{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# LaLonde Dataset\n", "\n", "Economists have long-hypothesized that training programs could improve the labor market prospects of participants.\n", "In an attempt to test (or demonstrate) this, the National Supported Work (NSW) Demonstration was initiated using combined private and federal funding. This program was implemented between 1975 and 1979 in 15 locations across the US.\n", "The program provided 6-18 month training for individuals who had faced economic and social problems (such as women receiving Aid to Families with Dependent Children, former drug addicts, ex-convicts, and former juvenile delinquents, etc.).\n", "\n", "Participants were randomly assigned into experimental group (Support Work Programs) and control groups.\n", "However, due to the long duration of the study, participants joining the program at the beginning had different characteristics than people joining later. \n", "Therefore, this covariate shift should be adjusted for in order to estimate the true causal effect of the job-program on future employment.\n", "\n", "Furthermore, we add some observational data that was obtained from the Population Survey of Income Dynamics and the Current Population Survey. These did not receive any training and are considered controls.\n", "\n", "This dataset had become a common benchmark for causal analysis over the years.\n", "Original analysis of the study was done by [Robert LaLonde](https://en.wikipedia.org/wiki/Robert_LaLonde) and published in his 1986 [Evaluating the Econometric Evaluations of Training Programs with Experimental Data](http://people.hbs.edu/nashraf/LaLonde_1986.pdf) paper. \n", "The analysis here is based on results from a later, propensity-based, analysis made by Dehejia and Wahba in their 1999 [Causal Effects in Non-Experimental Studies: Reevaluating the Evaluation of Training Programs](https://users.nber.org/~rdehejia/papers/dehejia_wahba_jasa.pdf)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Data\n", "First, let's download the dataset from [Rajeev Dehejia's webpage](https://users.nber.org/~rdehejia/nswdata2.html)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(22106, 10)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " training age education black hispanic married no_degree \\\n", "16827 0.0 26.0 13.0 0.0 0.0 0.0 0.0 \n", "5412 0.0 27.0 12.0 0.0 0.0 1.0 0.0 \n", "15399 0.0 26.0 12.0 0.0 0.0 0.0 0.0 \n", "13077 0.0 38.0 16.0 0.0 0.0 1.0 0.0 \n", "2189 0.0 55.0 8.0 0.0 0.0 1.0 1.0 \n", "\n", " re74 re75 re78 \n", "16827 58.778 50.12903 31.03226 \n", "5412 16297.180 13429.21000 19562.14000 \n", "15399 5217.527 3174.24200 25564.67000 \n", "13077 23713.010 9178.98400 18814.41000 \n", "2189 0.000 0.00000 0.00000 " ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "\n", "columns = [\"training\", # Treatment assignment indicator\n", " \"age\", # Age of participant\n", " \"education\", # Years of education\n", " \"black\", # Indicate whether individual is black\n", " \"hispanic\", # Indicate whether individual is hispanic\n", " \"married\", # Indicate whether individual is married\n", " \"no_degree\", # Indicate if individual has no high-school diploma\n", " \"re74\", # Real earnings in 1974, prior to study participation\n", " \"re75\", # Real earnings in 1975, prior to study participation\n", " \"re78\"] # Real earnings in 1978, after study end\n", "\n", "#treated = pd.read_csv(\"http://www.nber.org/~rdehejia/data/nswre74_treated.txt\", \n", "# delim_whitespace=True, header=None, names=columns)\n", "#control = pd.read_csv(\"http://www.nber.org/~rdehejia/data/nswre74_control.txt\",\n", "# delim_whitespace=True, header=None, names=columns)\n", "file_names = [\"http://www.nber.org/~rdehejia/data/nswre74_treated.txt\",\n", " \"http://www.nber.org/~rdehejia/data/nswre74_control.txt\",\n", " \"http://www.nber.org/~rdehejia/data/psid_controls.txt\",\n", " \"http://www.nber.org/~rdehejia/data/psid2_controls.txt\",\n", " \"http://www.nber.org/~rdehejia/data/psid3_controls.txt\",\n", " \"http://www.nber.org/~rdehejia/data/cps_controls.txt\",\n", " \"http://www.nber.org/~rdehejia/data/cps2_controls.txt\",\n", " \"http://www.nber.org/~rdehejia/data/cps3_controls.txt\"]\n", "files = [pd.read_csv(file_name, delim_whitespace=True, header=None, names=columns) for file_name in file_names]\n", "lalonde = pd.concat(files, ignore_index=True)\n", "lalonde = lalonde.sample(frac=1.0, random_state=42) # Shuffle\n", "\n", "print(lalonde.shape)\n", "lalonde.head()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dataset contains 22106 people, out of which 185 received training\n" ] } ], "source": [ "print(f'The dataset contains {lalonde.shape[0]} people, out of which {lalonde[\"training\"].sum():.0f} received training')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Design matrix\n", "#### Earning indications\n", "Following the analysis performed by Gelman et al. on their [arm](https://cran.r-project.org/web/packages/arm/index.html) R library, we will create two indicator variables indicating no earnings in 1974 and 1975." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " training age education black hispanic married no_degree \\\n", "16827 0.0 26.0 13.0 0.0 0.0 0.0 0.0 \n", "5412 0.0 27.0 12.0 0.0 0.0 1.0 0.0 \n", "15399 0.0 26.0 12.0 0.0 0.0 0.0 0.0 \n", "13077 0.0 38.0 16.0 0.0 0.0 1.0 0.0 \n", "2189 0.0 55.0 8.0 0.0 0.0 1.0 1.0 \n", "\n", " re74 re75 re78 re74=0 re75=0 \n", "16827 58.778 50.12903 31.03226 0 0 \n", "5412 16297.180 13429.21000 19562.14000 0 0 \n", "15399 5217.527 3174.24200 25564.67000 0 0 \n", "13077 23713.010 9178.98400 18814.41000 0 0 \n", "2189 0.000 0.00000 0.00000 1 1 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lalonde = lalonde.join((lalonde[[\"re74\", \"re75\"]] == 0).astype(int), rsuffix=(\"=0\"))\n", "lalonde.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Factorizing education\n", "Since years of schooling are not to be taken by their numerical values, we will factorize it into indicator variables." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(22106, 29)\n" ] }, { "data": { "text/html": [ "
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trainingageblackhispanicmarriedno_degreere74re75re78re74=0...education_9.0education_10.0education_11.0education_12.0education_13.0education_14.0education_15.0education_16.0education_17.0education_18.0
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" ], "text/plain": [ " training age black hispanic married no_degree re74 \\\n", "16827 0.0 26.0 0.0 0.0 0.0 0.0 58.778 \n", "5412 0.0 27.0 0.0 0.0 1.0 0.0 16297.180 \n", "15399 0.0 26.0 0.0 0.0 0.0 0.0 5217.527 \n", "13077 0.0 38.0 0.0 0.0 1.0 0.0 23713.010 \n", "2189 0.0 55.0 0.0 0.0 1.0 1.0 0.000 \n", "\n", " re75 re78 re74=0 ... education_9.0 education_10.0 \\\n", "16827 50.12903 31.03226 0 ... 0 0 \n", "5412 13429.21000 19562.14000 0 ... 0 0 \n", "15399 3174.24200 25564.67000 0 ... 0 0 \n", "13077 9178.98400 18814.41000 0 ... 0 0 \n", "2189 0.00000 0.00000 1 ... 0 0 \n", "\n", " education_11.0 education_12.0 education_13.0 education_14.0 \\\n", "16827 0 0 1 0 \n", "5412 0 1 0 0 \n", "15399 0 1 0 0 \n", "13077 0 0 0 0 \n", "2189 0 0 0 0 \n", "\n", " education_15.0 education_16.0 education_17.0 education_18.0 \n", "16827 0 0 0 0 \n", "5412 0 0 0 0 \n", "15399 0 0 0 0 \n", "13077 0 1 0 0 \n", "2189 0 0 0 0 \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lalonde = pd.get_dummies(lalonde, columns=[\"education\"], drop_first=True)\n", "print(lalonde.shape)\n", "lalonde.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Variables selection\n", "Lastly, we extract the covariates, treatment and outcome variables" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((22106, 27), (22106,), (22106,))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "a = lalonde.pop(\"training\")\n", "y = lalonde.pop(\"re78\")\n", "X = lalonde\n", "X.shape, a.shape, y.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Model\n", "After defining the design matrix `X`, we can continue to define the causal model.\n", "\n", "In the spirit of Dehejia and Wahba's propensity-based analysis, \n", "we will use an Inverse Treatment Probability Weighting (IPTW, or IPW) causal model. \n", "Briefly, this model will model the probability of participants to be assigned to job-training program and use it to emulate two equal-sized populations: one of those being assigned to the program and another of ones who don't.\n", "In this synthetic population, we could use the actual earnings in 1978 to estimate what would have happen if everyone were to join the program or everyone were to not be part of it at all.\n", "\n", "Before we define the causal model itself, we will need to use a machine learning model to estimate the propensity score $\\Pr[A=1|X]$ - the probability of each participant to be assigned to job training. \n", "Following the design matrix we prepared above, and given the binary nature of our treatment, we will choose a logistic regression for this task." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "learner = LogisticRegression(penalty='none', # No regularization, new in scikit-learn 0.21.*\n", " solver='lbfgs', class_weight=\"balanced\", # The classes are very imbalanced\n", " max_iter=500) # Increaed to achieve convergence with 'lbfgs' solver" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once we defined a learner, we can simply plug it into the causal model" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from causallib.estimation import IPW\n", "\n", "ipw = IPW(learner)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimating Causal Effect\n", "Once we defined the causal model (yes, that was all it took), we can move on to estimate the effect of job-training on yearly earnings.\n", "\n", "First, we will fit our causal model. \n", "Second, we'll predict the potential outcomes: what would be the earnings in 1978 if everyone were to join the job-training or everyone were to not join the training program.\n", "Third, we will use the two potential outcomes to estimate the effect: the difference of the two potential outcomes." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.0 9172.043485\n", "1.0 6490.507791\n", "dtype: float64\n" ] } ], "source": [ "ipw.fit(X, a)\n", "outcomes = ipw.estimate_population_outcome(X, a, y)\n", "effect = ipw.estimate_effect(outcomes[1], outcomes[0])\n", "print(outcomes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Checking the potential outcomes, we can see that the average earnings at the end of the study (1978) if everyone would have joined the program (`treatment==1`) is predicted at 6490\\$ while the same averge if everyone did not join the program is estimated at (`treatment==0`) is 9172\\$.\n", "\n", "Indeed, we might conclude that job-training accounts for an income *loss* of 2682\\$ on average!\n", "\n", "This seems like a total failure, then. But in reality this doesn't make sense, since at most training would not help, but it can't hurt. Obviously something is not right here, so let's take a closer look at the model perfomrance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluating the model and the data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Evaluation on train phase')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from causallib.evaluation import evaluate\n", "from matplotlib import pyplot as plt\n", "\n", "plots = [\"covariate_balance_love\", \"weight_distribution\"] \n", "evaluation_results = evaluate(ipw, X, a, y)\n", "f, [a0, a1] = plt.subplots(2, 1, figsize=(10, 12))\n", "evaluation_results.plot_covariate_balance(kind=\"love\", ax=a0)\n", "evaluation_results.plot_weight_distribution(ax=a1)\n", "plt.suptitle(\"Evaluation on train phase\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the covariate balancing plot (top) We can see that many features are incredibly biased between the treated and untreated groups, specifically black, earnings at 1974, earnings at 1975, and marital status.\n", "\n", "From the propensity distribution plot (bottom) we can see that the model was able to discern with almost certainty who was going to receive training and who wasn't. This indicates a problem in positivity, where there are populations we cannot compare because they never had the chance to receive any other treatment from what they actually got.\n", "\n", "### Resolve positivity violation\n", "\n", "In this case we need to investigate what is causing the lack of positivity and adjust the data accordingly.\n", "In the originial paper by Dehejia et al. they simply removed the individuals with low propensities, where there is an obvious lack of positivity (no treated at all). \n", "The problem with such an approach is that we are removing parts of the data without knowing the characteristics of that data. It should be noted that by removing parts of the data our results will be limited only to the remaining data, but if we do not characterize the part we are removing we might still assume that our conclusions are applicable for the whole population, while they are not. \n", "\n", "Therefore, let's first try to identify who these individuals might be and correct the data in a way that we can say who is removed.\n", "\n", "To do this we can check the model using a decision tree for classifying who we wish to remove:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.08907564222882582" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "min_val = min(ipw.compute_propensity_matrix(X[a==1])[1])\n", "violating = pd.Series(ipw.compute_propensity_matrix(X)[1] < min_val).rename(\"\")\n", "min_val" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn import tree\n", "import matplotlib.pyplot as plt\n", "plt.figure(figsize=(20,5))\n", "dtc = tree.DecisionTreeClassifier(max_depth=3)\n", "dtc.fit(X, violating)\n", "details = tree.plot_tree(dtc, filled=True, feature_names=X.columns, impurity=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the root of the tree we see that there are 13704 individuals who we correctly identified as people who will never receive training. As many of those as possible should be removed from the analysis.\n", "One major category of such people (blue rectangles) are those who earned more than $8263 in 1975, were not black, and were older than 21. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
violationtreated
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" ], "text/plain": [ " violation treated \n", " False True False True\n", "to_remove \n", "False 8242 2223 10282 183\n", "True 160 11481 11639 2" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_a = (X[\"re75\"]>8263) & (X[\"black\"]==0) & (X[\"age\"] > 21)\n", "new_a = pd.Series(new_a, name=\"to_remove\")\n", "pd.concat({\n", " \"violation\": pd.crosstab(new_a, violating),\n", " \"treated\": pd.crosstab(new_a, a)}, \n", " axis=\"columns\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, using this categorization we will correctly remove 11641 people. Only 2 of those received training, \n", "and 11481 of them are part of the positivity violating population, but also 160 who are not.\n", "\n", "By playing around a bit with the cutoffs (the decision tree we used optimized for the gini index, not for positivity identification and so we are justified to adjust it) we can obtain an even more specific removal\n", "By repeating this analysis (not shown here) we identify a few additional populations that can also be removed.\n", "Below is a summary of populaitons that will not be included in the analysis:\n", "\n", "|Ethnicity|\\$ in 74|\\$ in 75|age|Married|\n", "|---------|--------|--------|---|-------|\n", "|Non Black| Any | >10K |>21| Any |\n", "|Non Black| Any | >5.5K |Any| Yes |\n", "|Non Black| Any | >13K |<40| Any |\n", "|Non Black| >0 | Any |>39| Any |\n", "| Any | >20K | >15K |>40| Any |\n", "\n", "These rules may be because of the guidelines for accepting people into the NSW program or because of inherent differences in people who apply to such programs.\n", "In any case, using the whole population from general surveys is not a fair comparison. \n", "Let's reduce the cohort accordingly:\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
violationtreated
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\n", "
" ], "text/plain": [ " violation treated \n", " False True False True\n", "to_remove \n", "False 8006 659 8481 184\n", "True 396 13045 13440 1" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_a = (X[\"re75\"]>10000) & (X[\"black\"]==0) & (X[\"age\"] > 21)\n", "new_a = new_a | ((X[\"re75\"]>5500) & (X[\"black\"]==0) & (X[\"married\"]==1))\n", "new_a = new_a | ((X[\"age\"]<40) & (X[\"black\"]==0) & (X[\"re75\"]>13000))\n", "new_a = new_a | ((X[\"age\"]>=40) & (X[\"black\"]==0) & (X[\"re74\"]>0))\n", "new_a = new_a | ((X[\"age\"]>40) & (X[\"re74\"]>20000) & (X[\"re75\"]>15000))\n", "new_a = pd.Series(new_a, name=\"to_remove\")\n", "pd.concat({\n", " \"violation\": pd.crosstab(new_a, violating),\n", " \"treated\": pd.crosstab(new_a, a)}, \n", " axis=\"columns\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus, we were able to remove 13045 out of the 13704 people who appear to belong to the population that violates positivity\n", "(see the base of the tree), \n", "while erroneously removing only 396 who are not. \n", "Additionally, we only removed a single person who actually received training.\n", "Finally, there are 659 people who are in the positivity violating population and are not removed.\n", "\n", "We therefore defined a rule-based model that characterizes the positivity-violating population with a recall of 95.2% and a precision of 97%\n", "\n", "While this could be improved further, we will use this model going forward." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "X2, a2, y2 = X.loc[~new_a, :], a[~new_a], y[~new_a]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "violating2 = pd.Series(ipw.compute_propensity_matrix(X2)[1] < min_val).rename(\"\")\n", "plt.figure(figsize=(20,5))\n", "dtc = tree.DecisionTreeClassifier(max_depth=3)\n", "dtc.fit(X2, violating2)\n", "details = tree.plot_tree(dtc, filled=True, feature_names=X2.columns, impurity=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additional rounds do not provide large specific populations to remove, and so we will stop the iterations here and re-run the analysis." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The average earnings with training are $6894.84 and without training $6367.23.\n", "This translates to an effect of $527.60\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X2, a2, y2 = X2.loc[~violating2, :], a2[~violating2], y2[~violating2]\n", "ipw2 = IPW(learner)\n", "ipw2.fit(X2, a2)\n", "outcomes2 = ipw2.estimate_population_outcome(X2, a2, y2)\n", "effect2 = ipw2.estimate_effect(outcomes2[1], outcomes2[0])\n", "print(f\"The average earnings with training are ${outcomes2[1]:.2f}\", \\\n", " f\"and without training ${outcomes2[0]:.2f}.\")\n", "print(f\"This translates to an effect of ${effect2[0]:.2f}\")\n", "\n", "plots = [\"covariate_balance_love\", \"weight_distribution\", \"roc_curve\"]\n", "evaluation_results2 = evaluate(ipw2, X2, a2, y2, plots=plots)\n", "evaluation_results2.plot_all()\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This looks much better. Now we are able to balance all the features (top-left). \n", "The propensity distribution (top-right) doesn't show a large violation of positivity \n", "(although we know from the previous analysis that some remains).\n", "The ROC curve (bottom-left) shows that there is still a bit of positivity violation in that the AUC is a bit high, but importantly, the weighted curve shows that the overall balancing is quite good, since it lies close to the random diagonal line, as required.\n", "\n", "Furthermore, now we see that there is a small positive effect to training." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "We saw that adding a lot of data to our analysis does not neccessarily help our analysis, and in fact there is data that should not be included in the analysis.\n", "The propensity evaluations allow identifying the parts of the data that should and should not be included.\n", "\n", "Eventually, the estimation we obtained using the whole data set shows a very small effect of training for the earning potential of the trainees.\n", "\n", "When comparing to the paper by Dehejia and Wahba where they identified an effect of about \\$1700 \n", "(a replication of their results using `causallib` is available [here](https://nbviewer.jupyter.org/github/BiomedSciAI/causallib/blob/master/examples/Dehejia_Wahba_replication.ipynb)), \n", "we can only conclude that the controls that they used are not representative of the population, and include people with very low earnings. It is possible that additional characterization of the population that they removed to reach their conclusion will allow to better understand the differences." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.8.10 ('causal')", "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": "3.8.10" }, "vscode": { "interpreter": { "hash": "69f88c614e1e3c90b1e7d1bcdbafb917f9042edfca4477b05464240f7cf41bf5" } } }, "nbformat": 4, "nbformat_minor": 4 }