A stock-flow consistent macroeconomic model with heterogeneous agents: the master equation approach
Authored by Matheus R Grasselli, Patrick X Li
Date Published: 2018
DOI: 10.21314/jntf.2018.042
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Abstract
We propose a mean-field approximation to a stock-flow consistent
agent-based macroeconomic model with heterogeneous firms and households.
Depending on their investment elasticity to past profits, firms can be
either aggressive or conservative. Conversely, households are divided
into investor and noninvestor groups, depending on whether or not they
invest a portion of their wealth in the stock market. Both firms and
households dynamically change their type according to transition
probabilities specified exogenously. The mean-field approximation
consists of homogenizing the balance-sheet variables for agents (firms
or households) of the same type and computing the time evolution of the
corresponding average as a combination of the deterministic dynamic,
derived from investment and consumption decisions before a change of
type, and the probabilistic change in type, with an appropriate
rebalancing to take stock-flow consistency into account. The last step
of the approximation consists in replacing the underlying Markov chain
with a continuous-time diffusive limit. We present numerical experiments
showing the accuracy of the approximation and the sensitivity of the
model with respect to several discretionary parameters.
Tags
Agent-based models
Dynamics
mean-field approximation
Heterogeneous agents
Demand
Stock-flow consistency