{ "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": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/travis/miniconda/envs/statsmodels-test/lib/python3.7/site-packages/pandas_datareader/compat/__init__.py:7: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", " from pandas.util.testing import assert_frame_equal\n" ] } ], "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: 793\n", "Model: random walk Log Likelihood 257.082\n", " + AR(4) AIC -502.164\n", "Date: Fri, 21 Feb 2020 BIC -474.117\n", "Time: 13:54:37 HQIC -491.384\n", "Sample: 01-01-1954 \n", " - 01-01-2020 \n", "Covariance Type: opg \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", "sigma2.level 0.0172 0.003 6.291 0.000 0.012 0.023\n", "sigma2.ar 0.0108 0.003 3.565 0.000 0.005 0.017\n", "ar.L1 1.0380 0.065 16.069 0.000 0.911 1.165\n", "ar.L2 0.4736 0.103 4.580 0.000 0.271 0.676\n", "ar.L3 -0.3377 0.123 -2.737 0.006 -0.580 -0.096\n", "ar.L4 -0.1845 0.075 -2.446 0.014 -0.332 -0.037\n", "===================================================================================\n", "Ljung-Box (Q): 75.64 Jarque-Bera (JB): 44.56\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: 793\n", "Model: random walk Log Likelihood 220.614\n", " + damped stochastic cycle AIC -433.229\n", "Date: Fri, 21 Feb 2020 BIC -414.541\n", "Time: 13:54:39 HQIC -426.045\n", "Sample: 01-01-1954 \n", " - 01-01-2020 \n", "Covariance Type: opg \n", "===================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-----------------------------------------------------------------------------------\n", "sigma2.level 0.0140 0.005 2.793 0.005 0.004 0.024\n", "sigma2.cycle 0.0173 0.005 3.569 0.000 0.008 0.027\n", "frequency.cycle 0.0691 0.005 13.501 0.000 0.059 0.079\n", "damping.cycle 0.9897 0.004 243.366 0.000 0.982 0.998\n", "===================================================================================\n", "Ljung-Box (Q): 170.28 Jarque-Bera (JB): 87.10\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 0.48 Skew: 0.48\n", "Prob(H) (two-sided): 0.00 Kurtosis: 4.32\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": [ { "data": { "image/png": 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\n", 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