animal spirits and credit cycles in this paper we extend the behavioral macroeconomic model as proposed by de grauwe 2012 to include a banking sector the behavioral model takes the view that agents have limited cognitive abilities as a result it is rational to use simple forecasting rules and to subject the use of these rules to a fitness test agents are then driven to select the rule that performs best the behavioral model produces endogenous and self fulfilling movements of optimism and pessimism animal spirits our main result is that the existence of banks intensifies these movements creating a greater scope for booms and busts thus banks do not create but amplify animal spirits we find that increases in the equity ratios of banks tend to reduce the importance of animal spirits over the business cycle the other policy conclusion we derive from our results is that the central bank has an important responsibility for stabilising output output stabilization is an instrument to tame the animal spirits this has the effect of improving the trade off between inflation and output volatility

tipping points in macroeconomic agent based models abstract the aim of this work is to explore the possible types of phenomena that simple macroeconomic agent based models abms can reproduce we propose a methodology inspired by statistical physics that characterizes a model through its phase diagram in the space of parameters our first motivation is to understand the large macro economic fluctuations observed in the mark i abm devised by delli gatti and collaborators in this regard our major finding is the generic existence of a phase transition between a good economy where unemployment is low and a bad economy where unemployment is high we then introduce a simpler framework that allows us to show that this transition is robust against many modifications of the model and is generically induced by an asymmetry between the rate of hiring and the rate of firing of the firms the unemployment level remains small until a tipping point beyond which the economy suddenly collapses if the parameters are such that the system is close to this transition any small fluctuation is amplified as the system jumps between the two equilibria we have explored several natural extensions of the model one is to introduce a bankruptcy threshold limiting the firms maximum level of debt to sales ratio this leads to a rich phase diagram with in particular a region where acute endogenous crises occur during which the unemployment rate shoots up before the economy can recover we also introduce simple wage policies this leads to inflation in the good phase or deflation in the bad phase but leaves the overall phase diagram of the model essentially unchanged we have also explored the effect of simple monetary policies that attempt to contain rising unemployment and defang crises we end the paper with general comments on the usefulness of abms to model macroeconomic phenomena in particular in view of the time needed to reach a steady state that raises the issue of ergodicity in these models

on the persistence of cross country inequality measures we examine inequality persistence in a multicountry unbalanced panel using a battery of stationarity and long run memory tests inequality is measured by the gini indices of income inequality results suggest that we cannot reject a unit root in inequality measures this applies to both gross and net indices thus while redistributive measures have reduced the level of inequality they have not sufficiently modified its apparent unit root a more likely conclusion is that inequality measures are exceptionally persistent if not strictly a unit root we also introduce a new panel stationarity test useful for series subject to unknown structural breaks

traders expectations in asset markets experimental evidence we elicit traders predictions of future price trajectories in repeated experimental markets for a 15 period lived asset we find that individuals beliefs about prices are adaptive and primarily based on past trends in the current and previous markets in which they have participated most traders do not anticipate market downturns the first time they participate in a market and when experienced they typically overestimate the time remaining before market peaks and downturns occur when prices deviate from fundamental values belief data are informative to an observer in predicting the direction of future price movements and the timing of market peaks

the effects of interbank networks on efficiency and stability in a macroeconomic agent based model we develop a macroeconomic agent based model that consists of firms banks unions and households who interact on labour goods credit and interbank markets the model endogenises pricing decisions by firms wage setting by unions and interest rate setting by banks on both firm and interbank lending banks also set leverage targets and precautionary liquidity buffers on the basis of internal risk models our model produces endogenous fluctuations driven by the pricing behaviour of firms and the wage setting behaviour of unions fluctuations lead to loan defaults which are exacerbated as lenders reduce lending and charge higher interest rates inducing a credit crunch we also study how making the inter banking network more connected affects the key outcomes of the economy and find that while the flow of funds from surplus banks to firms can be increased the latter effect is soon dominated by increasing instability in the real sector as firms default at higher rates while the banking sector experiences fewer defaults as a whole losses on the interbank market increase as a source of bank defaults

fiscal and monetary policies in complex evolving economies what is the most appropriate combination of fiscal and monetary policies in economies subject to banking crises and deep recessions we study this issue using an agent based model that is able to reproduce a wide array of macro and micro empirical regularities simulation results suggest that policy mixes associating unconstrained counter cyclical fiscal policy and monetary policy targeting employment is required to stabilise the economy we also show that discipline guided fiscal rules can be self defeating as they depress the economy without improving public finances finally we find that the effects of monetary and fiscal policies become sharper as the level of income inequality increases

inequality leverage and crises the paper studies how high leverage and crises can arise as a result of changes in the income distribution empirically the periods 1920 1929 and 1983 2007 both exhibited a large increase in the income share of the rich a large increase in leverage for the remainder and an eventual financial and real crisis the paper presents a theoretical model where these features arise endogenously as a result of a shift in bargaining powers over incomes a financial crisis can reduce leverage if it is very large and not accompanied by a real contraction but restoration of the lower income group s bargaining power is more effective

programs for the poorest learning from the igvgd program in bangladesh abstract this article examines a program that seeks to reach bangladesh s hardcore poor by combining elements of livelihood protection food aid with livelihood promotion skills training and microfinance bangladesh rural advancement committee s income generation for vulnerable group development program has deepened the outreach of its poverty reduction activity and achieved impressive results detailed local level fieldwork revealed however that program practice differed markedly from program plans this is found to have important implications for both future program design and the understanding of who does not benefit from such innovative programs we conclude that while such programs mixing livelihood protection and promotion should be a major focus for anti poverty strategies there will remain a role for more traditional social welfare schemes

income inequality in the united states 1913 1998 this paper presents new homogeneous series on top shares of income and wages from 1913 to 1998 in the united states using individual tax returns data top income and wages shares display a u shaped pattern over the century our series suggest that the large shocks that capital owners experienced during the great depression and world war ii have had a permanent effect on top capital incomes we argue that steep progressive income and estate taxation may have prevented large fortunes from fully recovering from these shocks top wage shares were flat before world war ii dropped precipitously during the war and did not start to recover before the late 1960s but are now higher than before world war ii as a result the working rich have replaced the rentiers at the top of the income distribution

assessing the frontiers of ultrapoverty reduction evidence from challenging the frontiers of poverty reduction targeting the ultra poor an innovative program in bangladesh abstractthis article uses household panel data to provide robust evidence on the effects of brac s building resources across countries targeting the ultra poor tup program in bangladesh we use alternative treatment comparison pairs in addition to brac s own classification we exploit type 1 errors in assignment in brac s selection process to create a second treatment comparison pair this allows us to estimate the program effects on the target group not contaminated by mistargeting to address selection on unobservables we implement heteroskedasticity based identification and two recent estimators based on matching and propensity score reweighting the results show that participation had significant positive effects on food security clothing shoes livestock and cash savings but there is weak or no evidence of an impact on the number of household durables and assets and indicators of health and women s empowerment the effects on the poorest of the poor the target group may be different from

household debt and income inequality 1963 2003 i construct an economy with heterogeneous agents that mimics the time series behavior of the earnings distribution in the united states from 1963 to 2003 agents face aggregate and idiosyncratic shocks and accumulate real and financial assets i estimate the shocks that drive the model using data on income inequality aggregate income and measures of financial liberalization i show how the model economy can replicate two empirical facts the trend and cyclical behavior of household debt and the diverging patterns in consumption and wealth inequality over time while business cycle fluctuations can account for the short run changes in household debt its prolonged rise of the 1980s and the 1990s can be quantitatively explained only by the concurrent increase in income inequality

inequality credit and financial crises in the three decades leading up to the financial crisis of 2008 09 income inequality rose across much of the developed world this has led to a vigorous debate as to whether widening inequality was somehow to blame for the crisis by driving private sector credit booms despite growing interest empirical evidence on an inequality fragility relationship is limited based on a panel analysis of 18 oecd organisation for economic co operation and development countries for the years 1970 2007 this study provides evidence of a positive relationship between income concentration and private sector indebtedness once other traditional drivers are controlled for if confirmed the implications of this result are as follows i the view that the distribution of income is irrelevant to macroeconomic stability as implicit in mainstream approaches needs further investigation and ii in order to make the financial system more robust policy makers should cast the net wider than monetary policy and regulatory reforms and consider the effects of changes to distributive patterns

inequality household debt and financial instability an agent based perspective abstract our paper contributes to the literature on the causes of the 2007 2008 financial crisis in the united states by means of an agent based model we replicate an artificial credit network economy in order to assess the impact of growing income inequality in the presence of peer effects and home equity borrowing we show that the resulting debt financed consumption boom jeopardises the stability of the economic system thus paving the way for a financial crisis our model includes a behavioural rule for consumption based on expenditure cascades a hierarchical structure of household finance an articulated credit market with collateralised consumption loans and mortgages and a simple housing market results show that the model is able to capture the economic and social pressure of inequality on low and middle income households that pushes them to increase their consumption via home equity extraction rising non performing loans lead to higher bad debt on the banks balance sheets and consequently to the emergence of a crisis as an endogenous dynamic

getting at systemic risk via an agent based model of the housing market systemic risk must include the housing market though economists have not generally focused on it we begin construction of an agent based model of the housing market with individual data from washington dc twenty years of success with agent based models of mortgage prepayments give us hope that such a model could be useful preliminary analysis suggests that the housing boom and bust of 1997 2007 was due in large part to changes in leverage rather than interest rates

expectations and bubbles in asset pricing experiments abstract we present results on expectation formation in a controlled experimental environment in each period subjects are asked to predict the next price of a risky asset the realized market price is derived from an unknown market equilibrium equation with feedback from individual forecasts in most experiments prices deviate from the benchmark fundamental and bubbles emerge endogenously these bubbles are inconsistent with rational expectations and seem to be driven by trend chasing behavior or positive feedback expectations of the participants we also analyze individual predictions of participants and find that participants within a group tend to coordinate on a common prediction strategy

a robust rational route to randomness in a simple asset pricing model abstract we investigate asset pricing dynamics in an adaptive evolutionary asset pricing model with fundamentalists trend followers and a market maker agents can choose between a fundamentalist strategy at positive information cost or choose a trend following strategy for free price adjustment is proportional to the excess demand in the asset market agents asynchronously update their strategy according to realized net profits in the recent past as agents become more sensitive to differences in strategy performance the fundamental steady state becomes unstable and multiple steady states may arise as the traders sensitivity to differences in fitness increases a bifurcation route to chaos sets in due to homoclinic bifurcations of stable and unstable manifolds of the fundamental steady state

evaluating the long run impact of an innovative anti poverty programme evidence using household panel data using a four round panel data set from the first phase of the challenging the frontiers of poverty reduction targeting the ultra poor cfpr tup programme of brac we investigate whether a one off transfer of livestock assets improves well being of the very poor women in bangladesh programme impact is assessed on a wide range of monetary and nonmonetary measures of well being using difference in difference dd as well as matching methods we find significant positive long term impact on food security household savings assets and participation in microfinance participant women are less likely to be in distress occupation and more into self employment however the long term effect is much smaller for most outcomes when compared to short and medium run impacts we conclude by discussing the significance of the institutional and regional context for the observed time path of estimated programme effect

herding a synchronous updating and heterogeneity in memory in a cbs abstract this paper considers a simple continuous beliefs system cbs to investigate the effects on price dynamics of several behavioural assumptions i herd behaviour ii a synchronous updating of beliefs and iii heterogeneity in time horizons memory among agents the recently introduced concept of a cbs allows one to model the co evolution of prices and the beliefs distribution explicitly while keeping track of the unpredictable nature of individual preferences technical report cendef working paper 03 05 university of amsterdam tinbergen institute discussion paper 2003 073 1 as a benchmark model we take a simple cbs which in a market with many traders exhibits a random walk driven by news using the explicit nature of the dynamics of the cbs we show that the introduction of herding modifies the random walk to an arima 0 1 1 process which is observationally equivalent to a reduction of the number of market participants in terms of returns the model predicts ma 1 structure with a negative coefficient a synchronous updating leads to an ma 1 model for returns with garch 1 1 innovations and predicts a relation between the arch and garch coefficients heterogeneity in memory leads to long range dependence in returns in the empirical section we perform a modest reality check concerning the predicted sign of the ma coefficient and the relation between the arch and garch coefficients for exchange rate data

bid rotation and collusion in repeated auctions this paper studies bidder collusion with communication in repeated auctions when no side transfer is possible it presents a simple dynamic bid rotation scheme which coordinates bids based on communication history and enables intertemporal transfer of bidders payoffs the paper derives a sufficient condition for such a dynamic scheme to be an equilibrium and characterizes the equilibrium payoffs in a general environment with affiliated signals and private or interdependent values with ipv it is shown that this dynamic scheme yields a strictly higher payoff to the bidders than any static collusion scheme which coordinates bids based only on the current reported signals

how much can asset transfers help the poorest evaluating the results of brac s ultra poor programme 2002 2008 abstract the impacts of an innovative programme in rural bangladesh which has assisted extremely poor households literally the poorest of the poor were assessed over a six year period 2002 2008 the provision of a substantial dose of assets has helped produce very positive results by and large vulnerability to downturns on account of negative events such as illnesses and house damage has resulted in asset losses for several assisted households additional measures that reduce vulnerability and risk will help complete the good work commenced by the asset transfer plan

taking stock a rigorous modelling of animal spirits in macroeconomics this paper is a survey of the burgeoning literature that seeks to take the enigmatic concept of the animal spirits more seriously by building heterodox macro dynamic models that can capture some of its crucial aspects in a rigorous way two approaches are considered the discrete choice and the transition probability approach where individual agents face a binary decision and choose one of them with a certain probability these assessments are adjusted upward or downward in response to what the agents observe which leads to changes in the aggregate sentiment and the macroeconomic variables resulting from the corresponding decisions typical applications of the two approaches alternatively give rise to what will be called a weak and a strong form of animal spirits on the whole the literature included in this survey provides examples of applications of a modelling tool that demonstrates a considerable flexibility within a canonical framework

failure vs displacement why an innovative anti poverty program showed no net impact in south india abstract we analyze a randomized trial of an innovative anti poverty program in south india part of a series of pilot programs that provide ultra poor households with inputs to create new sustainable livelihoods often tending livestock in contrast with results from other pilots we find no lasting net impact on income or asset accumulation in south india we explore concerns with program implementation data errors and the existence of compelling employment alternatives the baseline consumption data contain systematic errors and income and consumption contain large outliers steps to address the problems leave the central findings largely intact wages for unskilled labor rose sharply in the area while the study was implemented blunting the net impact of the intervention and highlighting one way that treatment effects depend on factors external to the intervention itself such as broader employment opportunities

does inequality lead to a financial crisis abstract the recent global crisis has sparked interest in the relationship between income inequality credit booms and financial crises rajan 2010 and kumhof and ranciere 2011 propose that rising inequality led to a credit boom and eventually to a financial crisis in the us in the first decade of the 21st century as it did in the 1920s data from 14 advanced countries between 1920 and 2000 suggest these are not general relationships credit booms heighten the probability of a banking crisis but we find no evidence that a rise in top income shares leads to credit booms instead low interest rates and economic expansions are the only two robust determinants of credit booms in our data set anecdotal evidence from us experience in the 1920s and in the years up to 2007 and from other countries does not support the inequality credit crisis nexus rather it points back to a familiar boom bust pattern of declines in interest rates strong growth rising credit asset price booms and crises

income inequality consumption credit and credit risk in a data driven agent based model abstract the issue of income inequality occupies a prominent position in the research agenda of academic and policy circles alike especially after the crisis of 2008 due to its potential causal link with the development of credit bubbles and therefore the emergence of financial crises this paper examines the long run effect of income inequality on consumption consumer credit and non performing loans through the means of a data driven agent based model the data driven nature of the model enhances its ability to match historical series and thus makes it suitable for policy simulations tailored for specific economies the analysis indicates that higher income inequality has a detrimental impact on consumption and is associated with lower volumes of consumer credit however the ratio of non performing loans as a share of total loans seems to be independent of income inequality

heterogeneity learning and information stickiness in inflation expectations in this paper we propose novel techniques for the empirical analysis of adaptive learning and sticky information in inflation expectations these methodologies are applied to the distribution of households inflation expectations collected by the university of michigan survey research center to account for the evolution of the cross section of inflation forecasts over time and measure the degree of heterogeneity in private agents forecasts we explore time series of percentiles from the empirical distribution our results show that heterogeneity is pervasive in the process of inflation expectation formation we identify three regions of the distribution that correspond to different underlying mechanisms of expectation formation a static or highly autoregressive region on the left hand side of the median a nearly rational region around the median and a fraction of forecasts on the right hand side of the median formed in accordance with adaptive learning and sticky information

emergent dynamics of a macroeconomic agent based model with capital and credit in this paper we present and discuss a macroeconomic agent based model with capital and credit cc mabm which builds upon the framework put forward by delli gatti et al 2011 the novelty of this model with respect to the previous framework consists in the introduction of a stylized supply chain where upstream firms i e producers of capital goods k firms supply a durable and sticky input capital to the downstream firms who produce consumption goods c firms to be sold to households both c firms and k firms resort to bank loans to satisfy their financing needs there are two way feedbacks between firms and markets which yield interesting emerging properties at the macro level we show that the interaction of upstream and downstream firms and the evolution of their financial conditions in a nutshell capital and credit are essential ingredients of a crisis i e a sizable slump followed by a long recovery