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Why public policies fail: Policymaking under complexity 公共政策为何失败:复杂性下的政策制定
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.11.002
Bernardo Mueller

The failure of public policies is ubiquitous. This paper ascribes this failure to the complex system nature of public policies. A key characteristic of complex systems is that they cannot be closely controlled or predicted. Yet the traditional approach to public policy is fundamentally based on both control and prediction, as it proceeds by comparing the expected costs and benefits of a postulated set of alternatives. In this paper I provide five pathologies of complex systems and show how they cause the failure of the traditional approach. If a public policy is recognized as taking place within a complex system, it is necessary to use instruments that can work within those informational and epistemological constraints. I provide several examples of the types of policies that meet these demands. But when dealing with complex systems, even with appropriate instruments it is nevertheless necessary to adjust the expectations of what can realistically be achieved.

公共政策的失败无处不在。本文将这种失败归因于公共政策的复杂系统性质。复杂系统的一个关键特征是它们不能被严密控制或预测。然而,公共政策的传统方法基本上是基于控制和预测,因为它是通过比较一组假设的替代方案的预期成本和收益来进行的。在本文中,我提供了复杂系统的五种病态,并展示了它们如何导致传统方法的失败。如果一项公共政策被认为是在一个复杂的系统中发生的,就有必要使用能够在这些信息和认识论限制下起作用的工具。我提供了满足这些需求的策略类型的几个示例。但是,在处理复杂的系统时,即使有适当的工具,仍然有必要调整对实际能够实现的目标的期望。
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引用次数: 42
The evolution of ethnocentrism revisited: An agent-based model with inductive reasoning 重新审视种族中心主义的演变:一个基于主体的归纳推理模型
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.03.005
Pedro Vitor Ramos Halbout Carrão , Mariana Wik Atique

Studies on the social behavior and cooperation decisions of individuals within and between different ethnic or cultural groups have gained increasing importance in economic sciences, especially in the field of behavioral economics. Axelrod and Hammond (2006) developed an agent-based simulation model to better understand the fundamentals of this phenomenon. Briefly, this model simulates a world with four different neighborhoods, based in a square toroidal lattice shape, where a cell can be inhabited or uninhabited by an agent. The simulation takes 3 stages, Interaction, Reproduction and Death and Placement and get as main result, an ethnocentric agents dominate population based on the path of the agents. The present study aims to broaden the model created by the authors by adding a process of inductive reasoning for the decision making of the agents from the perception of the actions of the others toward him. Our main result are that individuals who understand and interpret part of the environment that are inserted and react inductively to it tend to be more cooperative to the detriment of discriminatory and ethnocentric behavior found in the original model. We also analyze the importance of agent perception in the model and find that agents that perceive and interact with a larger number of other agents tend to be less ethnocentric.

在经济科学中,特别是在行为经济学领域,对不同种族或文化群体内部和之间的个人的社会行为和合作决策的研究越来越重要。Axelrod和Hammond(2006)开发了一个基于主体的仿真模型来更好地理解这一现象的基本原理。简而言之,这个模型模拟了一个有四个不同社区的世界,基于方形环形晶格形状,其中一个单元可以被agent居住或不居住。模拟过程分为交互、繁殖、死亡和安置三个阶段,根据agent的路径,得出了以种族为中心的agent在种群中占主导地位的结论。本研究的目的是扩大作者创建的模型,通过增加一个归纳推理的过程,从感知其他人对他的行为来做出决策。我们的主要结果是,理解和解释被插入的部分环境并对其作出归纳性反应的个体往往更愿意合作,从而损害了原始模型中发现的歧视和种族中心主义行为。我们还分析了智能体感知在模型中的重要性,并发现感知并与大量其他智能体交互的智能体往往不那么具有种族中心主义。
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引用次数: 1
Of fairies and governments: An ABM evaluation of the expansionary austerity hypothesis 精灵与政府:扩张性紧缩假说的ABM评估
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.09.004
Adriano dos Reis M. Laureno Oliveira, Gilberto Tadeu Lima, Laura Carvalho

This paper draws on a debate between Robert Skidelsky and Paul Krugman on the expansionary austerity hypothesis as a motivation to build a demand-driven agent-based model. The model features contagion across firms to explore whether fiscal consolidations may become expansionary due to a positive effect on investors’ expectations, which could be the result of a dominant public discourse on the need for austerity. Simulations suggest that while a wave of optimism affecting a small proportion of firms may lead to short-run positive output effects in the economy by raising investment demand, these effects are not sufficient to neutralize the negative macroeconomic impacts of cutting government spending. These findings are in keeping with the scantiness (or absence) of empirical evidence in favor of the expansionary fiscal contraction hypothesis.

本文借鉴了罗伯特·斯基德尔斯基和保罗·克鲁格曼之间关于扩张性紧缩假设的辩论,将其作为建立需求驱动的基于主体的模型的动机。该模型以跨公司传染为特征,探讨财政整顿是否可能由于对投资者预期的积极影响而变得扩张性,这可能是关于紧缩需求的主导公共话语的结果。模拟表明,虽然影响一小部分企业的乐观情绪可能会通过提高投资需求而在经济中产生短期的积极产出效应,但这些效应不足以抵消削减政府支出对宏观经济的负面影响。这些发现与支持扩张性财政收缩假说的经验证据不足(或缺乏)一致。
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引用次数: 1
Genetic algorithms applied to an evolutionary model of industrial dynamics 应用于工业动态演化模型的遗传算法
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.09.002
Gustavo C.S. Passos, Martin H. Barrenechea

In order to verify the effects of machine learning in a market structure, an evolutionary model containing firms that use a genetic algorithm to decide their investment in innovative R&D was developed. These firms share the market, with two other types of firms, those with a fixed rate of investment and those with random strategies. A model of industrial dynamics was implemented and simulated using several population distributions of the three types of firms. The availability of external credit and the length of learning periods were evaluated and their effects, in the market structure, analysed. The simulations results brought contrasting findings when compared to previous works, as it confirmed that machine learning led to market dominance, but the same did not occur when considering the improvement of technological efficiency and social welfare.

为了验证机器学习在市场结构中的效果,我们开发了一个进化模型,该模型包含了使用遗传算法来决定其创新研发投资的企业。这些公司与另外两种类型的公司共享市场,一种是固定投资率的公司,另一种是随机策略的公司。利用这三种类型企业的几种人口分布,建立了产业动态模型并进行了模拟。评估了外部信贷的可用性和学习时间的长短,并分析了它们在市场结构中的影响。与之前的研究相比,模拟结果带来了截然不同的结果,因为它证实了机器学习导致了市场主导地位,但在考虑技术效率和社会福利的提高时却没有出现同样的结果。
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引用次数: 3
Limit cycles in a model of supply-side liquidity/profit-rate in the presence of a Phillips curve 供给侧流动性/利润率模型中存在菲利普斯曲线的极限循环
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.09.003
Ricardo Azevedo Araujo , Peter Flaschel , Helmar Nunes Moreira

In the present paper, we study how the dynamics of Foley’s model may be affected by the introduction of a money wage Phillips curve with a perfect spill-over of price inflation on wage inflation. The upshot is a model with endogenous price and wage dynamics with unstable equilibrium, meaning that the integration of the Foley liquidity/profit rate cycle with the Goodwin cycle requires state intervention to stabilize the economy. With this approach, we show that Foley’s initial insight is consistent with flexible prices and wages only in the presence of a rule for money supply. The stable equilibrium, in this case, may degenerate into a limit cycle if the growth rate of liquidity increases to a sufficient degree. To illustrate this result, we carry out the analysis both regarding general functions as well as in terms of a particular example.

在本文中,我们研究了引入具有物价通胀对工资通胀的完全溢出效应的货币工资菲利普斯曲线如何影响Foley模型的动力学。其结果是一个具有不稳定均衡的内生价格和工资动态的模型,这意味着Foley流动性/利润率周期与Goodwin周期的整合需要国家干预来稳定经济。通过这种方法,我们表明,只有在货币供应规则存在的情况下,Foley的最初见解才与灵活的价格和工资一致。在这种情况下,如果流动性增长率增加到足够的程度,稳定均衡可能退化为极限环。为了说明这个结果,我们对一般函数和一个特定的例子进行了分析。
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引用次数: 1
Discussing the role of fiscal policy in a demand-led agent-based growth model 讨论财政政策在需求主导的基于主体的增长模型中的作用
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.03.004
Esther Dweck, Matheus Trotta Vianna, Arthur da Cruz Barbosa

The global financial crisis led to a crisis in mainstream macroeconomic theory and to questioning the economic policies implemented before and after the crisis. One of the most relevant controversy concerns the role of fiscal policy. In order to present a different theoretical approach and discuss the role of fiscal policy, in this paper, we present an agent based micro-macro multisectoral model to analyze the fiscal policy in a complex evolutionary economy. We evaluate the impact of a set of different fiscal rules in terms of short run fluctuations and long-term growth. The main motivations are both to influence the public debate and to present an important theoretical tool. In terms of economic policy debate, in particular, we analyze the impact of the approval of a new fiscal rule that prevents any real growth of federal public expenditures for at least ten years in Brazil. Based on the simulation model, we compare 5 different combinations of fiscal policy on how they affect macro variables, such as GDP growth rate, GDP volatility and likelihood of crisis. We also test how each fiscal policy combination reacts to an external crisis. Results show that all scenarios that impose a tighter constraint to government spending present signs of self-defeating fiscal consolidation, including effect on firms’ indebtedness. On the other hand, unconstrained countercyclical policy prevents contagious effect of external crisis, leading to a better economic performance and reducing the likelihood of crisis.

全球金融危机导致主流宏观经济理论出现危机,危机前后实施的经济政策受到质疑。最相关的争议之一涉及财政政策的作用。为了提供一种不同的理论途径并讨论财政政策的作用,本文提出了一个基于agent的微观-宏观多部门模型来分析复杂演化经济中的财政政策。我们从短期波动和长期增长的角度来评估一套不同的财政规则的影响。主要动机是影响公众辩论和提出一个重要的理论工具。特别是在经济政策辩论方面,我们分析了批准一项新的财政规则的影响,该规则至少在十年内阻止了巴西联邦公共支出的任何实际增长。基于模拟模型,我们比较了5种不同的财政政策组合对GDP增长率、GDP波动率和危机可能性等宏观变量的影响。我们还测试了每种财政政策组合如何应对外部危机。结果表明,所有对政府支出施加更严格约束的情景都显示出弄巧成拙的财政整顿迹象,包括对企业负债的影响。另一方面,不受约束的逆周期政策可以防止外部危机的传染效应,从而改善经济表现,降低危机发生的可能性。
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引用次数: 14
Macroeconomic impacts of trade credit: An agent-based modeling exploration 贸易信贷的宏观经济影响:基于主体的模型探索
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2020.04.002
Michel Alexandre , Gilberto Tadeu Lima

This paper explores the effects of trade credit by assessing its macroeconomic impacts on several dimensions. To that end, we develop an agent-based model (ABM) with two types of firms: downstream firms, which produce a final good for consumption purposes using intermediate goods, and upstream firms, which produce and supply those intermediate goods to the downstream firms. Upstream firms can act as trade credit suppliers, by allowing delayed payment of a share of their sales to downstream firms. Our results suggest a potential trade-off between financial robustness as measured by the proportion of non-performing loans and the average output level. The intuitive reason is that greater availability of trade credit, which however does not necessarily imply proportionately greater actual use of it by downstream firms, allows more financial resources to remain in the real sector, favoring the latter's financial robustness. Yet, given that trade credit is proportionally more beneficial to smaller downstream firms, it enhances market competition. This results in a decrease in markups and thereby in profits and dividends, which contributes negatively to aggregate demand formation.

本文通过评估贸易信贷对宏观经济的影响,从几个维度来探讨贸易信贷的影响。为此,我们开发了一个基于代理的模型(ABM),其中包括两种类型的企业:下游企业,它们使用中间产品生产用于消费目的的最终产品;上游企业,它们生产并向下游企业提供这些中间产品。上游公司可以作为贸易信贷供应商,通过允许将其销售份额延迟支付给下游公司。我们的研究结果表明,不良贷款比例和平均产出水平衡量的金融稳健性之间存在潜在的权衡。直观的原因是,更大的贸易信贷可得性,但这并不一定意味着下游企业按比例更大的实际使用信贷,允许更多的金融资源留在实体部门,有利于后者的金融稳健性。然而,考虑到贸易信贷在比例上更有利于较小的下游企业,它增强了市场竞争。这导致加价下降,从而导致利润和股息减少,这对总需求的形成有负面影响。
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引用次数: 2
The labour-augmented K + S model: A laboratory for the analysis of institutional and policy regimes 劳动力增加的K + S模式:体制和政策制度分析的实验室
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.03.002
G. Dosi , M.C. Pereira , A. Roventini , M.E. Virgillito

In this work we discuss the research findings from the labour-augmented Schumpeter meeting Keynes (K + S) agent-based model. It comprises comparative dynamics experiments on an artificial economy populated by heterogeneous, interacting agents, as workers, firms, banks and the government. The exercises are characterized by different degrees of labour flexibility, or by institutional shocks entailing labour market structural reforms, wherein the phenomenon of hysteresis is endogenous and pervasive. The K + S model constitutes a laboratory to evaluate the effects of new institutional arrangements as active/passive labour market policies, and fiscal austerity. In this perspective, the model allows mimicking many of the customary policy responses which the European Union and many Latin American countries have embraced in reaction to the recent economic crises. The obtained results seem to indicate, however, that most of the proposed policies are likely inadequate to tackle the short-term crises consequences, and even risk demoting the long-run economic prospects. More objectively, the conclusions offer a possible explanation to the negative path traversed by economies like Brazil, where many of the mentioned policies were applied in a short period, and hint about some risks ahead.

在这项工作中,我们讨论了劳动力增强型熊彼特会见凯恩斯(K + S)基于主体模型的研究结果。它包括对人工经济的比较动力学实验,该经济由工人、公司、银行和政府等异质相互作用的主体组成。这些活动的特点是不同程度的劳动力灵活性,或涉及劳动力市场结构改革的体制冲击,其中滞后现象是内生的和普遍的。K + S模型构成了一个实验室,用来评估主动/被动劳动力市场政策和财政紧缩等新制度安排的影响。从这个角度来看,该模式可以模仿欧洲联盟和许多拉丁美洲国家为应对最近的经济危机而采取的许多惯常政策反应。然而,获得的结果似乎表明,大多数拟议的政策可能不足以解决短期危机的后果,甚至有可能降低长期经济前景。更客观地说,这些结论为巴西等经济体所经历的负面道路提供了一种可能的解释,并暗示了未来的一些风险。上述许多政策都是在短期内实施的。
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引用次数: 16
Economic development and complexity: Introduction to special issue 经济发展与复杂性:特刊导论
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2020.05.001
João Basilio Pereima
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引用次数: 4
Sectoral labour reallocation: An agent-based model of structural change and growth 部门劳动力再分配:一个基于主体的结构变化和增长模型
Pub Date : 2020-05-01 DOI: 10.1016/j.econ.2019.03.003
Francisco Adilson Gabardo , Gabriel Porcile , João Basilio Pereima

The shift of labour out of the agricultural sector and into the manufacturing and services sectors seems to be an important factor in explaining why some countries are so much richer than others. Therefore, understanding not only the driving mechanisms and forces behind the process of structural change but also how these mechanisms interact and reinforce each other becomes crucial. In the present work, we develop an agent-based model (ABM) where structural change is driven by income and relative prices effect. The income effect is generated by the assumption of a simple non-homothetic hierarchical demand structure where consumers spend their wealth following a particular priority ordering. The relative prices effect results from different sectoral productivity growth rates. The model is capable of theoretically replicating the dynamics of structural change where labour is reallocated across the three macro-sectors of agriculture, manufacturing and services. We have calibrated the model's parameters, so that the artificial employment share trajectories would match those of Sweden for the period of 1890–2010. The results suggest that, the income and relative prices effect are complementary in generating a process of structural change of the type experienced by developed economies. If some assumptions regarding agents’ behaviour and sectoral relative conditions are respected, the model shows that it possible to theoretically yield structural changes in an agent-based model focusing only on first principles such as tastes and technologies.

劳动力从农业部门转移到制造业和服务业似乎是解释为什么一些国家比其他国家富裕得多的一个重要因素。因此,不仅要了解结构变化过程背后的驱动机制和力量,还要了解这些机制如何相互作用和相互加强,这一点至关重要。在本研究中,我们建立了一个基于主体的模型(ABM),其中结构变化是由收入和相对价格效应驱动的。收入效应是由一个简单的非同质层次需求结构的假设产生的,在这个结构中,消费者按照特定的优先顺序消费他们的财富。相对价格效应来自不同部门的生产率增长率。从理论上讲,该模型能够复制劳动力在农业、制造业和服务业这三个宏观部门之间重新分配的结构变化动态。我们已经校准了模型的参数,因此,人为的就业份额轨迹将与瑞典1890-2010年的轨迹相匹配。结果表明,收入效应和相对价格效应在产生发达经济体所经历的结构性变化过程中是互补的。如果一些关于主体行为和行业相关条件的假设得到尊重,该模型表明,在一个只关注品味和技术等第一原则的基于主体的模型中,理论上有可能产生结构性变化。
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引用次数: 4
期刊
EconomiA
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