chapter in the Handbook of Computational Economics, Volume IV, edited by Cars Hommes and Blake LeBaron. Abstract This chapter surveys work dedicated to macroeconomic analysis using an agent- based modeling approach. After a short review of the origins and general characteristics of this approach a systemic comparison of the structure and modeling assumptions of a set of important (families of) agent-based macroeconomic models is provided. The comparison highlights substantial similarities between the different models, thereby identifying what could be considered an emerging common core of macroeconomic agent-based modeling. In the second part of the chapter agent-based macroeconomic research in different domains of economic policy is reviewed. Keywords: Agent-based Macroeconomics, Aggregation, Heterogeneity, Behavioral Rules, Business Fluctuations, Economic Policy JEL Classification: C63, E17, E32, E70, 1 Introduction Starting from the early years of the availability of digital computers, the analysis of macroe- conomic phenomena through the simulation of appropriate micro-founded models of the economy has been seen as a promising approach for Economic research. In an article in the American Economic Review in 1959 Herbert Simon argued that "The very complexity that has made a theory of the decision-making process essential has made its construction exceedingly difficult. -
Nber Working Paper Series
NBER WORKING PAPER SERIES MICROECONOMIC HETEROGENEITY AND MACROECONOMIC SHOCKS Greg Kaplan Giovanni L. Violante Working Paper 24734 http://www.nber.org/papers/w24734 NATIONAL BUREAU OF ECONOMIC RESEARCH 1050 Massachusetts Avenue Cambridge, MA 02138 June 2018 A shorter, non-technical version of this paper with the same title is published in the Journal of Economic Perspectives, as part of a symposium on Macroeconomics after the Great Recession. We are grateful to Felipe Alves for outstanding research assistance and to Mark Gertler, David Lopez-Salido, Virgiliu Midrigan, Ben Moll, Matt Rognlie, Tom Sargent and Christian Wolf for comments. The views expressed herein are those of the authors and do not necessarily reflect the views of the National Bureau of Economic Research. At least one co-author has disclosed a financial relationship of potential relevance for this research. Further information is available online at http://www.nber.org/papers/w24734.ack NBER working papers are circulated for discussion and comment purposes. They have not been peer-reviewed or been subject to the review by the NBER Board of Directors that accompanies official NBER publications. © 2018 by Greg Kaplan and Giovanni L. Violante. All rights reserved. Short sections of text, not to exceed two paragraphs, may be quoted without explicit permission provided that full credit, including © notice, is given to the source. Microeconomic Heterogeneity and Macroeconomic Shocks Greg Kaplan and Giovanni L. Violante NBER Working Paper No. 24734 June 2018 JEL No. D1,D3,E0 ABSTRACT We analyze the role of household heterogeneity for the response of the macroeconomy to aggregate shocks. After summarizing how macroeconomists have incorporated household heterogeneity and market incompleteness in the study of economic fluctuations so far, we outline an emerging framework that combines Heterogeneous Agents (HA) with nominal rigidities, as in New Keynesian (NK) models, that is much better aligned with the micro evidence on consumption behavior than its Representative Agent (RA) counterpart. -
Alternative Microfoundations for Strategic Classification
Alternative Microfoundations for Strategic Classification Meena Jagadeesan 1 Celestine Mendler-Dünner 1 Moritz Hardt 1 Abstract the context of macroeconomic policy making fueled the microfoundations program following the influential critique When reasoning about strategic behavior in a ma- of macroeconomics by Lucas in the 1970s (Lucas Jr, 1976). chine learning context it is tempting to combine Microfoundations refers to a vast theoretical project that standard microfoundations of rational agents with aims to ground theories of aggregate outcomes and popula- the statistical decision theory underlying classifi- tion forecasts in microeconomic assumptions about individ- cation. In this work, we argue that a direct combi- ual behavior. Oversimplifying a broad endeavor, the hope nation of these ingredients leads to brittle solution was that if economic policy were microfounded, it would concepts of limited descriptive and prescriptive better anticipate the response that the policy induces. value. First, we show that rational agents with perfect information produce discontinuities in the Predominant in neoclassical economic theory is the as- aggregate response to a decision rule that we of- sumption of an agent that exhaustively maximizes a util- ten do not observe empirically. Second, when any ity function on the basis of perfectly accurate informa- positive fraction of agents is not perfectly strate- tion. This modeling assumption about agent behavior under- gic, desirable stable points—where the classifier writes many celebrated results on markets, mechanisms, and is optimal for the data it entails—no longer exist. games. Although called into question by behavioral eco- Third, optimal decision rules under standard mi- nomics and related fields (e.g. -
The 2001 Trading Agent Competition
From: AAAI-02 Proceedings. Copyright © 2002, AAAI (www.aaai.org). All rights reserved. The 2001 Trading Agent Competition Michael P. Wellman∗ Amy Greenwald Peter Stone Peter R. Wurman University of Michigan Brown University AT&T Labs — Research North Carolina State University [email protected] [email protected] [email protected] [email protected] Abstract to useful observations, but all conclusions from such investi- gations must be qualified by questions of realism. Since the The 2001 Trading Agent Competition was the second in a effectiveness of one agent’s strategy depends on the strate- series of events aiming to shed light on research issues in gies of others, having one designer choose all strategies in- automating trading strategies. Based on a challenging mar- ket scenario in the domain of travel shopping, the compe- troduces a great source of fragility to the research exercise. tition presents agents with difficult issues in bidding strat- One natural approach is for researchers to cooperate, by egy, market prediction, and resource allocation. Entrants in addressing their design energy to a common problem. The 2001 demonstrated substantial progress over the prior year, Trading Agent Competition (TAC) is an attempt to induce with the overall level of competence exhibited suggesting that this cooperation, by organizing an event providing infras- trading in online markets is a viable domain for highly au- tructure, and promising external attention to the results. tonomous agents. The first TAC (Wellman et al. 2001) was held in July 2000 in Boston, in conjunction with the International Con- ference on Multiagent Systems (ICMAS-00). -
Chapter 3 the Representative Agent Model
Chapter 3 The representative agent model 3.1 Optimal growth In this course we’re looking at three types of model: 1. Descriptive growth model (Solow model): mechanical, shows the im- plications of a given fixed savings rate. 2. Optimal growth model (Ramsey model): pick the savings rate that maximizes some social planner’s problem. 3. Equilibrium growth model: specify complete economic environment, find equilibrium prices and quantities. Two basic demographies - rep- resentative agent (RA) and overlapping generations (OLG). 3.1.1 The optimal growth model in discrete time Time and demography Time is discrete. One representative consumer with infinite lifetime. Social planner directly allocates resources to maximize consumer’s lifetime expected utility. 1 2 CHAPTER 3. THE REPRESENTATIVE AGENT MODEL Consumer The consumer has (expected) utility function: ∞ X t U = E0 β u(ct) (3.1) t=0 where β ∈ (0, 1) and the flow utility or one-period utility function is strictly increasing (u0(c) > 0) and strictly concave (u00(c) < 0). In addition we will impose an Inada-like condition: lim u0(c) = ∞ (3.2) c→0 The social planner picks a nonnegative sequence (or more generally a stochas- tic process) for ct that maximizes expected utility subject to a set of con- straints. The technological constraints are identical to those in the Solow model. Specifically, the economy starts out with k0 units of capital at time zero. Output is produced using labor and capital with the standard neoclassical production function. Labor and technology are assumed to be constant, and are normalized to one. yt = F (kt,Lt) = F (kt, 1) (3.3) Technology and labor force growth can be accommodated in this model by applying the previous trick of restating everything in terms of “effective la- bor.” Output can be freely converted to consumption ct, or capital investment xt, as needed: ct + xt ≤ yt (3.4) Capital accumulation is as in the Solow model: kt+1 = (1 − δ)kt + xt (3.5) Finally, the capital stock cannot fall below zero. -
Agent-Based Models and Economic Policy
AGENT-BASED MODELS AND ECONOMIC POLICY edited by Jean-Luc Gaffard and Mauro Napoletano AGENT-BASED MODELS AND ECONOMIC POLICY f Revue de l’OFCE / Debates and policies OFCE L’Observatoire français des conjonctures économiques est un organisme indépendant de prévision, de recherche et d’évaluation des politiques publiques. Créé par une convention passée entre l'État et la Fondation nationale des sciences politiques approuvée par le décret n° 81.175 du 11 février 1981, l'OFCE regroupe plus de 40 chercheurs français et étrangers, auxquels s’associent plusieurs Research fellows de renommée internationale (dont trois prix Nobel). « Mettre au service du débat public en économie les fruits de la rigueur scientifique et de l’indépendance universitaire », telle est la mission que l’OFCE remplit en conduisant des travaux théoriques et empiriques, en participant aux réseaux scientifiques internationaux, en assurant une présence régulière dans les médias et en coopérant étroitement avec les pouvoirs publics français et européens. Philippe Weil préside l’OFCE depuis 2011, à la suite de Jean-Paul Fitoussi, qui a succédé en 1989 au fondateur de l'OFCE, Jean-Marcel Jeanneney. Le président de l'OFCE est assisté d'un conseil scientifique qui délibère sur l'orientation de ses travaux et l'utilisation des moyens. Président Philippe Weil Direction Estelle Frisquet, Jean-Luc Gaffard, Jacques Le Cacheux, Henri Sterdyniak, Xavier Timbeau Comité de rédaction Christophe Blot, Jérôme Creel, Estelle Frisquet, Gérard Cornilleau, Jean-Luc Gaffard, Éric Heyer, Éloi Laurent, Jacques Le Cacheux, Françoise Milewski, Lionel Nesta, Hélène Périvier, Mathieu Plane, Henri Sterdyniak, Xavier Timbeau Publication Philippe Weil (directeur de la publication), Gérard Cornilleau (rédacteur en chef), Laurence Duboys Fresney (secrétaire de rédaction), Najette Moummi (responsable de la fabrication) Contact OFCE, 69 quai d’Orsay 75340 Paris cedex 07 Tel.