{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "
\n", " \n", " \"QuantEcon\"\n", " \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimal Savings I: The Permanent Income Model\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Contents\n", "\n", "- [Optimal Savings I: The Permanent Income Model](#Optimal-Savings-I:-The-Permanent-Income-Model) \n", " - [Overview](#Overview) \n", " - [The Savings Problem](#The-Savings-Problem) \n", " - [Alternative Representations](#Alternative-Representations) \n", " - [Two Classic Examples](#Two-Classic-Examples) \n", " - [Further Reading](#Further-Reading) \n", " - [Appendix: the Euler Equation](#Appendix:-the-Euler-Equation) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Overview\n", "\n", "This lecture describes a rational expectations version of the famous permanent income model of Milton Friedman [[Fri56]](../zreferences.html#friedman1956).\n", "\n", "Robert Hall cast Friedman’s model within a linear-quadratic setting [[Hal78]](../zreferences.html#hall1978).\n", "\n", "Like Hall, we formulate an infinite-horizon linear-quadratic savings problem.\n", "\n", "We use the model as a vehicle for illustrating\n", "\n", "- alternative formulations of the *state* of a dynamic system \n", "- the idea of *cointegration* \n", "- impulse response functions \n", "- the idea that changes in consumption are useful as predictors of movements in income \n", "\n", "\n", "Background readings on the linear-quadratic-Gaussian permanent income model are Hall’s [[Hal78]](../zreferences.html#hall1978) and chapter 2 of [[LS18]](../zreferences.html#ljungqvist2012)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide-output": true }, "outputs": [], "source": [ "using InstantiateFromURL\n", "# optionally add arguments to force installation: instantiate = true, precompile = true\n", "github_project(\"QuantEcon/quantecon-notebooks-julia\", version = \"0.8.0\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide-output": false }, "outputs": [], "source": [ "using LinearAlgebra, Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Savings Problem\n", "\n", "\n", "\n", "In this section we state and solve the savings and consumption problem faced\n", "by the consumer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Preliminaries\n", "\n", "We use a class of stochastic processes called\n", "[martingales](https://en.wikipedia.org/wiki/Martingale_%28probability_theory%29).\n", "\n", "A discrete time martingale is a stochastic process (i.e., a sequence of random variables)\n", "$ \\{X_t\\} $ with finite mean at each $ t $ and satisfying\n", "\n", "$$\n", "\\mathbb{E}_t [X_{t+1} ] = X_t, \\qquad t = 0, 1, 2, \\ldots\n", "$$\n", "\n", "Here $ \\mathbb{E}_t := \\mathbb{E}[ \\cdot \\,|\\, \\mathcal{F}_t] $ is a conditional mathematical expectation conditional on the time $ t $\n", "*information set* $ \\mathcal{F}_t $.\n", "\n", "The latter is just a collection of random variables that the modeler declares\n", "to be visible at $ t $.\n", "\n", "- When not explicitly defined, it is usually understood that $ \\mathcal{F}_t = \\{X_t, X_{t-1}, \\ldots, X_0\\} $. \n", "\n", "\n", "Martingales have the feature that the history of past outcomes provides no predictive power for changes between current and future outcomes.\n", "\n", "For example, the current wealth of a gambler engaged in a “fair game” has this\n", "property.\n", "\n", "One common class of martingales is the family of *random walks*.\n", "\n", "A **random walk** is a stochastic process $ \\{X_t\\} $ that satisfies\n", "\n", "$$\n", "X_{t+1} = X_t + w_{t+1}\n", "$$\n", "\n", "for some iid zero mean *innovation* sequence $ \\{w_t\\} $.\n", "\n", "Evidently $ X_t $ can also be expressed as\n", "\n", "$$\n", "X_t = \\sum_{j=1}^t w_j + X_0\n", "$$\n", "\n", "Not every martingale arises as a random walk (see, for example, [Wald’s martingale](https://en.wikipedia.org/wiki/Wald%27s_martingale))." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Decision Problem\n", "\n", "A consumer has preferences over consumption streams that are ordered by the utility functional\n", "\n", "\n", "\n", "$$\n", "\\mathbb{E}_0 \\left[ \\sum_{t=0}^\\infty \\beta^t u(c_t) \\right] \\tag{1}\n", "$$\n", "\n", "where\n", "\n", "- $ \\mathbb{E}_t $ is the mathematical expectation conditioned on the consumer’s time $ t $ information \n", "- $ c_t $ is time $ t $ consumption \n", "- $ u $ is a strictly concave one-period utility function \n", "- $ \\beta \\in (0,1) $ is a discount factor \n", "\n", "\n", "The consumer maximizes [(1)](#equation-sprob1) by choosing a consumption, borrowing plan $ \\{c_t, b_{t+1}\\}_{t=0}^\\infty $ subject to the sequence of budget constraints\n", "\n", "\n", "\n", "$$\n", "c_t + b_t = \\frac{1}{1 + r} b_{t+1} + y_t \\quad t \\geq 0 \\tag{2}\n", "$$\n", "\n", "Here\n", "\n", "- $ y_t $ is an exogenous endowment process \n", "- $ r > 0 $ is a time-invariant risk-free net interest rate \n", "- $ b_t $ is one-period risk-free debt maturing at $ t $ \n", "\n", "\n", "The consumer also faces initial conditions $ b_0 $ and $ y_0 $, which can be fixed or random." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assumptions\n", "\n", "For the remainder of this lecture, we follow Friedman and Hall in assuming that $ (1 + r)^{-1} = \\beta $.\n", "\n", "Regarding the endowment process, we assume it has the [state-space representation](../tools_and_techniques/linear_models.html).\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1}\n", " \\\\\n", " y_t & = U z_t\n", "\\end{aligned} \\tag{3}\n", "$$\n", "\n", "where\n", "\n", "- $ \\{w_t\\} $ is an iid vector process with $ \\mathbb{E} w_t = 0 $ and $ \\mathbb{E} w_t w_t' = I $ \n", "- the [spectral radius](../tools_and_techniques/linear_algebra.html#la-neumann-remarks) of $ A $ satisfies $ \\rho(A) < \\sqrt{1/\\beta} $ \n", "- $ U $ is a selection vector that pins down $ y_t $ as a particular linear combination of components of $ z_t $. \n", "\n", "\n", "The restriction on $ \\rho(A) $ prevents income from growing so fast that discounted geometric sums of some quadratic forms to be described below become infinite.\n", "\n", "Regarding preferences, we assume the quadratic utility function\n", "\n", "$$\n", "u(c_t) = - (c_t - \\gamma)^2\n", "$$\n", "\n", "where $ \\gamma $ is a bliss level of consumption\n", "\n", ">**Note**\n", ">\n", ">Along with this quadratic utility specification, we allow consumption to be negative. However, by choosing parameters appropriately, we can make the probability that the model generates negative consumption paths over finite time horizons as low as desired.\n", "\n", "Finally, we impose the *no Ponzi scheme* condition\n", "\n", "\n", "\n", "$$\n", "\\mathbb{E}_0 \\left[ \\sum_{t=0}^\\infty \\beta^t b_t^2 \\right] < \\infty \\tag{4}\n", "$$\n", "\n", "This condition rules out an always-borrow scheme that would allow the consumer to enjoy bliss consumption forever." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First-Order Conditions\n", "\n", "First-order conditions for maximizing [(1)](#equation-sprob1) subject to [(2)](#equation-sprob2) are\n", "\n", "\n", "\n", "$$\n", "\\mathbb{E}_t [u'(c_{t+1})] = u'(c_t) , \\qquad t = 0, 1, \\ldots \\tag{5}\n", "$$\n", "\n", "These optimality conditions are also known as *Euler equations*.\n", "\n", "If you’re not sure where they come from, you can find a proof sketch in the\n", "[appendix](#perm-income-appendix).\n", "\n", "With our quadratic preference specification, [(5)](#equation-sprob4) has the striking implication that consumption follows a martingale:\n", "\n", "\n", "\n", "$$\n", "\\mathbb{E}_t [c_{t+1}] = c_t \\tag{6}\n", "$$\n", "\n", "(In fact quadratic preferences are *necessary* for this conclusion [1])\n", "\n", "One way to interpret [(6)](#equation-sprob5) is that consumption will change only when\n", "“new information” about permanent income is revealed.\n", "\n", "These ideas will be clarified below.\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The Optimal Decision Rule\n", "\n", "Now let’s deduce the optimal decision rule [2].\n", "\n", ">**Note**\n", ">\n", ">One way to solve the consumer’s problem is to apply *dynamic programming*\n", "as in [this lecture](lqcontrol.html). We do this later. But first we use\n", "an alternative approach that is revealing and shows the work that dynamic\n", "programming does for us behind the scenes.\n", "\n", "In doing so, we need to combine\n", "\n", "1. the optimality condition [(6)](#equation-sprob5) \n", "1. the period-by-period budget constraint [(2)](#equation-sprob2), and \n", "1. the boundary condition [(4)](#equation-sprob3) \n", "\n", "\n", "To accomplish this, observe first that [(4)](#equation-sprob3) implies $ \\lim_{t \\to \\infty} \\beta^{\\frac{t}{2}} b_{t+1}= 0 $.\n", "\n", "Using this restriction on the debt path and solving [(2)](#equation-sprob2) forward yields\n", "\n", "\n", "\n", "$$\n", "b_t = \\sum_{j=0}^\\infty \\beta^j (y_{t+j} - c_{t+j}) \\tag{7}\n", "$$\n", "\n", "Take conditional expectations on both sides of [(7)](#equation-sprob6) and use the martingale property of consumption and the *law of iterated expectations* to deduce\n", "\n", "\n", "\n", "$$\n", "b_t = \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}] - \\frac{c_t}{1-\\beta} \\tag{8}\n", "$$\n", "\n", "Expressed in terms of $ c_t $ we get\n", "\n", "\n", "\n", "$$\n", "c_t\n", " = (1-\\beta) \\left[ \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}] - b_t\\right]\n", " = {r \\over 1+r} \\left[ \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}] - b_t\\right] \\tag{9}\n", "$$\n", "\n", "where the last equality uses $ (1 + r) \\beta = 1 $.\n", "\n", "These last two equations assert that consumption equals *economic income*\n", "\n", "- **financial wealth** equals $ -b_t $ \n", "- **non-financial wealth** equals $ \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}] $ \n", "- **total wealth** equals the sum of financial and non-financial wealth \n", "- A **marginal propensity to consume out of total wealth** equals the interest factor $ \\frac{r}{1+r} $ \n", "- **economic income** equals \n", " - a constant marginal propensity to consume times the sum of non-financial wealth and financial wealth \n", " - the amount the consumer can consume while leaving its wealth intact " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Responding to the State\n", "\n", "The *state* vector confronting the consumer at $ t $ is $ \\begin{bmatrix} b_t & z_t \\end{bmatrix} $.\n", "\n", "Here\n", "\n", "- $ z_t $ is an *exogenous* component, unaffected by consumer behavior \n", "- $ b_t $ is an *endogenous* component (since it depends on the decision rule) \n", "\n", "\n", "Note that $ z_t $ contains all variables useful for forecasting the consumer’s future endowment.\n", "\n", "It is plausible that current decisions $ c_t $ and $ b_{t+1} $ should\n", "be expressible as functions of $ z_t $ and $ b_t $.\n", "\n", "This is indeed the case.\n", "\n", "In fact, from [this discussion](../tools_and_techniques/linear_models.html#lm-fgs) we see that\n", "\n", "$$\n", "\\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}]\n", "= \\mathbb{E}_t \\left[ \\sum_{j=0}^\\infty \\beta^j y_{t+j} \\right]\n", "= U(I - \\beta A)^{-1} z_t\n", "$$\n", "\n", "Combining this with [(9)](#equation-sprob8) gives\n", "\n", "\n", "\n", "$$\n", "c_t\n", " = {r \\over 1+r}\n", " \\left[\n", " U(I - \\beta A)^{-1} z_t - b_t\n", " \\right] \\tag{10}\n", "$$\n", "\n", "Using this equality to eliminate $ c_t $ in the budget constraint [(2)](#equation-sprob2) gives\n", "\n", "$$\n", "\\begin{aligned}\n", " b_{t+1}\n", " & = (1 + r) (b_t + c_t - y_t)\n", " \\\\\n", " & = (1 + r) b_t + r [ U(I - \\beta A)^{-1} z_t - b_t] - (1+r) U z_t\n", " \\\\\n", " & = b_t + U [ r(I - \\beta A)^{-1} - (1+r) I ] z_t\n", " \\\\\n", " & = b_t + U (I - \\beta A)^{-1} (A - I) z_t\n", "\\end{aligned}\n", "$$\n", "\n", "To get from the second last to the last expression in this chain of equalities is not trivial.\n", "\n", "A key is to use the fact that $ (1 + r) \\beta = 1 $ and $ (I - \\beta A)^{-1} = \\sum_{j=0}^{\\infty} \\beta^j A^j $.\n", "\n", "We’ve now successfully written $ c_t $ and $ b_{t+1} $ as functions of $ b_t $ and $ z_t $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A State-Space Representation\n", "\n", "We can summarize our dynamics in the form of a linear state-space system governing consumption, debt and income:\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " z_{t+1} & = A z_t + C w_{t+1} \\\\\n", " b_{t+1} & = b_t + U [ (I -\\beta A)^{-1} (A - I) ] z_t \\\\\n", " y_t & = U z_t \\\\\n", " c_t & = (1-\\beta) [ U(I-\\beta A)^{-1} z_t - b_t ]\n", "\\end{aligned} \\tag{11}\n", "$$\n", "\n", "To write this more succinctly, let\n", "\n", "$$\n", "x_t =\n", "\\begin{bmatrix}\n", " z_t\\\\\n", " b_t\n", "\\end{bmatrix},\n", "\\quad\n", "\\tilde A =\n", "\\begin{bmatrix}\n", " A & 0 \\\\\n", " U(I-\\beta A)^{-1}(A-I) & 1\n", " \\end{bmatrix},\n", " \\quad\n", "\\tilde C =\n", "\\begin{bmatrix}\n", " C\\\\\n", " 0\n", "\\end{bmatrix}\n", "$$\n", "\n", "and\n", "\n", "$$\n", "\\tilde U =\n", "\\begin{bmatrix}\n", " U & 0 \\\\\n", " (1-\\beta) U (I - \\beta A)^{-1} & -(1-\\beta)\n", "\\end{bmatrix}, \\quad\n", "\\tilde y_t =\n", "\\begin{bmatrix}\n", " y_t\\\\\n", " c_t\n", " \\end{bmatrix}\n", "$$\n", "\n", "Then we can express equation [(11)](#equation-pi-ssr) as\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " x_{t+1} & = \\tilde A x_t + \\tilde C w_{t+1} \\\\\n", " \\tilde y_t & = \\tilde U x_t\n", "\\end{aligned} \\tag{12}\n", "$$\n", "\n", "We can use the following formulas from [linear state space models](../tools_and_techniques/linear_models.html) to compute population mean $ \\mu_t = \\mathbb{E} x_t $ and covariance $ \\Sigma_t := \\mathbb{E} [ (x_t - \\mu_t) (x_t - \\mu_t)'] $\n", "\n", "\n", "\n", "$$\n", "\\mu_{t+1} = \\tilde A \\mu_t\n", "\\quad \\text{with} \\quad \\mu_0 \\text{ given} \\tag{13}\n", "$$\n", "\n", "\n", "\n", "$$\n", "\\Sigma_{t+1} = \\tilde A \\Sigma_t \\tilde A' + \\tilde C \\tilde C'\n", "\\quad \\text{with} \\quad \\Sigma_0 \\text{ given} \\tag{14}\n", "$$\n", "\n", "We can then compute the mean and covariance of $ \\tilde y_t $ from\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_{y,t} = \\tilde U \\mu_t \\\\\n", "\\Sigma_{y,t} = \\tilde U \\Sigma_t \\tilde U'\n", "\\end{aligned} \\tag{15}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### A Simple Example with iid Income\n", "\n", "To gain some preliminary intuition on the implications of [(11)](#equation-pi-ssr), let’s look at a highly stylized example where income is just iid.\n", "\n", "(Later examples will investigate more realistic income streams)\n", "\n", "In particular, let $ \\{w_t\\}_{t = 1}^{\\infty} $ be iid and scalar standard normal, and let\n", "\n", "$$\n", "z_t =\n", "\\begin{bmatrix}\n", " z^1_t \\\\\n", " 1\n", "\\end{bmatrix},\n", "\\quad\n", "A =\n", "\\begin{bmatrix}\n", " 0 & 0 \\\\\n", " 0 & 1 \\\\\n", "\\end{bmatrix},\n", "\\quad\n", "U =\n", "\\begin{bmatrix}\n", " 1 & \\mu\n", "\\end{bmatrix},\n", "\\quad\n", "C =\n", "\\begin{bmatrix}\n", " \\sigma \\\\\n", " 0\n", "\\end{bmatrix}\n", "$$\n", "\n", "Finally, let $ b_0 = z^1_0 = 0 $.\n", "\n", "Under these assumptions we have $ y_t = \\mu + \\sigma w_t \\sim N(\\mu, \\sigma^2) $.\n", "\n", "Further, if you work through the state space representation, you will see that\n", "\n", "$$\n", "\\begin{aligned}\n", " b_t & = - \\sigma \\sum_{j=1}^{t-1} w_j\n", " \\\\\n", " c_t & = \\mu + (1 - \\beta) \\sigma \\sum_{j=1}^t w_j\n", "\\end{aligned}\n", "$$\n", "\n", "Thus income is iid and debt and consumption are both Gaussian random walks.\n", "\n", "Defining assets as $ -b_t $, we see that assets are just the cumulative sum of unanticipated incomes prior to the present date.\n", "\n", "The next figure shows a typical realization with $ r = 0.05 $, $ \\mu = 1 $, and $ \\sigma = 0.15 $" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "using Plots, Random\n", "gr(fmt=:png);\n", "\n", "Random.seed!(42)\n", "\n", "const r = 0.05\n", "const β = 1.0 / (1.0 + r)\n", "const T = 60\n", "const σ = 0.15\n", "const μ = 1.0\n", "\n", "function time_path2()\n", " w = randn(T+1)\n", " w[1] = 0.0\n", " b = zeros(T+1)\n", " for t=2:T+1\n", " b[t] = sum(w[1:t])\n", " end\n", " b .*= -σ\n", " c = μ .+ (1.0 - β) .* (σ .* w .- b)\n", " return w, b, c\n", "end\n", "\n", "w, b, c = time_path2()\n", "p = plot(0:T, μ .+ σ .* w, color = :green, label = \"non-financial income\")\n", "plot!(c, color = :black, label = \"consumption\")\n", "plot!(b, color = :blue, label = \"debt\")\n", "plot!(xlabel = \"Time\", linewidth = 2, alpha = 0.7,\n", " xlims = (0, T), legend = :bottom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Observe that consumption is considerably smoother than income.\n", "\n", "The figure below shows the consumption paths of 250 consumers with independent income streams" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "time_paths = []\n", "n = 250\n", "\n", "for i in 1:n\n", " push!(time_paths, time_path2()[3])\n", "end\n", "\n", "p = plot(time_paths, linewidth = 0.8, alpha=0.7, legend = :none)\n", "plot!(xlabel = \"Time\", ylabel = \"Consumption\", xlims = (0, T))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternative Representations\n", "\n", "In this section we shed more light on the evolution of savings, debt and\n", "consumption by representing their dynamics in several different ways." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hall’s Representation\n", "\n", "\n", "\n", "Hall [[Hal78]](../zreferences.html#hall1978) suggested an insightful way to summarize the implications of LQ permanent income theory.\n", "\n", "First, to represent the solution for $ b_t $, shift [(9)](#equation-sprob8) forward one period and eliminate $ b_{t+1} $ by using [(2)](#equation-sprob2) to obtain\n", "\n", "$$\n", "c_{t+1} = (1-\\beta)\\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_{t+1} [y_{t+j+1}] - (1-\\beta) \\left[ \\beta^{-1} (c_t + b_t - y_t) \\right]\n", "$$\n", "\n", "If we add and subtract $ \\beta^{-1} (1-\\beta) \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t y_{t+j} $ from the right side of the preceding equation and rearrange, we obtain\n", "\n", "\n", "\n", "$$\n", "c_{t+1} - c_t = (1-\\beta) \\sum_{j=0}^\\infty \\beta^j\n", " \\left\\{ \\mathbb{E}_{t+1} [y_{t+j+1}] - \\mathbb{E}_t [y_{t+j+1}] \\right\\} \\tag{16}\n", "$$\n", "\n", "The right side is the time $ t+1 $ *innovation to the expected present value* of the endowment process $ \\{y_t\\} $.\n", "\n", "We can represent the optimal decision rule for $ (c_t, b_{t+1}) $ in the form of [(16)](#equation-sprob11) and [(8)](#equation-sprob7), which we repeat:\n", "\n", "\n", "\n", "$$\n", "b_t = \\sum_{j=0}^\\infty \\beta^j \\mathbb{E}_t [y_{t+j}] - {1 \\over 1-\\beta} c_t \\tag{17}\n", "$$\n", "\n", "Equation [(17)](#equation-sprob7aa) asserts that the consumer’s debt due at $ t $ equals the expected present value of its endowment minus the expected present value of its consumption stream.\n", "\n", "A high debt thus indicates a large expected present value of surpluses $ y_t - c_t $.\n", "\n", "Recalling again our discussion on [forecasting geometric sums](../tools_and_techniques/linear_models.html#lm-fgs), we have\n", "\n", "$$\n", "\\begin{aligned}\n", " \\mathbb{E}_t \\sum_{j=0}^\\infty \\beta^j y_{t+j} &= U (I-\\beta A)^{-1} z_t \\\\\n", " \\mathbb{E}_{t+1} \\sum_{j=0}^\\infty \\beta^j y_{t+j+1} & = U (I -\\beta A)^{-1} z_{t+1} \\\\\n", " \\mathbb{E}_t \\sum_{j=0}^\\infty \\beta^j y_{t+j+1} & = U (I - \\beta A)^{-1} A z_t\n", "\\end{aligned}\n", "$$\n", "\n", "Using these formulas together with [(3)](#equation-sprob15ab) and substituting into [(16)](#equation-sprob11) and [(17)](#equation-sprob7aa) gives the following representation for the consumer’s optimum decision rule:\n", "\n", "\n", "\n", "$$\n", "\\begin{aligned}\n", " c_{t+1} & = c_t + (1-\\beta) U (I-\\beta A)^{-1} C w_{t+1} \\\\\n", " b_t & = U (I-\\beta A)^{-1} z_t - {1 \\over 1-\\beta} c_t \\\\\n", " y_t & = U z_t \\\\\n", " z_{t+1} & = A z_t + C w_{t+1}\n", "\\end{aligned} \\tag{18}\n", "$$\n", "\n", "Representation [(18)](#equation-sprob16abcd) makes clear that\n", "\n", "- The state can be taken as $ (c_t, z_t) $. \n", " \n", " - The endogenous part is $ c_t $ and the exogenous part is $ z_t $. \n", " - Debt $ b_t $ has disappeared as a component of the state because it is encoded in $ c_t $. \n", " \n", "- Consumption is a random walk with innovation $ (1-\\beta) U (I-\\beta A)^{-1} C w_{t+1} $. \n", " \n", " - This is a more explicit representation of the martingale result in [(6)](#equation-sprob5). \n", " \n", "\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cointegration\n", "\n", "Representation [(18)](#equation-sprob16abcd) reveals that the joint process $ \\{c_t, b_t\\} $ possesses the property that Engle and Granger [[EG87]](../zreferences.html#englegranger1987) called [cointegration](https://en.wikipedia.org/wiki/Cointegration).\n", "\n", "Cointegration is a tool that allows us to apply powerful results from the theory of stationary stochastic processes to (certain transformations of) nonstationary models.\n", "\n", "To apply cointegration in the present context, suppose that $ z_t $ is asymptotically stationary [4].\n", "\n", "Despite this, both $ c_t $ and $ b_t $ will be non-stationary because they have unit roots (see [(11)](#equation-pi-ssr) for $ b_t $).\n", "\n", "Nevertheless, there is a linear combination of $ c_t, b_t $ that *is* asymptotically stationary.\n", "\n", "In particular, from the second equality in [(18)](#equation-sprob16abcd) we have\n", "\n", "\n", "\n", "$$\n", "(1-\\beta) b_t + c_t = (1 - \\beta) U (I-\\beta A)^{-1} z_t \\tag{19}\n", "$$\n", "\n", "Hence the linear combination $ (1-\\beta) b_t + c_t $ is asymptotically stationary.\n", "\n", "Accordingly, Granger and Engle would call $ \\begin{bmatrix} (1-\\beta) & 1 \\end{bmatrix} $ a **cointegrating vector** for the state.\n", "\n", "When applied to the nonstationary vector process $ \\begin{bmatrix} b_t & c_t \\end{bmatrix}' $, it yields a process that is asymptotically stationary.\n", "\n", "Equation [(19)](#equation-pi-spr) can be rearranged to take the form\n", "\n", "\n", "\n", "$$\n", "(1-\\beta) b_t + c_t = (1-\\beta) \\mathbb{E}_t \\sum_{j=0}^\\infty \\beta^j y_{t+j}. \\tag{20}\n", "$$\n", "\n", "Equation [(20)](#equation-sprob77) asserts that the *cointegrating residual* on the left side equals the conditional expectation of the geometric sum of future incomes on the right [6]." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cross-Sectional Implications\n", "\n", "Consider again [(18)](#equation-sprob16abcd), this time in light of our discussion of\n", "distribution dynamics in the [lecture on linear systems](../tools_and_techniques/linear_models.html).\n", "\n", "The dynamics of $ c_t $ are given by\n", "\n", "\n", "\n", "$$\n", "c_{t+1} = c_t + (1-\\beta) U (I-\\beta A)^{-1} C w_{t+1} \\tag{21}\n", "$$\n", "\n", "or\n", "\n", "$$\n", "c_t = c_0 + \\sum_{j=1}^t \\hat w_j\n", "\\quad \\text{for} \\quad\n", "\\hat w_{t+1} := (1-\\beta) U (I-\\beta A)^{-1} C w_{t+1}\n", "$$\n", "\n", "The unit root affecting $ c_t $ causes the time $ t $ variance of $ c_t $ to grow linearly with $ t $.\n", "\n", "In particular, since $ \\{ \\hat w_t \\} $ is iid, we have\n", "\n", "\n", "\n", "$$\n", "\\mathrm{Var}[c_t] = \\mathrm{Var}[c_0] + t \\, \\hat \\sigma^2 \\tag{22}\n", "$$\n", "\n", "where\n", "\n", "$$\n", "\\hat \\sigma^2 := (1-\\beta)^2 U (I-\\beta A)^{-1} CC' (I-\\beta A')^{-1} U'\n", "$$\n", "\n", "When $ \\hat \\sigma > 0 $, $ \\{c_t\\} $ has no asymptotic distribution.\n", "\n", "Let’s consider what this means for a cross-section of ex ante identical consumers born at time $ 0 $.\n", "\n", "Let the distribution of $ c_0 $ represent the cross-section of initial consumption values.\n", "\n", "Equation [(22)](#equation-pi-vt) tells us that the variance of $ c_t $ increases over time at a rate proportional to $ t $.\n", "\n", "A number of different studies have investigated this prediction and found some support for it\n", "(see, e.g., [[DP94]](../zreferences.html#deatonpaxton1994), [[STY04]](../zreferences.html#sty2004))." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Impulse Response Functions\n", "\n", "Impulse response functions measure responses to various impulses (i.e., temporary shocks).\n", "\n", "The impulse response function of $ \\{c_t\\} $ to the innovation $ \\{w_t\\} $ is a box.\n", "\n", "In particular, the response of $ c_{t+j} $ to a unit increase in the innovation $ w_{t+1} $ is $ (1-\\beta) U (I -\\beta A)^{-1} C $ for all $ j \\geq 1 $." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Moving Average Representation\n", "\n", "It’s useful to express the innovation to the expected present value of the endowment process in terms of a moving average representation for income $ y_t $.\n", "\n", "The endowment process defined by [(3)](#equation-sprob15ab) has the moving average representation\n", "\n", "\n", "\n", "$$\n", "y_{t+1} = d(L) w_{t+1} \\tag{23}\n", "$$\n", "\n", "where\n", "\n", "- $ d(L) = \\sum_{j=0}^\\infty d_j L^j $ for some sequence $ d_j $, where $ L $ is the lag operator [3] \n", "- at time $ t $, the consumer has an information set [5] $ w^t = [w_t, w_{t-1}, \\ldots ] $ \n", "\n", "\n", "Notice that\n", "\n", "$$\n", "y_{t+j} - \\mathbb{E}_t [y_{t+j}] = d_0 w_{t+j} + d_1 w_{t+j-1} + \\cdots + d_{j-1} w_{t+1}\n", "$$\n", "\n", "It follows that\n", "\n", "\n", "\n", "$$\n", "\\mathbb{E}_{t+1} [y_{t+j}] - \\mathbb{E}_t [y_{t+j}] = d_{j-1} w_{t+1} \\tag{24}\n", "$$\n", "\n", "Using [(24)](#equation-sprob120) in [(16)](#equation-sprob11) gives\n", "\n", "\n", "\n", "$$\n", "c_{t+1} - c_t = (1-\\beta) d(\\beta) w_{t+1} \\tag{25}\n", "$$\n", "\n", "The object $ d(\\beta) $ is the **present value of the moving average coefficients** in the representation for the endowment process $ y_t $.\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Two Classic Examples\n", "\n", "We illustrate some of the preceding ideas with two examples.\n", "\n", "In both examples, the endowment follows the process $ y_t = z_{1t} + z_{2t} $ where\n", "\n", "$$\n", "\\begin{bmatrix}\n", " z_{1 t+1} \\\\\n", " z_{2t+1}\n", "\\end{bmatrix}\n", "=\n", "\\begin{bmatrix}\n", " 1 & 0 \\\\\n", " 0 & 0\n", "\\end{bmatrix}\n", "\\begin{bmatrix}\n", " z_{1t} \\\\\n", " z_{2t}\n", "\\end{bmatrix}\n", "+ \\begin{bmatrix}\n", " \\sigma_1 & 0 \\\\\n", " 0 & \\sigma_2\n", " \\end{bmatrix}\n", " \\begin{bmatrix}\n", " w_{1t+1} \\\\\n", " w_{2t+1}\n", " \\end{bmatrix}\n", "$$\n", "\n", "Here\n", "\n", "- $ w_{t+1} $ is an iid $ 2 \\times 1 $ process distributed as $ N(0,I) $ \n", "- $ z_{1t} $ is a permanent component of $ y_t $ \n", "- $ z_{2t} $ is a purely transitory component of $ y_t $ " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 1\n", "\n", "Assume as before that the consumer observes the state $ z_t $ at time $ t $.\n", "\n", "In view of [(18)](#equation-sprob16abcd) we have\n", "\n", "\n", "\n", "$$\n", "c_{t+1} - c_t = \\sigma_1 w_{1t+1} + (1-\\beta) \\sigma_2 w_{2t+1} \\tag{26}\n", "$$\n", "\n", "Formula [(26)](#equation-consexample1) shows how an increment $ \\sigma_1 w_{1t+1} $ to the permanent component of income $ z_{1t+1} $ leads to\n", "\n", "- a permanent one-for-one increase in consumption and \n", "- no increase in savings $ -b_{t+1} $ \n", "\n", "\n", "But the purely transitory component of income $ \\sigma_2 w_{2t+1} $ leads to a permanent increment in consumption by a fraction $ 1-\\beta $ of transitory income.\n", "\n", "The remaining fraction $ \\beta $ is saved, leading to a permanent increment in $ -b_{t+1} $.\n", "\n", "Application of the formula for debt in [(11)](#equation-pi-ssr) to this example shows that\n", "\n", "\n", "\n", "$$\n", "b_{t+1} - b_t = - z_{2t} = - \\sigma_2 w_{2t} \\tag{27}\n", "$$\n", "\n", "This confirms that none of $ \\sigma_1 w_{1t} $ is saved, while all of $ \\sigma_2 w_{2t} $ is saved.\n", "\n", "The next figure illustrates these very different reactions to transitory and\n", "permanent income shocks using impulse-response functions" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "hide-output": false }, "outputs": [ { "data": { "image/png": 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" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "const r = 0.05\n", "const β = 1.0 / (1.0 + r)\n", "const T2 = 20 # Time horizon\n", "const S = 5 # Impulse date\n", "const σ1 = 0.15\n", "const σ2 = 0.15\n", "\n", "\n", "function time_path(permanent = false)\n", " w1 = zeros(T2+1)\n", " w2 = similar(w1)\n", " b = similar(w1)\n", " c = similar(w1)\n", "\n", " if permanent === false\n", " w2[S+2] = 1.0\n", " else\n", " w1[S+2] = 1.0\n", " end\n", "\n", " for t=2:T2\n", " b[t+1] = b[t] - σ2 * w2[t]\n", " c[t+1] = c[t] + σ1 * w1[t+1] + (1 - β) * σ2 * w2[t+1]\n", " end\n", "\n", " return b, c\n", "end\n", "\n", "L = 0.175\n", "\n", "b1, c1 = time_path(false)\n", "b2, c2 = time_path(true)\n", "p = plot(0:T2, [c1 c2 b1 b2], layout = (2, 1),\n", " color = [:green :green :blue :blue],\n", " label = [\"consumption\" \"consumption\" \"debt\" \"debt\"])\n", "t = [\"impulse-response, transitory income shock\"\n", " \"impulse-response, permanent income shock\"]\n", "plot!(title = reshape(t, 1, length(t)), xlabel = \"Time\", ylims = (-L, L),\n", " legend = [:topright :bottomright])\n", "vline!([S S], color = :black, layout = (2, 1), label = \"\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example 2\n", "\n", "Assume now that at time $ t $ the consumer observes $ y_t $, and its history up to $ t $, but not $ z_t $.\n", "\n", "Under this assumption, it is appropriate to use an *innovation representation* to form $ A, C, U $ in [(18)](#equation-sprob16abcd).\n", "\n", "The discussion in sections 2.9.1 and 2.11.3 of [[LS18]](../zreferences.html#ljungqvist2012) shows that the pertinent state space representation for $ y_t $ is\n", "\n", "$$\n", "\\begin{aligned}\n", " \\begin{bmatrix}\n", " y_{t+1} \\\\\n", " a_{t+1}\n", " \\end{bmatrix}\n", " & =\n", " \\begin{bmatrix}\n", " 1 & -(1 - K) \\\\\n", " 0 & 0\n", " \\end{bmatrix}\n", " \\begin{bmatrix}\n", " y_t \\\\\n", " a_t\n", " \\end{bmatrix}\n", " +\n", " \\begin{bmatrix}\n", " 1 \\\\\n", " 1\n", " \\end{bmatrix}\n", " a_{t+1}\n", " \\\\\n", " y_t\n", " & =\n", " \\begin{bmatrix}\n", " 1 & 0\n", " \\end{bmatrix}\n", " \\begin{bmatrix}\n", " y_t \\\\\n", " a_t\n", " \\end{bmatrix}\n", "\\end{aligned}\n", "$$\n", "\n", "where\n", "\n", "- $ K := $ the stationary Kalman gain \n", "- $ a_t := y_t - E [ y_t \\,|\\, y_{t-1}, \\ldots, y_0] $ \n", "\n", "\n", "In the same discussion in [[LS18]](../zreferences.html#ljungqvist2012) it is shown that $ K \\in [0,1] $ and that $ K $ increases as $ \\sigma_1/\\sigma_2 $ does.\n", "\n", "In other words, $ K $ increases as the ratio of the standard deviation of the permanent shock to that of the transitory shock increases.\n", "\n", "Please see [first look at the Kalman filter](../tools_and_techniques/kalman.html).\n", "\n", "Applying formulas [(18)](#equation-sprob16abcd) implies\n", "\n", "\n", "\n", "$$\n", "c_{t+1} - c_t = [1-\\beta(1-K) ] a_{t+1} \\tag{28}\n", "$$\n", "\n", "where the endowment process can now be represented in terms of the univariate innovation to $ y_t $ as\n", "\n", "\n", "\n", "$$\n", "y_{t+1} - y_t = a_{t+1} - (1-K) a_t \\tag{29}\n", "$$\n", "\n", "Equation [(29)](#equation-incomemaar) indicates that the consumer regards\n", "\n", "- fraction $ K $ of an innovation $ a_{t+1} $ to $ y_{t+1} $ as *permanent* \n", "- fraction $ 1-K $ as purely transitory \n", "\n", "\n", "The consumer permanently increases his consumption by the full amount of his estimate of the permanent part of $ a_{t+1} $, but by only $ (1-\\beta) $ times his estimate of the purely transitory part of $ a_{t+1} $.\n", "\n", "Therefore, in total he permanently increments his consumption by a fraction $ K + (1-\\beta) (1-K) = 1 - \\beta (1-K) $ of $ a_{t+1} $.\n", "\n", "He saves the remaining fraction $ \\beta (1-K) $.\n", "\n", "According to equation [(29)](#equation-incomemaar), the first difference of income is a first-order moving average.\n", "\n", "Equation [(28)](#equation-consexample2) asserts that the first difference of consumption is iid.\n", "\n", "Application of formula to this example shows that\n", "\n", "\n", "\n", "$$\n", "b_{t+1} - b_t = (K-1) a_t \\tag{30}\n", "$$\n", "\n", "This indicates how the fraction $ K $ of the innovation to $ y_t $ that is regarded as permanent influences the fraction of the innovation that is saved." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further Reading\n", "\n", "The model described above significantly changed how economists think about\n", "consumption.\n", "\n", "While Hall’s model does a remarkably good job as a first approximation to consumption data, it’s widely believed that it doesn’t capture important aspects of some consumption/savings data.\n", "\n", "For example, liquidity constraints and precautionary savings appear to be present sometimes.\n", "\n", "Further discussion can be found in, e.g., [[HM82]](../zreferences.html#hallmishkin1982), [[Par99]](../zreferences.html#parker1999), [[Dea91]](../zreferences.html#deaton1991), [[Car01]](../zreferences.html#carroll2001).\n", "\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Appendix: the Euler Equation\n", "\n", "Where does the first order condition [(5)](#equation-sprob4) come from?\n", "\n", "Here we’ll give a proof for the two period case, which is representative of\n", "the general argument.\n", "\n", "The finite horizon equivalent of the no-Ponzi condition is that the agent\n", "cannot end her life in debt, so $ b_2 = 0 $.\n", "\n", "From the budget constraint [(2)](#equation-sprob2) we then have\n", "\n", "$$\n", "c_0 = \\frac{b_1}{1 + r} - b_0 + y_0\n", "\\quad \\text{and} \\quad\n", "c_1 = y_1 - b_1\n", "$$\n", "\n", "Here $ b_0 $ and $ y_0 $ are given constants.\n", "\n", "Substituting these constraints into our two period objective $ u(c_0) + \\beta \\mathbb{E}_0 [u(c_1)] $ gives\n", "\n", "$$\n", "\\max_{b_1}\n", " \\left\\{\n", " u \\left(\\frac{b_1}{R} - b_0 + y_0 \\right)\n", " + \\beta \\, \\mathbb{E}_0 [ u (y_1 - b_1) ]\n", "\\right\\}\n", "$$\n", "\n", "You will be able to verify that the first order condition is\n", "\n", "$$\n", "u'(c_0) = \\beta R \\,\\mathbb{E}_0 [u'(c_1)]\n", "$$\n", "\n", "Using $ \\beta R = 1 $ gives [(5)](#equation-sprob4) in the two period case.\n", "\n", "The proof for the general case is similar." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Footnotes**\n", "\n", "

[1] A linear marginal utility is essential for deriving [(6)](#equation-sprob5) from [(5)](#equation-sprob4). Suppose instead that we had imposed the following more standard assumptions on the utility function: $ u'(c) >0, u''(c)<0, u'''(c) > 0 $ and required that $ c \\geq 0 $. The Euler equation remains [(5)](#equation-sprob4). But the fact that $ u''' <0 $ implies via Jensen’s inequality that $ \\mathbb{E}_t [u'(c_{t+1})] > u'(\\mathbb{E}_t [c_{t+1}]) $. This inequality together with [(5)](#equation-sprob4) implies that $ \\mathbb{E}_t [c_{t+1}] > c_t $ (consumption is said to be a ‘submartingale’), so that consumption stochastically diverges to $ +\\infty $. The consumer’s savings also diverge to $ +\\infty $.\n", "\n", "

[2] An optimal decision rule is a map from current state into current actions—in this case, consumption.\n", "\n", "

[3] Representation [(3)](#equation-sprob15ab) implies that $ d(L) = U (I - A L)^{-1} C $.\n", "\n", "

[4] This would be the case if, for example, the [spectral radius](../tools_and_techniques/linear_algebra.html#la-neumann-remarks) of $ A $ is strictly less than one.\n", "\n", "

[5] A moving average representation for a process $ y_t $ is said to be **fundamental** if the linear space spanned by $ y^t $ is equal to the linear space spanned by $ w^t $. A time-invariant innovations representation, attained via the Kalman filter, is by construction fundamental.\n", "\n", "

[6] See [[JYC88]](../zreferences.html#campbellshiller88), [[LL01]](../zreferences.html#lettlud2001), [[LL04]](../zreferences.html#lettlud2004) for interesting applications of related ideas." ] } ], "metadata": { "date": 1591310616.7723167, "download_nb": 1, "download_nb_path": "https://julia.quantecon.org/", "filename": "perm_income.rst", "filename_with_path": "dynamic_programming/perm_income", "kernelspec": { "display_name": "Julia 1.4.2", "language": "julia", "name": "julia-1.4" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "1.4.2" }, "title": "Optimal Savings I: The Permanent Income Model" }, "nbformat": 4, "nbformat_minor": 2 }