{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Trends and cycles in unemployment\n", "\n", "Here we consider three methods for separating a trend and cycle in economic data. Supposing we have a time series $y_t$, the basic idea is to decompose it into these two components:\n", "\n", "$$\n", "y_t = \\mu_t + \\eta_t\n", "$$\n", "\n", "where $\\mu_t$ represents the trend or level and $\\eta_t$ represents the cyclical component. In this case, we consider a *stochastic* trend, so that $\\mu_t$ is a random variable and not a deterministic function of time. Two of methods fall under the heading of \"unobserved components\" models, and the third is the popular Hodrick-Prescott (HP) filter. Consistent with e.g. Harvey and Jaeger (1993), we find that these models all produce similar decompositions.\n", "\n", "This notebook demonstrates applying these models to separate trend from cycle in the U.S. unemployment rate." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:42.579699Z", "iopub.status.busy": "2023-02-02T19:21:42.578997Z", "iopub.status.idle": "2023-02-02T19:21:43.111120Z", "shell.execute_reply": "2023-02-02T19:21:43.110382Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:43.114610Z", "iopub.status.busy": "2023-02-02T19:21:43.114018Z", "iopub.status.idle": "2023-02-02T19:21:43.936781Z", "shell.execute_reply": "2023-02-02T19:21:43.936046Z" } }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import statsmodels.api as sm\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:43.940799Z", "iopub.status.busy": "2023-02-02T19:21:43.939709Z", "iopub.status.idle": "2023-02-02T19:21:44.132538Z", "shell.execute_reply": "2023-02-02T19:21:44.131841Z" } }, "outputs": [], "source": [ "from pandas_datareader.data import DataReader\n", "endog = DataReader('UNRATE', 'fred', start='1954-01-01')\n", "endog.index.freq = endog.index.inferred_freq" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hodrick-Prescott (HP) filter\n", "\n", "The first method is the Hodrick-Prescott filter, which can be applied to a data series in a very straightforward method. Here we specify the parameter $\\lambda=129600$ because the unemployment rate is observed monthly." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:44.136850Z", "iopub.status.busy": "2023-02-02T19:21:44.135759Z", "iopub.status.idle": "2023-02-02T19:21:44.143583Z", "shell.execute_reply": "2023-02-02T19:21:44.142948Z" } }, "outputs": [], "source": [ "hp_cycle, hp_trend = sm.tsa.filters.hpfilter(endog, lamb=129600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components and ARIMA model (UC-ARIMA)\n", "\n", "The next method is an unobserved components model, where the trend is modeled as a random walk and the cycle is modeled with an ARIMA model - in particular, here we use an AR(4) model. The process for the time series can be written as:\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\mu_t + \\eta_t \\\\\n", "\\mu_{t+1} & = \\mu_t + \\epsilon_{t+1} \\\\\n", "\\phi(L) \\eta_t & = \\nu_t\n", "\\end{align}\n", "$$\n", "\n", "where $\\phi(L)$ is the AR(4) lag polynomial and $\\epsilon_t$ and $\\nu_t$ are white noise." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:44.147554Z", "iopub.status.busy": "2023-02-02T19:21:44.146603Z", "iopub.status.idle": "2023-02-02T19:21:44.992756Z", "shell.execute_reply": "2023-02-02T19:21:44.991739Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================\n", "Dep. Variable: UNRATE No. Observations: 828\n", "Model: random walk Log Likelihood -458.645\n", " + AR(4) AIC 929.289\n", "Date: Thu, 02 Feb 2023 BIC 957.596\n", "Time: 19:21:44 HQIC 940.146\n", "Sample: 01-01-1954 \n", " - 12-01-2022 \n", "Covariance Type: opg \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "sigma2.level 0.0780 0.167 0.468 0.640 -0.249 0.405\n", "sigma2.ar 0.0978 0.169 0.577 0.564 -0.234 0.430\n", "ar.L1 1.0625 0.113 9.434 0.000 0.842 1.283\n", "ar.L2 -0.1773 0.320 -0.554 0.580 -0.805 0.450\n", "ar.L3 0.0910 0.196 0.465 0.642 -0.293 0.475\n", "ar.L4 -0.0222 0.082 -0.270 0.787 -0.183 0.139\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 0.00 Jarque-Bera (JB): 6158821.14\n", "Prob(Q): 0.95 Prob(JB): 0.00\n", "Heteroskedasticity (H): 9.32 Skew: 17.16\n", "Prob(H) (two-sided): 0.00 Kurtosis: 424.37\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] } ], "source": [ "mod_ucarima = sm.tsa.UnobservedComponents(endog, 'rwalk', autoregressive=4)\n", "# Here the powell method is used, since it achieves a\n", "# higher loglikelihood than the default L-BFGS method\n", "res_ucarima = mod_ucarima.fit(method='powell', disp=False)\n", "print(res_ucarima.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unobserved components with stochastic cycle (UC)\n", "\n", "The final method is also an unobserved components model, but where the cycle is modeled explicitly.\n", "\n", "$$\n", "\\begin{align}\n", "y_t & = \\mu_t + \\eta_t \\\\\n", "\\mu_{t+1} & = \\mu_t + \\epsilon_{t+1} \\\\\n", "\\eta_{t+1} & = \\eta_t \\cos \\lambda_\\eta + \\eta_t^* \\sin \\lambda_\\eta + \\tilde \\omega_t \\qquad & \\tilde \\omega_t \\sim N(0, \\sigma_{\\tilde \\omega}^2) \\\\\n", "\\eta_{t+1}^* & = -\\eta_t \\sin \\lambda_\\eta + \\eta_t^* \\cos \\lambda_\\eta + \\tilde \\omega_t^* & \\tilde \\omega_t^* \\sim N(0, \\sigma_{\\tilde \\omega}^2)\n", "\\end{align}\n", "$$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:44.996154Z", "iopub.status.busy": "2023-02-02T19:21:44.995712Z", "iopub.status.idle": "2023-02-02T19:21:45.710083Z", "shell.execute_reply": "2023-02-02T19:21:45.709385Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "=====================================================================================\n", "Dep. Variable: UNRATE No. Observations: 828\n", "Model: random walk Log Likelihood -461.869\n", " + damped stochastic cycle AIC 931.737\n", "Date: Thu, 02 Feb 2023 BIC 950.599\n", "Time: 19:21:45 HQIC 938.972\n", "Sample: 01-01-1954 \n", " - 12-01-2022 \n", "Covariance Type: opg \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "sigma2.level 0.1410 0.022 6.380 0.000 0.098 0.184\n", "sigma2.cycle 0.0281 0.021 1.360 0.174 -0.012 0.069\n", "frequency.cycle 0.3491 0.200 1.745 0.081 -0.043 0.741\n", "damping.cycle 0.7730 0.065 11.806 0.000 0.645 0.901\n", "===================================================================================\n", "Ljung-Box (L1) (Q): 1.64 Jarque-Bera (JB): 6272813.27\n", "Prob(Q): 0.20 Prob(JB): 0.00\n", "Heteroskedasticity (H): 9.33 Skew: 17.34\n", "Prob(H) (two-sided): 0.00 Kurtosis: 428.77\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.10.9/x64/lib/python3.10/site-packages/statsmodels/base/model.py:607: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " warnings.warn(\"Maximum Likelihood optimization failed to \"\n" ] } ], "source": [ "mod_uc = sm.tsa.UnobservedComponents(\n", " endog, 'rwalk',\n", " cycle=True, stochastic_cycle=True, damped_cycle=True,\n", ")\n", "# Here the powell method gets close to the optimum\n", "res_uc = mod_uc.fit(method='powell', disp=False)\n", "# but to get to the highest loglikelihood we do a\n", "# second round using the L-BFGS method.\n", "res_uc = mod_uc.fit(res_uc.params, disp=False)\n", "print(res_uc.summary())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Graphical comparison\n", "\n", "The output of each of these models is an estimate of the trend component $\\mu_t$ and an estimate of the cyclical component $\\eta_t$. Qualitatively the estimates of trend and cycle are very similar, although the trend component from the HP filter is somewhat more variable than those from the unobserved components models. This means that relatively mode of the movement in the unemployment rate is attributed to changes in the underlying trend rather than to temporary cyclical movements." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2023-02-02T19:21:45.714401Z", "iopub.status.busy": "2023-02-02T19:21:45.713369Z", "iopub.status.idle": "2023-02-02T19:21:46.426956Z", "shell.execute_reply": "2023-02-02T19:21:46.426245Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, figsize=(13,5));\n", "axes[0].set(title='Level/trend component')\n", "axes[0].plot(endog.index, res_uc.level.smoothed, label='UC')\n", "axes[0].plot(endog.index, res_ucarima.level.smoothed, label='UC-ARIMA(2,0)')\n", "axes[0].plot(hp_trend, label='HP Filter')\n", "axes[0].legend(loc='upper left')\n", "axes[0].grid()\n", "\n", "axes[1].set(title='Cycle component')\n", "axes[1].plot(endog.index, res_uc.cycle.smoothed, label='UC')\n", "axes[1].plot(endog.index, res_ucarima.autoregressive.smoothed, label='UC-ARIMA(2,0)')\n", "axes[1].plot(hp_cycle, label='HP Filter')\n", "axes[1].legend(loc='upper left')\n", "axes[1].grid()\n", "\n", "fig.tight_layout();" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }