diff --git a/causal-inference-for-the-brave-and-true/25-Synthetic-Diff-in-Diff.ipynb b/causal-inference-for-the-brave-and-true/25-Synthetic-Diff-in-Diff.ipynb index 66647e1..0ec471a 100644 --- a/causal-inference-for-the-brave-and-true/25-Synthetic-Diff-in-Diff.ipynb +++ b/causal-inference-for-the-brave-and-true/25-Synthetic-Diff-in-Diff.ipynb @@ -592,24 +592,25 @@ "The problem of non-parallel trends is where Synthetic Control comes into play in the Synthetic Diff-in-Diff model. But we are getting ahead of ourselves. Regardless of DiD being a valid model for the data above, what is interesting about it is that we can recast it into the Two-Way Fixed-Effects formulation. To frame DiD like this, we fit unit ($\\alpha_i$) and time ($\\beta_t$) averages, alongside the treatment indicator.\n", " \n", "$$\n", - "\\hat{\\tau}^{did} = \\underset{\\mu, \\alpha, \\beta, \\tau}{argmin} \\bigg\\{ \\sum_{i=1}^N \\sum_{t=1}^T \\big(Y_{it} - (\\mu + \\alpha_i + \\beta_t + \\tau D_{it}\\big)^2 \\bigg\\}\n", + "(\\hat{\\mu}, \\hat{\\boldsymbol{\\alpha}}, \\hat{\\boldsymbol{\\beta}}, \\hat{\\tau}^{did}) = \\underset{\\mu, \\alpha, \\beta, \\tau}{\\operatorname{argmin}} \\left\\{ \\sum_{i=1}^N \\sum_{t=1}^T \\left(Y_{it} - (\\mu + \\alpha_i + \\beta_t + \\tau D_{it})\\right)^2 \\right\\}\n", "$$\n", " \n", - "In this formulation, the unit effects capture the difference in intercepts for each unit while the time effects capture the general trend across both treated and control units. To implement this, we could either add time and unit dummies to the model or demean the data. In this process, we subtract the average across both time and units from both treatment and outcome variables:\n", + "In this formulation, the unit effects capture the difference in intercepts for each unit while the time effects capture the general trend across both treated and control units. With an intercept, the fixed effects require a normalization, such as $\\sum_i \\alpha_i=\\sum_t \\beta_t=0$. To implement this, we could either add time and unit dummies to the model or double-demean the data. We subtract the unit and time means from both treatment and outcome, then add the grand mean because it was subtracted twice:\n", " \n", "$$\n", - "\\ddot{Y}_{it} = Y_{it} - \\bar{Y}_i - \\bar{Y}_t\\\\\n", - "\\ddot{D}_{it} = D_{it} - \\bar{D}_i - \\bar{D}_t\n", + "\\ddot{Y}_{it} = Y_{it} - \\bar{Y}_i - \\bar{Y}_t + \\bar{Y}, \\qquad\n", + "\\ddot{D}_{it} = D_{it} - \\bar{D}_i - \\bar{D}_t + \\bar{D}\n", "$$\n", " \n", - "Where, $\\bar{X}_i$ is the average across all time periods for unit $i$ and $\\bar{X}_t$ is the average across all units for time $t$: \n", + "where the unit mean, time mean, and grand mean for the outcome are\n", " \n", "$$\n", - "\\ddot{Y}_{it} = Y_{it} - T^{-1}\\sum_{t=0}^{t=T} Y_{it} - N^{-1}\\sum_{i=0}^{i=N} Y_{it}\\\\\n", - "\\ddot{D}_{it} = D_{it} - T^{-1}\\sum_{t=0}^{t=T} D_{it} - N^{-1}\\sum_{i=0}^{i=N} D_{it}\n", + "\\bar{Y}_i = \\frac{1}{T}\\sum_{s=1}^{T}Y_{is}, \\qquad\n", + "\\bar{Y}_t = \\frac{1}{N}\\sum_{j=1}^{N}Y_{jt}, \\qquad\n", + "\\bar{Y} = \\frac{1}{NT}\\sum_{j=1}^{N}\\sum_{s=1}^{T}Y_{js},\n", "$$\n", " \n", - "After demeaning, a simple regression of the outcome on the treatment indicator (`treat*post`) yields the difference in difference estimator." + "with analogous definitions for $\\bar{D}_i$, $\\bar{D}_t$, and $\\bar{D}$. After demeaning, a simple regression of the outcome on the treatment indicator (`treat*post`) yields the difference-in-differences estimator." ] }, { @@ -631,13 +632,25 @@ " coef std err t P>|t| [0.025 0.975] \n", "\n", "\n", - " Intercept -119.1647 0.333 -358.379 0.000 -119.817 -118.512\n", + " Intercept -1.293e-17 0.330 -3.92e-17 1.000 -0.647 0.647\n", "\n", "\n", " treat -27.3491 4.283 -6.385 0.000 -35.753 -18.945\n", "\n", "" ], + "text/latex": [ + "\\begin{center}\n", + "\\begin{tabular}{lcccccc}\n", + "\\toprule\n", + " & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n", + "\\midrule\n", + "\\textbf{Intercept} & -1.293e-17 & 0.330 & -3.92e-17 & 1.000 & -0.647 & 0.647 \\\\\n", + "\\textbf{treat} & -27.3491 & 4.283 & -6.385 & 0.000 & -35.753 & -18.945 \\\\\n", + "\\bottomrule\n", + "\\end{tabular}\n", + "\\end{center}" + ], "text/plain": [ "" ] @@ -650,9 +663,13 @@ "source": [ "@curry\n", "def demean(df, col_to_demean):\n", - " return df.assign(**{col_to_demean: (df[col_to_demean]\n", - " - df.groupby(\"state\")[col_to_demean].transform(\"mean\")\n", - " - df.groupby(\"year\")[col_to_demean].transform(\"mean\"))})\n", + " unit_mean = df.groupby(\"state\")[col_to_demean].transform(\"mean\")\n", + " time_mean = df.groupby(\"year\")[col_to_demean].transform(\"mean\")\n", + " grand_mean = df[col_to_demean].mean()\n", + "\n", + " return df.assign(**{\n", + " col_to_demean: df[col_to_demean] - unit_mean - time_mean + grand_mean\n", + " })\n", "\n", "formula = f\"\"\"cigsale ~ treat\"\"\"\n", "mod = smf.ols(formula,\n", @@ -1602,14 +1619,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -1619,8 +1634,8 @@ "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(15,8), sharex=True, gridspec_kw={'height_ratios': [3, 1]})\n", "\n", - "ax1.plot(data_piv.index, sc_did, label=\"California\")\n", - "ax1.plot(data_piv.index, data_piv[\"california\"], label=\"Synthetic Control (SDID)\")\n", + "ax1.plot(data_piv.index, sc_did, label=\"Synthetic Control (SDID)\")\n", + "ax1.plot(data_piv.index, data_piv[\"california\"], label=\"California\")\n", "ax1.vlines(1989, data_piv[\"california\"].min(), sc_did.max(), color=\"black\", ls=\"dotted\", label=\"Prop. 99\")\n", "\n", "pre_sc = did_model.params[\"Intercept\"]\n",