{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Banking dataset with a `pymc` model\n", "\n", "This notebook analyses historic data on banking closures from {cite:t}`richardson2009monetary` and used as a case study for a difference in differences analysis in the excellent book [Mastering Metrics](http://www.masteringmetrics.com) {cite:p}`angrist2014mastering`. Here, we replicate this analysis, but using Bayesian inference." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import arviz as az\n", "import pandas as pd\n", "\n", "import causalpy as cp" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = 'retina'\n", "seed = 42\n", "warnings.simplefilter(action=\"ignore\", category=FutureWarning)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Load data\n", "\n", "The raw dataset has a `date` column which is just some uninterpretable number - all we need for our analysis is the `year` column. We also have columns `bib6`, `bio6`, `bib8`, `bio8`. We know that the `6` and `8` represent the 6th and 8th Federal Reserve districts, respectively. I assume `bib` means \"banks in business\", so we'll keep those columns. The data is at daily resolution, but we will convert this to yearly resolution. And from what I can tell from Figure 5.2 of {cite:t}`angrist2014mastering`, they seem to present the _median_ number of banks open per year. Let's load the data up and do those steps." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = (\n", " cp.load_data(\"banks\")\n", " # just keep columns we want\n", " .filter(items=[\"bib6\", \"bib8\", \"year\"])\n", " # rename to meaningful variables\n", " .rename(columns={\"bib6\": \"Sixth District\", \"bib8\": \"Eighth District\"})\n", " # reduce from daily resolution to examine median banks open by year\n", " .groupby(\"year\")\n", " .median()\n", ")\n", "\n", "treatment_time = 1930.5\n", "\n", "# set treatment time to zero\n", "df.index = df.index - treatment_time\n", "treatment_time = 0" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualise what we have. This matches up exactly with Figure 5.2 of the {cite:t}`angrist2014mastering`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "ax = df[[\"Sixth District\", \"Eighth District\"]].plot(style=\"o-\")\n", "ax.set(ylabel=\"Number of banks in business\")\n", "ax.axvline(x=treatment_time, c=\"r\", lw=3, label=\"intervention\")\n", "ax.legend();" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Just a few more final processing steps to make the data amenable to analysis. We will convert from wide form into long form. Then we will add a new column `treated` which indicates the observations where treatment has taken place." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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indexyeardistrictbibunitpost_treatment
00-1.51141.0Sixth DistrictFalse
16-1.50170.0Eighth DistrictFalse
21-0.51135.0Sixth DistrictFalse
37-0.50165.0Eighth DistrictFalse
420.51121.0Sixth DistrictTrue
580.50132.0Eighth DistrictTrue
631.51113.0Sixth DistrictTrue
791.50120.0Eighth DistrictTrue
842.51102.0Sixth DistrictTrue
9102.50111.0Eighth DistrictTrue
1053.51102.0Sixth DistrictTrue
11113.50110.0Eighth DistrictTrue
\n", "
" ], "text/plain": [ " index year district bib unit post_treatment\n", "0 0 -1.5 1 141.0 Sixth District False\n", "1 6 -1.5 0 170.0 Eighth District False\n", "2 1 -0.5 1 135.0 Sixth District False\n", "3 7 -0.5 0 165.0 Eighth District False\n", "4 2 0.5 1 121.0 Sixth District True\n", "5 8 0.5 0 132.0 Eighth District True\n", "6 3 1.5 1 113.0 Sixth District True\n", "7 9 1.5 0 120.0 Eighth District True\n", "8 4 2.5 1 102.0 Sixth District True\n", "9 10 2.5 0 111.0 Eighth District True\n", "10 5 3.5 1 102.0 Sixth District True\n", "11 11 3.5 0 110.0 Eighth District True" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.reset_index(level=0, inplace=True)\n", "df_long = (\n", " pd.melt(\n", " df,\n", " id_vars=[\"year\"],\n", " value_vars=[\"Sixth District\", \"Eighth District\"],\n", " var_name=\"district\",\n", " value_name=\"bib\",\n", " )\n", " .sort_values(\"year\")\n", " .reset_index()\n", ")\n", "\n", "# We also need to create a column called `unit` which labels each distinct\n", "# unit. In our case we just have two treatment units (each district). So\n", "# we can build a `unit` column from `district`.\n", "df_long[\"unit\"] = df_long[\"district\"]\n", "\n", "# We also need to create a `post_treatment` column to define times after\n", "# the intervention.\n", "df_long[\"post_treatment\"] = df_long.year >= treatment_time\n", "df_long\n", "\n", "# Dummy coding for district\n", "df_long = df_long.replace({\"district\": {\"Sixth District\": 1, \"Eighth District\": 0}})\n", "df_long" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 1 - classic 2$\\times$2 DiD\n", "\n", "First we'll do an analysis just looking at data from 1930 and 1931. This way we just have a single pre-intervention and a single post-intervention measurement." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the formula: `bib ~ 1 + district * post_treatment` which equates to the following model of expected values:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_i & = \\beta_0 \\\\\n", " & \\quad + \\beta_{d} \\cdot district_i \\\\\n", " & \\quad + \\beta_{p} \\cdot post~treatment_i \\\\\n", " & \\quad + \\beta_{\\Delta} \\cdot district_i \\cdot post~treatment_i\n", "\\end{aligned}\n", "$$\n", "\n", "Let's just run through this to make sure we understand:\n", "* $\\mu_i$ is the expected value of the outcome (number of banks in business) for the $i^{th}$ observation.\n", "* $\\beta_0$ is an intercept term to capture the baseline number of banks in business of the control group, in the pre-intervention period.\n", "* `district` is a dummy variable, so $\\beta_{d}$ will represent a main effect of district, that is any offset of the treatment group relative to the control group.\n", "* `post_treatment` is also a dummy variable which captures any shift in the outcome after the treatment time, regardless of the receiving treatment or not.\n", "* the interaction of the two dummary variables `district:post_treatment` will only take on values of 1 for the treatment group after the intervention. Therefore $\\beta_{\\Delta}$ will represent our estimated causal effect." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ab6182fae8c348fdb460e76b3a00ff6f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 5 seconds.\n",
      "There were 20 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n",
      "Sampling: [beta, sigma, y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "result1 = cp.DifferenceInDifferences(\n",
    "    df_long[df_long.year.isin([-0.5, 0.5])],\n",
    "    formula=\"bib ~ 1 + district * post_treatment\",\n",
    "    time_variable_name=\"post_treatment\",\n",
    "    group_variable_name=\"district\",\n",
    "    model=cp.pymc_models.LinearRegression(\n",
    "        sample_kwargs={\"target_accept\": 0.98, \"random_seed\": seed}\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{warning}\n",
    "We have some divergences here, which is a bad sign. This is likely related to the fact that we only have 4 data points but 5 parameters. This is not always a dealbreaker for a Bayesian analysis (because we have priors), nevertheless when we get divergent samples, this is a warning sign.\n",
    "\n",
    "Using the following code, we can see that we have a classic \"funnel problem\" as the divergences occur when the sampler is exploring near zero values of the measurement error (the $\\sigma$ parameter). For 'proper' work, we'd want to fix things to avoid divergences by, for example, exploring different prior distributions for $\\sigma$.\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can visualise the divergences in the posterior samples like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
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",
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       "
" ] }, "metadata": { "image/png": { "height": 1011, "width": 1011 } }, "output_type": "display_data" } ], "source": [ "az.plot_pair(result1.idata, var_names=\"~mu\", divergences=True, figsize=(10, 10));" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "fig, ax = result1.plot(round_to=3)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================Difference in Differences============================\n", "Formula: bib ~ 1 + district * post_treatment\n", "\n", "Results:\n", "Causal impact = 18.87$CI_{94\\%}$[15, 23]\n", "Model coefficients:\n", " Intercept 165, 94% HDI [163, 167]\n", " post_treatment[T.True] -33, 94% HDI [-36, -30]\n", " district -30, 94% HDI [-33, -27]\n", " district:post_treatment[T.True] 19, 94% HDI [15, 23]\n", " sigma 0.86, 94% HDI [0.16, 2.2]\n" ] } ], "source": [ "result1.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 2 - same model, but with more data\n", "\n", "Now lets use the same model but provide observations of all years, not just the years immediately before and after the intervention. This will give us more data to work with." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7101d2c9f94d47d6932c76fa1d2bd42f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n",
      "Sampling: [beta, sigma, y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "result2 = cp.DifferenceInDifferences(\n",
    "    df_long,\n",
    "    formula=\"bib ~ 1 + district * post_treatment\",\n",
    "    time_variable_name=\"post_treatment\",\n",
    "    group_variable_name=\"district\",\n",
    "    model=cp.pymc_models.LinearRegression(\n",
    "        sample_kwargs={\"target_accept\": 0.98, \"random_seed\": seed}\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "===========================Difference in Differences============================\n",
      "Formula: bib ~ 1 + district * post_treatment\n",
      "\n",
      "Results:\n",
      "Causal impact = 19.27$CI_{94\\%}$[8.7, 30]\n",
      "Model coefficients:\n",
      "    Intercept                        166, 94% HDI [160, 173]\n",
      "    post_treatment[T.True]           -48, 94% HDI [-55, -40]\n",
      "    district                         -28, 94% HDI [-37, -19]\n",
      "    district:post_treatment[T.True]  19, 94% HDI [8.7, 30]\n",
      "    sigma                            4.6, 94% HDI [3.9, 5.6]\n"
     ]
    }
   ],
   "source": [
    "result2.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see form the table above that the inferred parameters are very similar to the results in {cite:p}`angrist2014mastering` (p. 188). Any discrepancies are due to the fact that we have a Bayesian model with priors over the parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "
" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "fig, ax = result2.plot(round_to=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's be clear about what is happening here. Both from the model equation and the plot above, we can see that the modeling approach is to simply pool all the pre intervention observations into the $post=0$ group and all the post intervention observations into the $post=1$ group. So we are essentially modeling the $2\\times 2$ group means (as we did before), but with more data per cell.\n", "\n", "On the one hand, this could be considered a more robust analysis. But we can see from the raw data that there is a clear temporal trend in the data - the number of banks in business is decreasing over time. Simply averaging the data in pre or post groups will not account for this trend." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 3 - Modeling the temporal trend" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We'll again do a difference in differences analysis of the full dataset. This approach has similarities to {term}`CITS` (Comparative Interrupted Time-Series) with a single control over time. Although slightly arbitrary, we distinguish between the two techniques on whether there is enough time series data for CITS to capture the time series patterns." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the formula: `bib ~ 1 + year + district*post_treatment` which equates to the following model of expected values:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_i & = \\beta_0 \\\\\n", " & \\quad + \\beta_{y} \\cdot year_i \\\\\n", " & \\quad + \\beta_{d} \\cdot district_i \\\\\n", " & \\quad + \\beta_{p} \\cdot post~treatment_i \\\\\n", " & \\quad + \\beta_{\\Delta} \\cdot district_i \\cdot post~treatment_i\n", "\\end{aligned}\n", "$$\n", "\n", "The only change here compared to the classic 2$\\times$2 DiD model above is the addition of a main effect of `year`. Because this is coded numerically (not categorically) this can capture any linear changes in the outcome variable over time." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3ee5408d908741fd91fc55eb5e783aab", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n",
      "Sampling: [beta, sigma, y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "result3 = cp.DifferenceInDifferences(\n",
    "    df_long,\n",
    "    formula=\"bib ~ 1 + year + district*post_treatment\",\n",
    "    time_variable_name=\"year\",\n",
    "    group_variable_name=\"district\",\n",
    "    model=cp.pymc_models.LinearRegression(\n",
    "        sample_kwargs={\"target_accept\": 0.95, \"random_seed\": seed}\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "fig, ax = result3.plot(round_to=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we are now modeling time explicitly, we have year (relative to the intervention) on the x-axis. We can also see that the model clearly does a good job of capturing the temporal trend in the data." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================Difference in Differences============================\n", "Formula: bib ~ 1 + year + district*post_treatment\n", "\n", "Results:\n", "Causal impact = 20.48$CI_{94\\%}$[15, 26]\n", "Model coefficients:\n", " Intercept 160, 94% HDI [157, 164]\n", " post_treatment[T.True] -28, 94% HDI [-33, -22]\n", " year -7.1, 94% HDI [-8.4, -5.7]\n", " district -29, 94% HDI [-34, -25]\n", " district:post_treatment[T.True] 20, 94% HDI [15, 26]\n", " sigma 2.4, 94% HDI [1.7, 3.2]\n" ] } ], "source": [ "result3.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By looking at the interaction term, which captures the causal impact of the intervention, we can see that it looks like about 20 banks were saved by the intervention. Though there is some uncertainty around this, we can see the full posterior estimate of this impact below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis 4 - Two way fixed effects\n", "\n", "Finally, we can evaluate the difference in difference model in its two-way fixed effects (TWFE) formulation. The two-way fixed effects model is widely used in econometrics for causal inference in panel data settings. It accounts for both unit-specific effects (e.g., differences between districts) and time-specific effects (e.g., shocks or trends affecting all units simultaneously). \n", "\n", "The TWFE model is equivalent to the classic 2$\\times$2 DiD model (Model 1) - but only in the situation of two groups and two time periods. Outside of this special case the approach is not equivalent and can potentially have some problems {cite:p}`hill2020limitations,imai2021twfepanel`. Readers should proceed with caution when using the TWFE model outside of the 2$\\times$2 case - see for example {cite:p}`kropko2018two,collischon2020let`.\n", "\n", "The TWFE approach is similar to the previous model in that the `district:post_treatment` interaction term still gives you a treatment indicator variable and the assiated coefficient $\\beta_{\\Delta}$ is the causal effect of the intervention. But it is different in that there is no _linear_ `year` term, instead we have a _categorical_ `year` variable. This means that the model can capture any temporal trends in the data. These can be thought of as capturing time based schocks that affect all units.\n", "\n", "The equation for the expected values is:\n", "\n", "$$\n", "\\begin{aligned}\n", "\\mu_i & \\quad + \\alpha[district_i] \\qquad \\textcolor{salmon}{\\text{(unit fixed effect)}}\\\\\n", " & \\quad + \\beta[year_i] \\qquad \\textcolor{salmon}{\\text{(time fixed effect)}}\\\\\n", " & \\quad + \\Delta \\cdot district_i \\cdot post~treatment_i \\qquad \\textcolor{salmon}{\\text{(treatment indicator)}}\n", "\\end{aligned}\n", "$$\n", "\n", "Typically the TWFE model is presented in matrix form, so the equation above might look less familiar. It has been adapted for long format data. In particular, note that:\n", "* $\\alpha$ is a scalar intercept term.\n", "* $\\alpha[district_i]$ is a vector of fixed effects for each district. There are only 2 districts, so this is a vector of length 2. The $district_i$ indexes the element of $\\alpha$ that corresponds to the district of the $i^{th}$ observation.\n", "* $\\beta[year_i]$ is a vector of fixed effects for each year. There are 6 years, so this is a vector of length 6. The $year_i$ indexes the element of $\\beta$ that corresponds to the year of the $i^{th}$ observation.\n", "* $\\Delta$ is a scalar representing the treatment effect, which is the same as the coefficient of the `district:post_treatment` interaction term." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [beta, sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f7899527e56140b29f209c86dd346b38", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n",
      "Sampling: [beta, sigma, y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n",
      "Sampling: [y_hat]\n"
     ]
    }
   ],
   "source": [
    "result_twfe = cp.DifferenceInDifferences(\n",
    "    df_long,\n",
    "    formula=\"bib ~ 0 + district + C(year) + district:post_treatment\",\n",
    "    time_variable_name=\"year\",\n",
    "    group_variable_name=\"district\",\n",
    "    model=cp.pymc_models.LinearRegression(\n",
    "        sample_kwargs={\"target_accept\": 0.95, \"random_seed\": seed}\n",
    "    ),\n",
    ")\n",
    "\n",
    "# TODO: ideally we would be able to use `unit` instead of `district`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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" ] }, "metadata": { "image/png": { "height": 491, "width": 731 } }, "output_type": "display_data" } ], "source": [ "result_twfe.plot();" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================Difference in Differences============================\n", "Formula: bib ~ 0 + district + C(year) + district:post_treatment\n", "\n", "Results:\n", "Causal impact = 20.71$CI_{94\\%}$[18, 24]\n", "Model coefficients:\n", " C(year)[-1.5] 170, 94% HDI [168, 172]\n", " C(year)[-0.5] 165, 94% HDI [163, 167]\n", " C(year)[0.5] 131, 94% HDI [129, 133]\n", " C(year)[1.5] 121, 94% HDI [119, 123]\n", " C(year)[2.5] 111, 94% HDI [109, 113]\n", " C(year)[3.5] 110, 94% HDI [108, 112]\n", " district -29, 94% HDI [-32, -27]\n", " district:post_treatment[T.True] 21, 94% HDI [18, 24]\n", " sigma 1.2, 94% HDI [0.64, 2]\n" ] } ], "source": [ "result_twfe.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparison of the estimated causal effect\n", "\n", "We can compare the posterior mean and precision of the estimated causal effect from the three analyses above." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 411, "width": 711 } }, "output_type": "display_data" } ], "source": [ "ax = az.plot_forest(\n", " [\n", " result1.causal_impact,\n", " result2.causal_impact,\n", " result3.causal_impact,\n", " result_twfe.causal_impact,\n", " ],\n", " model_names=[\"Model 1\", \"Model 2\", \"Model 3\", \"Model 4 TWFE\"],\n", " combined=True,\n", " figsize=(7, 4),\n", " hdi_prob=0.94,\n", ")\n", "\n", "ax[0].set(\n", " title=\"Comparison of Causal Impact Estimates\",\n", " xlabel=\"Causal Impact Estimate\",\n", " ylabel=\"Model\",\n", " yticklabels=\"\",\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that Model 3 (which models the temporal trend) gives a more precise estimate of the causal effect than Model 2 (which simply pools the pre and post intervention data). \n", "\n", "In turn, Model 4 (the two-way fixed effects model) gives a more precise estimate than Model 3. This is because Model 3 assumes a linear trend - but looking at the data we can see that the final observation deviates a bit from a linear trend. The two-way fixed effects model can capture any time-based shocks that affect all units, which is not possible in the previous models. Though it does so at the cost of increased numbers of model parameters.\n", "\n", ":::{warning}\n", "The estimate from Model 1 should currently be considered as unreliable. This will be improved in the near future.\n", ":::" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", ":::{bibliography}\n", ":filter: docname in docnames\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "CausalPy", "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 4 }