{ "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": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "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": {}, "outputs": [], "source": [ "from pandas_datareader.data import DataReader\n", "endog = DataReader('UNRATE', 'fred', start='1954-01-01')" ] }, { "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": {}, "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": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/travis/build/statsmodels/statsmodels/statsmodels/tsa/base/tsa_model.py:162: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", " % freq, ValueWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "==============================================================================\n", "Dep. Variable: UNRATE No. Observations: 791\n", "Model: random walk Log Likelihood 255.062\n", " + AR(4) AIC -498.124\n", "Date: Tue, 17 Dec 2019 BIC -470.092\n", "Time: 23:38:18 HQIC -487.349\n", "Sample: 01-01-1954 \n", " - 11-01-2019 \n", "Covariance Type: opg \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "sigma2.level 0.0175 0.003 6.405 0.000 0.012 0.023\n", "sigma2.ar 0.0106 0.003 3.515 0.000 0.005 0.016\n", "ar.L1 1.0404 0.066 15.764 0.000 0.911 1.170\n", "ar.L2 0.4727 0.104 4.525 0.000 0.268 0.677\n", "ar.L3 -0.3404 0.127 -2.686 0.007 -0.589 -0.092\n", "ar.L4 -0.1832 0.077 -2.371 0.018 -0.335 -0.032\n", "===================================================================================\n", "Ljung-Box (Q): 75.97 Jarque-Bera (JB): 44.03\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.49 Skew: 0.25\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.05\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": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/travis/build/statsmodels/statsmodels/statsmodels/tsa/base/tsa_model.py:162: ValueWarning: No frequency information was provided, so inferred frequency MS will be used.\n", " % freq, ValueWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " Unobserved Components Results \n", "=====================================================================================\n", "Dep. Variable: UNRATE No. Observations: 791\n", "Model: random walk Log Likelihood 219.139\n", " + damped stochastic cycle AIC -430.277\n", "Date: Tue, 17 Dec 2019 BIC -411.599\n", "Time: 23:38:20 HQIC -423.097\n", "Sample: 01-01-1954 \n", " - 11-01-2019 \n", "Covariance Type: opg \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "sigma2.level 0.0142 0.005 2.823 0.005 0.004 0.024\n", "sigma2.cycle 0.0172 0.005 3.514 0.000 0.008 0.027\n", "frequency.cycle 0.0698 0.005 13.602 0.000 0.060 0.080\n", "damping.cycle 0.9896 0.004 240.610 0.000 0.982 0.998\n", "===================================================================================\n", "Ljung-Box (Q): 170.72 Jarque-Bera (JB): 85.76\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.48 Skew: 0.47\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.31\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\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": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/travis/miniconda/envs/statsmodels-test/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:103: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 1 }