{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Solow Growth Model \n", "\n", "Factor accumulation:\n", "\n", ">(1) $\\frac{dL_t}{dt} = nL_t$\n", "\n", ">(2) $\\frac{dE_t}{dt} = gE_t$\n", "\n", ">(3) $\\frac{dK_t}{dt} = sY_t - δK_t$\n", "\n", "Production function:\n", "\n", ">(4) $Y_t = K_t^α(L_tE_t)^{(1-α)}$\n", "\n", "Definition of capital-output ratio:\n", "\n", ">(5) $κ_t = \\frac{K_t}{Y_t}$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Solving for the rate of change of the capital-output ratio:\n", "\n", ">(6) $Y_t = κ_t^{(α/(1-α))}(L_tE_t)$\n", "\n", ">(7) $\\frac{1}{K_t}\\frac{dK_t}{dt} = \\frac{s}{κ_t} - δ$\n", "\n", ">(8) $\\frac{1}{Y_t}\\frac{dY_t}{dt} = α \\left( \\frac{1}{K_t}\\frac{dK_t}{dt} \\right) + (1-α)(n+g)$\n", "\n", ">(9) $\\frac{1}{κ_t}\\frac{dκ_t}{dt} = \\frac{1}{K_t}\\frac{dK_t}{dt} - α \\left( \\frac{1}{K_t}\\frac{dK_t}{dt} \\right) - (1-α)(n+g)$\n", "\n", ">(10) $\\frac{1}{κ_t}\\frac{dκ_t}{dt} = (1- α) \\left( \\frac{1}{K_t}\\frac{dK_t}{dt} \\right) - (1-α)(n+g)$\n", "\n", ">(11) $\\frac{1}{κ_t}\\frac{dκ_t}{dt} = (1- α) \\left( \\frac{s}{κ_t} - δ \\right) - (1-α)(n+g)$\n", "\n", ">(12) $\\frac{dκ_t}{dt} = (1- α) \\left( s - (n+g+δ)κ_t \\right)$\n", "\n", "Integrating:\n", "\n", ">(13) $κ_t = \\frac{s}{n+g+δ} + e^{-(1-α)(n+g+δ)t} \\left[ κ_0 - \\frac{s}{n+g+δ} \\right]$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Discretizing for a difference model:\n", "\n", ">(14) $κ_{t+1} = κ_t + \\left[ \\frac{1 - e^{-(1-α)(n+g+δ)}}{n+g+δ} \\right] \\left( s - (n+g+δ)κ_t \\right)$\n", "\n", ">(15) $1 - α' = (1 - α) [ 1 - \\frac{(1-α)(n+g+δ)}{2} + \\frac{(1-α)^2(n+g+δ)^2}{6} - ... ]$\n", "\n", ">(16) $κ_{t+1} = κ_t + (1- α') \\left( s - (n+g+δ)κ_t \\right)$" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "class Solow_delong:\n", " \n", " \"\"\" \n", " Implements the Solow growth model calculation of the \n", " capital-output ratio κ and other model variables\n", " using the update rule:\n", " \n", " κ_{t+1} = κ_t + ( 1 - α) ( s - (n+g+δ)κ_t )\n", " \n", " Built upon and modified from Stachurski-Sargeant \n", " class **Solow** \n", " \n", " \"\"\"\n", " \n", " def __init__(self, n=0.01, # population growth rate\n", " s=0.20, # savings rate\n", " δ=0.03, # depreciation rate\n", " α=1/3, # share of capital\n", " g=0.01, # productivity\n", " κ=0.2/(.01+.01+.03), # current capital-labor ratio\n", " E=1.0, # current efficiency of labor\n", " L=1.0): # current labor force \n", "\n", " self.n, self.s, self.δ, self.α, self.g = n, s, δ, α, g\n", " self.κ, self.E, self.L = κ, E, L\n", " self.Y = self.κ**(self.α/(1-self.α))*self.E*self.L\n", " self.K = self.κ * self.Y\n", " self.y = self.Y/self.L\n", " self.α1 = 1-((1-np.exp((self.α-1)*(self.n+self.g+self.δ)))/(self.n+self.g+self.δ))\n", " self.initdata = vars(self).copy()\n", " \n", " def calc_next_period_kappa(self):\n", " \"Calculate the next period capital-output ratio.\"\n", " # Unpack parameters (get rid of self to simplify notation)\n", " n, s, δ, α1, g, κ= self.n, self.s, self.δ, self.α1, self.g, self.κ\n", " # Apply the update rule\n", " return (κ + (1 - α1)*( s - (n+g+δ)*κ ))\n", "\n", " def calc_next_period_E(self):\n", " \"Calculate the next period efficiency of labor.\"\n", " # Unpack parameters (get rid of self to simplify notation)\n", " E, g = self.E, self.g\n", " # Apply the update rule\n", " return (E * np.exp(g))\n", "\n", " def calc_next_period_L(self):\n", " \"Calculate the next period labor force.\"\n", " # Unpack parameters (get rid of self to simplify notation)\n", " n, L = self.n, self.L\n", " # Apply the update rule\n", " return (L*np.exp(n))\n", "\n", " def update(self):\n", " \"Update the current state.\"\n", " self.κ = self.calc_next_period_kappa()\n", " self.E = self.calc_next_period_E()\n", " self.L = self.calc_next_period_L()\n", " self.Y = self.κ**(self.α/(1-self.α))*self.E*self.L\n", " self.K = self.κ * self.Y\n", " self.y = self.Y/self.L\n", "\n", " def steady_state(self):\n", " \"Compute the steady state value of the capital-output ratio.\"\n", " # Unpack parameters (get rid of self to simplify notation)\n", " n, s, δ, g = self.n, self.s, self.δ, self.g\n", " # Compute and return steady state\n", " return (s /(n + g + δ))\n", "\n", " def generate_sequence(self, t, var = 'κ', init = True):\n", " \"Generate and return time series of selected variable. Variable is κ by default. Start from t=0 by default.\"\n", " path = []\n", " \n", " # initialize data \n", " if init == True:\n", " for para in self.initdata:\n", " setattr(self, para, self.initdata[para])\n", "\n", " for i in range(t):\n", " path.append(vars(self)[var])\n", " self.update()\n", " return path" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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