{ "cells": [ { "cell_type": "markdown", "id": "8732de12-d3f2-4a09-8c39-e5c52a5ac94a", "metadata": {}, "source": [ "# Autoregressive Distributed Lag (ARDL) models\n", "\n", "\n", "## ARDL Models\n", "\n", "Autoregressive Distributed Lag (ARDL) models extend Autoregressive models with lags of explanatory variables. While ARDL models are technically AR-X models, the key difference is that ARDL models focus on the exogenous variables and selecting the correct lag structure from both the endogenous variable and the exogenous variables. ARDL models are also closely related to Vector Autoregressions, and a single ARDL is effectively one row of a VAR. The key distinction is that an ARDL assumes that the exogenous variables are exogenous in the sense that it is not necessary to include the endogenous variable as a predictor of the exogenous variables.\n", "\n", "The full specification of ARDL models is\n", "\n", "$$\n", "Y_t = \\underset{\\text{Constant and Trend}}{\\underbrace{\\delta_0 + \\delta_1 t + \\ldots + \\delta_k t^k}} \n", " + \\underset{\\text{Seasonal}}{\\underbrace{\\sum_{i=0}^{s-1} \\gamma_i S_i}}\n", " + \\underset{\\text{Autoregressive}}{\\underbrace{\\sum_{p=1}^P \\phi_p Y_{t-p}}}\n", " + \\underset{\\text{Distributed Lag}}{\\underbrace{\\sum_{k=1}^M \\sum_{j=0}^{Q_k} \\beta_{k,j} X_{k, t-j}}}\n", " + \\underset{\\text{Fixed}}{\\underbrace{Z_t \\Gamma}} + \\epsilon_t\n", "$$\n", "\n", "The terms in the model are:\n", "\n", "* $\\delta_i$: constant and deterministic time regressors. Set using trend.\n", "* $S_i$ are seasonal dummies which are included if seasonal=True.\n", "* $X_{k,t-j}$ are the exogenous regressors. There are a number of formats that can be used to specify which lags are included. Note that the included lag lengths do no need to be the same. If causal=True, then the lags start with lag 1. Otherwise lags begin with 0 so that the model included the contemporaneous relationship between $Y_t$ and $X_t$.\n", "* $Z_t$ are any other fixed regressors that are not part of the distributed lag specification. In practice these regressors may be included when they do no contribute to the long run-relationship between $Y_t$ and the vector of exogenous variables $X_t$.\n", "* $\\{\\epsilon_t\\}$ is assumed to be a White Noise process" ] }, { "cell_type": "code", "execution_count": 1, "id": "f7bb53a8-63a9-4f11-a9db-eb09280d457d", "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:38:47.822704Z", "iopub.status.busy": "2021-11-12T23:38:47.822195Z", "iopub.status.idle": "2021-11-12T23:38:49.246392Z", "shell.execute_reply": "2021-11-12T23:38:49.246807Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "sns.set_style(\"darkgrid\")\n", "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", "sns.mpl.rc(\"font\", size=14)" ] }, { "cell_type": "markdown", "id": "f2df3123-3ef9-4bc5-bc3f-c2d3f2fe945d", "metadata": {}, "source": [ "### Data\n", "\n", "This notebook makes use of money demand data from Denmark, as first used in S. Johansen and K. Juselius (1990). The key variables are:\n", "\n", "* lrm: Log of real money measured using M2\n", "* lry: Log of real income\n", "* ibo: Interest rate on bonds\n", "* ide: Interest rate of bank deposits\n", "\n", "The standard model uses lrm as the dependent variable and the other three as exogenous drivers.\n", "\n", "Johansen, S. and Juselius, K. (1990), Maximum Likelihood Estimation and Inference on Cointegration – with Applications to the Demand for Money, Oxford Bulletin of Economics and Statistics, 52, 2, 169–210.\n", "\n", "We start by loading the data and examining it." ] }, { "cell_type": "code", "execution_count": 2, "id": "e835b518-53f6-45de-9c93-d397eaa08831", "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:38:49.252464Z", "iopub.status.busy": "2021-11-12T23:38:49.251974Z", "iopub.status.idle": "2021-11-12T23:38:49.531444Z", "shell.execute_reply": "2021-11-12T23:38:49.531843Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
lrmlryiboide
period
1986-07-0112.0561896.0989920.1115000.067941
1986-10-0112.0716286.0807060.1142670.075396
1987-01-0112.0279526.0611750.1193330.076653
1987-04-0112.0397886.0637300.1173330.076259
1987-07-0112.0152946.0508300.1189670.075163
\n", "
" ], "text/plain": [ " lrm lry ibo ide\n", "period \n", "1986-07-01 12.056189 6.098992 0.111500 0.067941\n", "1986-10-01 12.071628 6.080706 0.114267 0.075396\n", "1987-01-01 12.027952 6.061175 0.119333 0.076653\n", "1987-04-01 12.039788 6.063730 0.117333 0.076259\n", "1987-07-01 12.015294 6.050830 0.118967 0.075163" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from statsmodels.datasets.danish_data import load\n", "from statsmodels.tsa.api import ARDL\n", "from statsmodels.tsa.ardl import ardl_select_order\n", "\n", "data = load().data\n", "data = data[[\"lrm\", \"lry\", \"ibo\", \"ide\"]]\n", "data.tail()" ] }, { "cell_type": "markdown", "id": "32139ec2-4e69-4e53-a5b9-a6aef64edefe", "metadata": {}, "source": [ "We plot the demeaned data so that all series appear on the same scale. The lrm series appears to be non-stationary, as does lry. The stationarity of the other two is less obvious." ] }, { "cell_type": "code", "execution_count": 3, "id": "6ca52a18-3752-4c65-9043-6c91ba543d44", "metadata": { "execution": { "iopub.execute_input": "2021-11-12T23:38:49.538989Z", "iopub.status.busy": "2021-11-12T23:38:49.538484Z", "iopub.status.idle": "2021-11-12T23:38:49.913265Z", "shell.execute_reply": "2021-11-12T23:38:49.913690Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "