{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Local Projections\n", "\n", "This notebook introduces `statsmodels.tsa.vector_ar.local_proj.LocalProjections`, which estimates impulse response functions (IRFs) using the *local projections* (LP) method of Jordà (2005). LP is the standard nonparametric alternative to the usual VAR-based approach to IRF estimation: instead of fitting a single VAR and inverting it into its moving-average representation, LP runs a *separate* OLS regression for each horizon $h$,\n", "\n", "$$\n", "y_{t+h} = \\alpha_h + \\beta_h z_t + \\Gamma_h x_t + \\varepsilon_{t+h},\n", "\\qquad h = 0, 1, \\ldots, H,\n", "$$\n", "\n", "where $z_t$ is the shock variable and $x_t$ are lagged controls. The sequence of estimated $\\hat\\beta_h$ coefficients *is* the impulse response function. Because each horizon is estimated on its own, LP avoids propagating a single (possibly misspecified) lag structure across every horizon the way an iterated VAR forecast does, at some cost in efficiency. Standard errors are Newey-West HAC-corrected, since the $h$-step-ahead residuals are an MA($h$) process by construction.\n", "\n", "As an application, we estimate the dynamic response of output, consumption and investment to a government spending shock -- a classic *fiscal multiplier* question, and one of the settings local projections are most commonly used for in applied macroeconomics.\n", "\n", "**Reference**: Jordà, Ò. (2005). Estimation and Inference of Impulse Responses by Local Projections. *American Economic Review*, 95(1), 161-182." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:51.418619Z", "iopub.status.busy": "2026-08-23T11:37:51.418377Z", "iopub.status.idle": "2026-08-23T11:37:52.023708Z", "shell.execute_reply": "2026-08-23T11:37:52.022964Z" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:52.027094Z", "iopub.status.busy": "2026-08-23T11:37:52.026754Z", "iopub.status.idle": "2026-08-23T11:37:53.685459Z", "shell.execute_reply": "2026-08-23T11:37:53.684544Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "import statsmodels.api as sm\n", "from statsmodels.tsa.api import VAR, LocalProjections\n", "from statsmodels.tsa.base.datetools import dates_from_str" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data\n", "\n", "We use the quarterly US macro data bundled with statsmodels (`statsmodels.datasets.macrodata`) -- the same series used in the [Vector Autoregressions](../../vector_ar.html) documentation. We take real government spending, real GDP, real consumption and real investment, and work with (approximate) quarterly percent changes via $100 \\times \\Delta \\log(x)$, which are stationary. `realgovt` is placed first: as explained below, its column position determines the identifying assumption." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:53.687658Z", "iopub.status.busy": "2026-08-23T11:37:53.687249Z", "iopub.status.idle": "2026-08-23T11:37:54.242433Z", "shell.execute_reply": "2026-08-23T11:37:54.241941Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mdata = sm.datasets.macrodata.load_pandas().data\n", "\n", "dates = mdata[[\"year\", \"quarter\"]].astype(int).astype(str)\n", "quarterly = dates[\"year\"] + \"Q\" + dates[\"quarter\"]\n", "quarterly = dates_from_str(quarterly)\n", "\n", "variables = [\"realgovt\", \"realgdp\", \"realcons\", \"realinv\"]\n", "levels = mdata[variables]\n", "levels.index = pd.DatetimeIndex(quarterly)\n", "\n", "data = 100 * np.log(levels).diff().dropna()\n", "data.columns = [\"gov_spending\", \"gdp\", \"consumption\", \"investment\"]\n", "data.plot(subplots=True, figsize=(9, 7), title=list(data.columns));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identifying the shock\n", "\n", "`LocalProjections` identifies the shock named by `shock_idx` using a recursive (Cholesky-style) scheme: the shock variable is assumed to be ordered first, i.e. contemporaneously exogenous to the other variables -- only *lagged* values of the other variables enter the regression, never their current-quarter values. This is the same assumption underlying Cholesky-orthogonalized VAR impulse responses (`IRAnalysis`), just estimated a different way.\n", "\n", "For a government-spending shock this is the standard identification used in the fiscal-VAR literature (e.g. Blanchard and Perotti, 2002): spending decisions go through a legislative process with implementation lags, so it is plausible that government spending does not react *within* the same quarter to contemporaneous GDP, consumption or investment innovations, while those variables can react immediately to a spending shock. Because `gov_spending` is `data`'s first column, `shock_idx=0` (the default) encodes exactly this ordering." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:54.244831Z", "iopub.status.busy": "2026-08-23T11:37:54.244618Z", "iopub.status.idle": "2026-08-23T11:37:54.279957Z", "shell.execute_reply": "2026-08-23T11:37:54.279374Z" } }, "outputs": [ { "data": { "text/plain": [ "LocalProjectionsResults(n_endog=4, n_shock=1, horizons=12, nobs=186)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lp = LocalProjections(\n", " data, shock_idx=0, lags=4, horizons=12, trend=\"c\"\n", ")\n", "res = lp.fit()\n", "res" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`fit` runs $H+1=13$ separate regressions per response variable (one per horizon), each controlling for 4 lags of all four series. `res.irfs` holds the coefficient on the contemporaneous shock at every horizon -- the impulse response -- and `res.stderr` the matching Newey-West standard errors, with a bandwidth that grows with the horizon to account for the induced MA($h$) serial correlation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:54.286347Z", "iopub.status.busy": "2026-08-23T11:37:54.286148Z", "iopub.status.idle": "2026-08-23T11:37:55.160513Z", "shell.execute_reply": "2026-08-23T11:37:55.159193Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = res.plot_irfs(impulse=\"gov_spending\", figsize=(10, 7))\n", "fig.suptitle(\"Response to a 1-unit government spending shock\", y=1.02);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The point estimates are noisy and the confidence bands are wide relative to the point estimates -- consistent with a large empirical literature finding that the output effects of fiscal shocks are hard to pin down precisely in aggregate, reduced-form time-series data of this kind. This is a realistic, not a cherry-picked, result: local projections are valued in part *because* they make it easy to see this kind of estimation uncertainty at every horizon, rather than only at the horizons a particular VAR happens to fit well." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cumulative effects\n", "\n", "`cumulative_effects` sums the IRF across horizons, which is useful for reading off a rough cumulative-multiplier-style comparison: the cumulative GDP response relative to the cumulative spending response, horizon by horizon." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:55.163596Z", "iopub.status.busy": "2026-08-23T11:37:55.162687Z", "iopub.status.idle": "2026-08-23T11:37:55.172279Z", "shell.execute_reply": "2026-08-23T11:37:55.171069Z" } }, "outputs": [ { "data": { "text/plain": [ "0 0.082120\n", "1 0.061113\n", "2 0.033205\n", "3 0.000504\n", "4 0.005140\n", "5 -0.001955\n", "6 0.031085\n", "7 0.006796\n", "8 0.002499\n", "9 0.010137\n", "10 0.042215\n", "11 0.034611\n", "12 0.029511\n", "Name: cumulative GDP / cumulative spending, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ce = res.cumulative_effects()\n", "gdp = data.columns.get_loc(\"gdp\")\n", "gov = data.columns.get_loc(\"gov_spending\")\n", "\n", "cumulative_multiplier = ce[:, gdp, 0] / ce[:, gov, 0]\n", "pd.Series(cumulative_multiplier, name=\"cumulative GDP / cumulative spending\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison with a VAR\n", "\n", "Because local projections and a Cholesky-identified VAR estimate impulse responses under the *same* identifying assumption when the shock variable is ordered first in both, they are estimating the same underlying object and should tell a broadly consistent story. They are not, however, forced to agree exactly in finite samples: a VAR estimates a single lag-$p$ model and propagates it forward through the companion form, while LP fits an independent regression at each horizon, so the two are different (both consistent) estimators of the same population impulse response, and some horizon-by-horizon disagreement is expected -- more so at longer horizons, where a low-order VAR's extrapolation and LP's flexibility can diverge the most.\n", "\n", "One important bookkeeping difference: `VAR`'s orthogonalized IRFs (`orth_irfs`) report the response to a *one standard deviation* shock to the orthogonalized innovation, while `LocalProjections` reports the response to a *one unit* shock to the raw shock variable (its `irfs` are just the regression coefficient on the contemporaneous shock column). To compare them on the same footing we rescale the LP response by the reduced-form residual standard deviation of `gov_spending`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-08-23T11:37:55.174581Z", "iopub.status.busy": "2026-08-23T11:37:55.174330Z", "iopub.status.idle": "2026-08-23T11:37:55.438266Z", "shell.execute_reply": "2026-08-23T11:37:55.437681Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/hostedtoolcache/Python/3.14.7/x64/lib/python3.14/site-packages/statsmodels/tsa/base/tsa_model.py:480: ValueWarning: No frequency information was provided, so inferred frequency QE-DEC will be used.\n", " self._init_dates(dates, freq)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "var_res = VAR(data).fit(4)\n", "var_irf = var_res.irf(12)\n", "\n", "shock_sd = np.sqrt(var_res.sigma_u.iloc[gov, gov])\n", "lp_rescaled = shock_sd * res.irfs[:, gdp, 0]\n", "\n", "h = np.arange(13)\n", "fig, ax = plt.subplots(figsize=(8, 5))\n", "ax.plot(h, lp_rescaled, marker=\"o\", label=\"Local Projections\")\n", "ax.plot(h, var_irf.orth_irfs[:, gdp, gov], marker=\"o\", label=\"VAR (Cholesky)\")\n", "ax.axhline(0, color=\"black\", lw=0.8, ls=\"--\")\n", "ax.set_xlabel(\"Horizon (quarters)\")\n", "ax.set_title(\"GDP response to a 1 s.d. government spending shock\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two methods broadly agree on sign and magnitude at short horizons and diverge somewhat further out, exactly as expected from the discussion above -- a useful sanity check to run whenever both a VAR and local projections are applicable to the same question.\n", "\n", "## Further options\n", "\n", "`LocalProjections` also supports:\n", "\n", "- Multiple simultaneous shocks (`shock_idx` as a list) -- entered as ordinary simultaneous regressors, so they are only separately identified as shocks if those variables are themselves mutually contemporaneously exogenous.\n", "- Exogenous controls via `exog` (entered contemporaneously, not lagged).\n", "- `\"n\"`/`\"c\"`/`\"ct\"` trend specifications.\n", "- Overriding the automatic Newey-West bandwidth via `nw_lags`.\n", "- `conf_int(alpha)` for confidence intervals at any level, in addition to the default bands drawn by `plot_irfs`." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.14.7" } }, "nbformat": 4, "nbformat_minor": 4 }