{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Stochastic Optimal Economic Growth Model\n", "\n", "**Randall Romero Aguilar, PhD**\n", "\n", "This demo is based on the original Matlab demo accompanying the Computational Economics and Finance 2001 textbook by Mario Miranda and Paul Fackler.\n", "\n", "Original (Matlab) CompEcon file: **demdp07.m**\n", "\n", "Running this file requires the Python version of CompEcon. This can be installed with pip by running\n", "\n", " !pip install compecon --upgrade\n", "\n", "Last updated: 2022-Oct-23\n", "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## About\n", "\n", "Welfare maximizing social planner must decide how much society should consume and invest. Unlike the deterministic model, this model allows arbitrary constant relative risk aversion, capital depreciation, and stochastic production shocks. It lacks a known closed-form solution.\n", "\n", "- States\n", " - s stock of wealth\n", "- Actions\n", " - k capital investment\n", "- Parameters\n", " - ɑ relative risk aversion\n", " - β capital production elasticity\n", " - ɣ capital survival rate\n", " - σ production shock volatility\n", " - δ discount factor" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from compecon import BasisChebyshev, DPmodel, DPoptions, qnwlogn\n", "import seaborn as sns\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "α, β, γ, σ, δ = 0.2, 0.5, 0.9, 0.1, 0.9" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analytic results\n", "\n", "The deterministic steady-state values for this model are" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "kstar = ((1 - δ*γ)/(δ*β))**(1/(β-1)) # steady-state capital investment\n", "\n", "sstar = γ*kstar + kstar**β # steady-state wealth" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Numeric results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### State space\n", "The state variable is s=\"Wealth\", which we restrict to $s\\in[5, 10]$. \n", "\n", "Here, we represent it with a Chebyshev basis, with $n=10$ nodes." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "n, smin, smax = 10, 5, 10\n", "basis = BasisChebyshev(n, smin, smax, labels=['Wealth'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Continuous state shock distribution" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "m = 5\n", "e, w = qnwlogn(m, -σ**2/2,σ**2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Action space\n", "The choice variable k=\"Investment\" must be nonnegative." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def bounds(s, i=None, j=None):\n", " return np.zeros_like(s), 0.99*s" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Reward function\n", "The reward function is the utility of consumption=$s-k$." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def reward(s, k, i=None, j=None):\n", " sk = s - k\n", " u = sk**(1-α) / (1-α)\n", " ux= -sk **(-α)\n", " uxx = -α * sk**(-1-α)\n", " return u, ux, uxx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### State transition function\n", "Next period, wealth will be equal to production from available initial capital $k$, that is $s' = k^\\beta$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def transition(s, k, i=None, j=None, in_=None, e=None):\n", " g = γ * k + e * k**β\n", " gx = γ + β*e * k**(β-1)\n", " gxx = β*(β-1)*e * k**(β-2)\n", " return g, gx, gxx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model structure\n", "The value of wealth $s$ satisfies the Bellman equation\n", "\\begin{equation*}\n", "V(s) = \\max_k\\left\\{\\log(s-k) + \\delta V(k^\\beta) \\right\\}\n", "\\end{equation*}\n", "\n", "To solve and simulate this model,use the CompEcon class `DPmodel`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "growth_model = DPmodel(basis, reward, transition, bounds,e=e,w=w,\n", " x=['Investment'],\n", " discount=δ )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solving the model\n", "\n", "Solving the growth model by collocation." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solving infinite-horizon model collocation equation by Newton's method\n", "iter change time \n", "------------------------------\n", " 0 8.2e+00 0.0099\n", " 1 9.6e+00 0.0932\n", " 2 2.2e+00 0.1444\n", " 3 3.8e-02 0.1826\n", " 4 7.0e-06 0.2109\n", " 5 7.1e-15 0.2169\n", "Elapsed Time = 0.22 Seconds\n" ] } ], "source": [ "S = growth_model.solve()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`DPmodel.solve` returns a pandas `DataFrame` with the following data:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are also interested in the shadow price of wealth (the first derivative of the value function).\n", "\n", "To analyze the dynamics of the model, it also helps to compute the optimal change of wealth." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WealthvalueresidInvestmentshadow priceD.Wealth
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5.2020205.20202017.994283-2.583509e-094.1367000.9874250.554898
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" ], "text/plain": [ " Wealth value resid Investment shadow price \\\n", "Wealth \n", "5.000000 5.000000 17.793592 4.324104e-09 3.997670 0.999535 \n", "5.050505 5.050505 17.843995 -1.837417e-09 4.032514 0.996440 \n", "5.101010 5.101010 17.894243 -4.078490e-09 4.067300 0.993391 \n", "5.151515 5.151515 17.944339 -3.954334e-09 4.102028 0.990386 \n", "5.202020 5.202020 17.994283 -2.583509e-09 4.136700 0.987425 \n", "\n", " D.Wealth \n", "Wealth \n", "5.000000 0.597321 \n", "5.050505 0.586869 \n", "5.101010 0.576314 \n", "5.151515 0.565657 \n", "5.202020 0.554898 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "S['shadow price'] = growth_model.Value(S['Wealth'],1)\n", "S['D.Wealth'] = transition(S['Wealth'], S['Investment'],e=1)[0] - S['Wealth']\n", "S.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Solving the model by Linear-Quadratic Approximation\n", "The DPmodel.lqapprox solves the linear-quadratic approximation, in this case arround the steady-state. It returns a LQmodel which works similar to the DPmodel object.\n", "We also compute the shadow price and the approximation error to compare these results to the collocation results." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WealthInvestmentvaluevalue_WealthWealth_nextshadow priceD.Wealth
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5.0307795.0307793.46191317.9232860.9118085.0307810.9118081.397911e-06
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5.7322335.7322334.09322118.5604590.9049125.7322340.9049129.876423e-07
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7.1089147.1089145.33223319.7969200.8913807.1089140.8913801.824439e-07
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" ], "text/plain": [ " Wealth Investment value value_Wealth Wealth_next \\\n", "Wealth \n", "5.030779 5.030779 3.461913 17.923286 0.911808 5.030781 \n", "5.272484 5.272484 3.679447 18.143387 0.909432 5.272485 \n", "5.732233 5.732233 4.093221 18.560459 0.904912 5.732234 \n", "6.365024 6.365024 4.662732 19.131111 0.898692 6.365024 \n", "7.108914 7.108914 5.332233 19.796920 0.891380 7.108914 \n", "\n", " shadow price D.Wealth \n", "Wealth \n", "5.030779 0.911808 1.397911e-06 \n", "5.272484 0.909432 1.256542e-06 \n", "5.732233 0.904912 9.876423e-07 \n", "6.365024 0.898692 6.175332e-07 \n", "7.108914 0.891380 1.824439e-07 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "growth_lq = growth_model.lqapprox(sstar, kstar)\n", "L = growth_lq.solution(basis.nodes)\n", "L['shadow price'] = L['value_Wealth']\n", "L['D.Wealth'] = L['Wealth_next']- L['Wealth']\n", "L.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Optimal Policy" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig1, ax = plt.subplots() \n", "ax.set(title='Optimal Investment Policy', xlabel='Wealth', ylabel='Investment')\n", "ax.plot(S.Investment, label='Chebychev Collocation')\n", "ax.plot(L.Investment, label='L-Q Approximation')\n", "\n", "ax.plot(sstar, kstar,'wo')\n", "ax.annotate(f\"$s^*$ = {sstar:.2f}\\n$k^*$ = {kstar:.2f}\",[sstar, kstar],va='top')\n", "ax.legend(loc= 'upper left');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Value Function" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig2, ax = plt.subplots() \n", "ax.set(title='Value Function', xlabel='Wealth', ylabel='Value')\n", "ax.plot(S.value, label='Chebychev Collocation')\n", "ax.plot(L.value, label='L-Q Approximation')\n", "ax.legend(loc= 'upper left');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Shadow Price Function" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig3, ax = plt.subplots() \n", "ax.set(title='Shadow Price Function', xlabel='Wealth', ylabel='Shadow Price')\n", "ax.plot(S['shadow price'], label='Chebychev Collocation')\n", "ax.plot(L['shadow price'], label='L-Q Approximation')\n", "ax.legend(loc= 'upper right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Chebychev Collocation Residual" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig4, ax = plt.subplots() \n", "ax.set(title='Bellman Equation Residual', xlabel='Wealth', ylabel='Residual')\n", "ax.axhline(0, color='w')\n", "ax.plot(S[['resid']])\n", "ax.scatter(basis.nodes[0], np.zeros_like(basis.nodes[0]), color='C1')\n", "ax.ticklabel_format(style='sci', axis='y', scilimits=(-1,1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Wealth dynamics\n", "\n", "Notice how the steady-state is stable in the Chebyshev collocation solution, but unstable in the linear-quadratic approximation. In particular, simulated paths of wealth in the L-Q approximation will converge to zero, unless the initial states is within a small neighborhood of the steady-state." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig5, ax = plt.subplots() \n", "ax.set(title='Wealth dynamics', xlabel='Wealth', ylabel='Wealth change')\n", "ax.plot(S['D.Wealth'], label='Chebychev Collocation')\n", "ax.plot(L['D.Wealth'], label='L-Q Approximation')\n", "ax.axhline(0, linestyle=':')\n", "ax.plot(sstar, 0, 'wo')\n", "ax.annotate(f\"$s^*$ = {sstar:.2f}\\n$\\Delta s^*$ = 0.00\",[sstar, 0], va='bottom')\n", "plt.legend(loc= 'lower left');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulating the model\n", "\n", "We simulate 21 periods of the model starting from $s=s_{\\min}$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "T = 21\n", "nrep = 50_000\n", "data = growth_model.simulate(T, np.tile(smin,nrep))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulated State and Policy Paths" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "subdata = data.query('_rep < 100')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(21, 7.386897506925211, 'steady-state wealth\\n = 7.42')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig6, ax = plt.subplots() \n", "ax.set(title='Simulated and Expected Wealth', \n", " xlabel='Period', \n", " ylabel='Wealth', \n", " xlim=[0, T + 0.5])\n", "\n", "ax.plot(data[['time','Wealth']].groupby('time').mean())\n", "ax.plot(subdata.pivot('time','_rep','Wealth'), lw=1, color='C0', alpha=0.2)\n", "ax.annotate(f'steady-state wealth\\n = {sstar:.2f}', [T, sstar-0.03], color='C0', va='top', ha='right')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Text(21, 5.579418282548479, 'steady-state investment\\n = 7.42')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig7, ax = plt.subplots() \n", "ax.set(title='Simulated and Expected Investment',\n", " xlabel='Period', \n", " ylabel='Investment',\n", " xlim=[0, T + 0.5], \n", " xticks=range(0,T+1,5))\n", "\n", "ax.plot(data[['time','Investment']].groupby('time').mean(), color='C1')\n", "ax.plot(subdata.pivot('time','_rep','Investment'),lw=1, color='C1', alpha=0.2)\n", "\n", "ax.annotate(f'steady-state investment\\n = {sstar:.2f}', [T, kstar-0.03], color='C1', va='top', ha='right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ergodic Wealth Distribution" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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time_repWealthInvestment
10500002107.3267975.551655
10500012116.8744125.256752
10500022127.2585435.507353
10500032137.3964515.596796
10500042147.5341925.685864
...............
109999521499957.4959915.661188
109999621499967.2836515.523658
109999721499977.8496445.888873
109999821499988.1630806.089300
109999921499997.6918875.787515
\n", "

50000 rows × 4 columns

\n", "
" ], "text/plain": [ " time _rep Wealth Investment\n", "1050000 21 0 7.326797 5.551655\n", "1050001 21 1 6.874412 5.256752\n", "1050002 21 2 7.258543 5.507353\n", "1050003 21 3 7.396451 5.596796\n", "1050004 21 4 7.534192 5.685864\n", "... ... ... ... ...\n", "1099995 21 49995 7.495991 5.661188\n", "1099996 21 49996 7.283651 5.523658\n", "1099997 21 49997 7.849644 5.888873\n", "1099998 21 49998 8.163080 6.089300\n", "1099999 21 49999 7.691887 5.787515\n", "\n", "[50000 rows x 4 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.query(\"time == @T\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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WealthInvestment
Deterministic Steady-State7.4168985.609418
Ergodic Means7.4114435.605683
Ergodic Standard Deviations0.3423520.221515
\n", "
" ], "text/plain": [ " Wealth Investment\n", "Deterministic Steady-State 7.416898 5.609418\n", "Ergodic Means 7.411443 5.605683\n", "Ergodic Standard Deviations 0.342352 0.221515" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "subdata = data.query(\"time == @T\")[['Wealth','Investment']]\n", "stats =pd.DataFrame({'Deterministic Steady-State': [sstar, kstar],\n", " 'Ergodic Means': subdata.mean(),\n", " 'Ergodic Standard Deviations': subdata.std()}).T\n", "stats" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig8, ax = plt.subplots()\n", "\n", "ax.set(title='Ergodic Wealth and Investment Distribution',\n", " xlabel='Wealth',\n", " ylabel='Probability',\n", " xlim=[4.5, 9.5])\n", "\n", "sns.kdeplot(subdata['Wealth'], ax=ax, label='Wealth')\n", "sns.kdeplot(subdata['Investment'], ax=ax, label='Investment')\n", "ax.legend();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.7 ('base')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "vscode": { "interpreter": { "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186" } } }, "nbformat": 4, "nbformat_minor": 1 }