{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Cash-in-Advance Model\n", "\n", "Replicate CIA model from Chapter 4 of [Monetary Theory and Policy, 2nd edition](https://mitpress.mit.edu/books/monetary-theory-and-policy-second-edition) by Carl Walsh." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import numpy, pandas, linearsolve, scipy.optimize, matplotlib.pyplot\n", "import numpy as np\n", "import pandas as pd\n", "import linearsolve as ls\n", "from scipy.optimize import root\n", "import matplotlib.pyplot as plt\n", "plt.style.use('classic')\n", "plt.rcParams['figure.facecolor'] = 'white'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "alpha = 0.36\n", "beta = 0.989\n", "delta = 0.019\n", "eta = 1\n", "psi = 1.34\n", "sigma = 2\n", "A = 1\n", "\n", "rhoa = 0.95\n", "gamma = 0.8\n", "phi=0.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute exact steady state" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "r_ss = 1/beta\n", "yk_ss= 1/alpha*(r_ss-1+delta)\n", "ck_ss = yk_ss-delta\n", "\n", "def func(n):\n", " '''Funciton to compute steady state labor'''\n", " return (1-alpha)/psi*beta*yk_ss**((sigma-alpha)/(1-alpha))*ck_ss**(-sigma) - (1-n)**-eta*n**sigma\n", "\n", "n_ss = root(func,0.3)['x'][0]\n", "\n", "nk_ss = (yk_ss)**(1/(1-alpha))\n", "\n", "k_ss = n_ss/nk_ss\n", "y_ss = yk_ss*k_ss\n", "\n", "c_ss = ck_ss*k_ss\n", "m_ss = c_ss\n", "a_ss = 1\n", "u_ss = 1\n", "pi_ss = 1\n", "\n", "lam_ss = beta*c_ss**-sigma\n", "mu_ss = (1-beta)*c_ss**-sigma\n", "\n", "# Store steady state values in a list\n", "ss = [a_ss,u_ss,m_ss,k_ss,pi_ss,r_ss,n_ss,c_ss,lam_ss,mu_ss,y_ss]\n", "\n", "# Load parameter values into a Pandas Series\n", "parameters = pd.Series({\n", " 'alpha':alpha,\n", " 'beta':beta,\n", " 'delta':delta,\n", " 'eta':eta,\n", " 'psi':psi,\n", " 'sigma':sigma,\n", " 'rhoa':rhoa,\n", " 'gamma':gamma,\n", " 'phi':phi,\n", " 'n_ss':n_ss,\n", " 'yk_ss':yk_ss,\n", " 'ck_ss':ck_ss\n", "})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manually log-linearized model\n", "\n", "Solve and simulate the log-linearized model." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define function to compute equilibrium conditions\n", "def equations(variables_forward,variables_current,parameters):\n", " \n", " # Parameters \n", " p = parameters\n", " \n", " # Variables\n", " fwd = variables_forward\n", " cur = variables_current\n", " \n", " # Household Euler equation\n", " foc1 = p.alpha*cur.k+(1-p.alpha)*cur.n + fwd.a - cur.y\n", " foc2 = p.ck_ss*fwd.m + fwd.k - (1-p.delta)*cur.k - p.yk_ss*cur.y\n", " foc3 = p.alpha*p.yk_ss*(fwd.y - fwd.k) - cur.r\n", " foc4 = fwd.lam + cur.r - cur.lam\n", " foc5 = (1+p.eta*p.n_ss/(1-p.n_ss))*cur.n - cur.y - cur.lam\n", " foc6 = cur.r + fwd.pi - cur.rn\n", " foc7 = -p.sigma*fwd.maux-fwd.pi - cur.lam\n", " foc8 = cur.m-cur.pi+cur.u - fwd.m\n", " foc9 = cur.maux - fwd.m\n", " foc10= p.gamma*cur.u+p.phi*fwd.a - fwd.u\n", " foc11= p.rhoa*cur.a - fwd.a\n", " \n", " \n", " # Stack equilibrium conditions into a numpy array\n", " return np.array([\n", " foc1,\n", " foc2,\n", " foc3,\n", " foc4,\n", " foc5,\n", " foc6,\n", " foc7,\n", " foc8,\n", " foc9,\n", " foc10,\n", " foc11,\n", " ])\n", "\n", "# Initialize the model\n", "model = ls.model(equations = equations,\n", " exo_states = ['a', 'u', 'm'],\n", " endo_states = ['k'],\n", " costates=['lam', 'pi', 'rn', 'r', 'n', 'y','maux'],\n", " parameters = parameters)\n", "\n", "# Compute the steady state numerically\n", "guess = 0*np.array([1,1,10,10,1,1,0.5,2,1,1,1])\n", "model.compute_ss(guess,method='fsolve')\n", "\n", "# Construct figure and axes\n", "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(2,1,1)\n", "ax2 = fig.add_subplot(2,1,2)\n", "\n", "# Iterate over different degrees of persistence for money growth shock\n", "for gamma in [0.5,0.8]:\n", " \n", " model.parameters['gamma'] = gamma\n", " \n", " # Solve the model\n", " model.approximate_and_solve()\n", " \n", " # Compute impulse responses and plot. normalize=False required because steady state contains zeros\n", " model.impulse(T=17,t0=1,shocks=None,normalize=False)\n", "\n", " # Plot\n", " y = model.irs['e_u']['y']\n", " n = model.irs['e_u']['n']\n", " rn = model.irs['e_u']['rn']\n", " pi = model.irs['e_u']['pi']\n", " tme=rn.index\n", " \n", " ax1.plot(tme,y*100,lw=3,alpha=0.5,label='y ($\\gamma='+str(gamma)+'$)')\n", " ax1.plot(tme,n*100,'--',lw=3,alpha=0.5,label='n ($\\gamma='+str(gamma)+'$)')\n", " ax1.set_ylabel('Percent')\n", " ax1.grid(True)\n", " ax1.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", " \n", " ax2.plot(tme,rn*100,lw=3,alpha=0.5,label='Rn ($\\gamma='+str(gamma)+'$)')\n", " ax2.plot(tme,pi*100,'--',lw=3,alpha=0.5,label='$\\pi$ ($\\gamma='+str(gamma)+'$)')\n", " ax2.set_ylabel('Percent')\n", " ax2.grid(True)\n", " ax2.legend(loc='center left', bbox_to_anchor=(1, 0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nonlinear model\n", "\n", "Approximate, solve, and simulate the log-linearized model." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Define function to compute equilibrium conditions\n", "def equations(variables_forward,variables_current,parameters):\n", " \n", " # Parameters \n", " p = parameters\n", " \n", " # Variables\n", " fwd = variables_forward\n", " cur = variables_current\n", " \n", " # Household Euler equation\n", " foc_1 = cur.a**p.rhoa - fwd.a\n", " foc_2 = cur.u**p.gamma*cur.a**p.phi - fwd.u\n", " foc_3 = cur.lam+cur.mu - cur.c**-p.sigma\n", " foc_4 = cur.lam*(1-p.alpha)*cur.y/cur.n - p.psi*(1-cur.n)**-p.eta\n", " foc_5 = p.beta*(fwd.lam*cur.Rn)/fwd.pi - cur.lam\n", " \n", " foc_6 = p.beta*(fwd.mu+fwd.lam)/fwd.pi - cur.lam\n", " foc_7 = p.beta*(fwd.lam*(p.alpha*fwd.y/fwd.k+1-p.delta)) - cur.lam\n", " foc_8 = cur.a*cur.k**alpha*cur.n**(1-p.alpha) - cur.y\n", " foc_9 = cur.c+fwd.k-(1-p.delta)*cur.k - cur.y\n", " foc_10 = cur.m/cur.pi*cur.u - fwd.m\n", " \n", " foc_11 = fwd.m - cur.c\n", " \n", " \n", " # Stack equilibrium conditions into a numpy array\n", " return np.array([\n", " foc_1,\n", " foc_2,\n", " foc_3,\n", " foc_4,\n", " foc_5,\n", " foc_6,\n", " foc_7,\n", " foc_8,\n", " foc_9,\n", " foc_10,\n", " foc_11\n", " ])\n", "\n", "# Initialize the model\n", "parameters = parameters[['alpha','beta','delta','eta','psi','sigma','rhoa','gamma','phi']]\n", "\n", "model = ls.model(equations = equations,\n", " exo_states = ['a', 'u', 'm'],\n", " endo_states = ['k'],\n", " costates=['pi','Rn','n','c','lam','mu','y'],\n", " parameters = parameters)\n", "\n", "# Set the steady state using exact values calculated above\n", "model.set_ss(ss)\n", "\n", "# Construct figure and axes\n", "fig = plt.figure(figsize=(12,8))\n", "ax1 = fig.add_subplot(2,1,1)\n", "ax2 = fig.add_subplot(2,1,2)\n", "\n", "# Iterate over different degrees of persistence for money growth shock\n", "for gamma in [0.5,0.8]:\n", " \n", " model.parameters['gamma'] = gamma\n", " \n", " # Find the log-linear approximation around the non-stochastic steady state\n", " model.approximate_and_solve(log_linear=True)\n", "\n", " # Compute impulse responses and plot\n", " model.impulse(T=17,t0=1,shocks=None)\n", "\n", " # Plot\n", " y = model.irs['e_u']['y']\n", " n = model.irs['e_u']['n']\n", " rn = model.irs['e_u']['Rn']\n", " pi = model.irs['e_u']['pi']\n", " tme=rn.index\n", " \n", " ax1.plot(tme,y*100,lw=3,alpha=0.5,label='y ($\\gamma='+str(gamma)+'$)')\n", " ax1.plot(tme,n*100,'--',lw=3,alpha=0.5,label='n ($\\gamma='+str(gamma)+'$)')\n", " ax1.set_ylabel('Percent')\n", " ax1.grid(True)\n", " ax1.legend(loc='lower right')\n", " ax1.legend(loc='center left', bbox_to_anchor=(1, 0.5))\n", "\n", " \n", " ax2.plot(tme,rn*100,lw=3,alpha=0.5,label='Rn ($\\gamma='+str(gamma)+'$)')\n", " ax2.plot(tme,pi*100,'--',lw=3,alpha=0.5,label='$\\pi$ ($\\gamma='+str(gamma)+'$)')\n", " ax2.set_ylabel('Percent')\n", " ax2.grid(True)\n", " ax2.legend(loc='center left', bbox_to_anchor=(1, 0.5))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }