{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# The Effects of Marketing Decisions using the Bank Marketing Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [UCI Bank Marketing dataset](https://archive.ics.uci.edu/ml/datasets/Bank+Marketing) comes from a real-world bank's direct marketing campaign. It is a popular dataset most commonly treated as a classification task, to predict whether a client will open a term deposit account. In this notebook, we show that it is equally suitable for causal inference. The fraction of clients making term deposits is an *outcome* that the bank would like to increase, and the dataset contains several variables that could be seen as *interventions* or *treatments* (we will use the terms interchangeably) for doing so. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. [Understand Data](#data)\n", " 1. [Identify treatment variables](#data-treatment)\n", " 2. [Identiy potential confounders](#data-confounders)\n", "2. [Effect of Contact Mode](#contact)\n", " 1. [Inverse propensity weighting: First attempt](#contact-ipw1)\n", " 2. [Characterizing the region of treatment non-overlap using rules](#contact-non-overlap)\n", " 3. [Inverse propensity weighting: After excluding non-overlap region](#contact-ipw2)\n", " 4. [Standardization](#contact-standardization)\n", " 5. [Summary and comparison with non-causal analysis](#contact-summary)\n", "3. [Effect of Number of Contacts](#campaign)\n", " 1. [Redefine treatment variable and potential confounders](#campaign-treatment-confounders)\n", " 2. [A closer look at the intervention scenario](#campaign-closer-look)\n", " 3. [Inverse propensity weighting](#campaign-ipw)\n", " 4. [Standardization](#campaign-standardization)\n", " 5. [Summary and comparison with non-causal analysis](#campaign-summary)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** [Section 2.B](#contact-non-overlap) uses another package called [AIX360](https://github.com/Trusted-AI/AIX360) (also created by IBM Research). If you do not wish to install and run AIX360, you can simply skip the first code cell in that section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Understand Data\n", "\n", "Load the data:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "\n", "def read_data_from_UCI():\n", " \"\"\"Reads the bank-marketing data table from a zip file directly from UCI\"\"\"\n", " import zipfile\n", " import io\n", " from urllib import request\n", "\n", " url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/00222/bank-additional.zip\"\n", " with request.urlopen(url) as r:\n", " with zipfile.ZipFile(io.BytesIO(r.read())) as zf:\n", " csv_file = zf.open(\"bank-additional/bank-additional-full.csv\")\n", " df = pd.read_csv(csv_file, sep=\";\")\n", " return df" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(41188, 21)" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = read_data_from_UCI()\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to understand what variables are present in the data." ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['age', 'job', 'marital', 'education', 'default', 'housing', 'loan',\n", " 'contact', 'month', 'day_of_week', 'duration', 'campaign', 'pdays',\n", " 'previous', 'poutcome', 'emp.var.rate', 'cons.price.idx',\n", " 'cons.conf.idx', 'euribor3m', 'nr.employed', 'y'],\n", " dtype='object')" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "According to the [data description](https://archive.ics.uci.edu/ml/datasets/Bank+Marketing):\n", "* The first seven variables (`'age'`-`'loan'`) relate to the client, including basic credit characteristics (`'default'`, `'housing'`, `'loan'`).\n", "* The next four variables relate to the last contact with the client during the current campaign: the mode of communication (`'contact'`, cellular/telephone), date (`'month'`, `'day_of_week'`), and duration of the contact (`'duration'`). `'campaign'` is the number of contacts made during this campaign.\n", "* The three subsequent variables relate to previous marketing campaigns, if applicable: the number of days since the last contact from a previous campaign (`'pdays'`), the number of contacts in previous campaigns (`'previous'`), and their outcome (`'poutcome'`).\n", "* Variables `'emp.var.rate'`-`'nr.employed'` are economic indicators such as the employment rate and consumer price index.\n", "* The last variable `'y'` is the outcome of whether the client opened a term deposit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We go ahead and binarize `'y'`, mapping `'yes'` to value 1." ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['no' 'yes']\n" ] }, { "data": { "text/plain": [ "0.11265417111780131" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(data['y'].unique())\n", "\n", "from sklearn.preprocessing import LabelEncoder\n", "le = LabelEncoder()\n", "y = pd.Series(le.fit_transform(data['y']))\n", "y.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Only 11.3% of clients sign up for a term deposit." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify treatment variables\n", "\n", "Next, we consider which of the above variables could be regarded as interventions, undertaken by bank employees, to increase the rate of positive outcomes. These are immediately limited to the variables associated with the current campaign, since client characteristics and economic conditions cannot be controlled by the bank, nor can past events be changed. In addition, as discussed [here](https://archive.ics.uci.edu/ml/datasets/Bank+Marketing), `'duration'` is not known until the last contact is completed and is mostly determined by the client. Of the remaining variables, in this notebook we will investigate the effects of `'contact'` (mode of communication) and `'campaign'` (number of contacts). `'day_of_week'` can be treated similarly as `'contact'`, as indicated below.\n", "\n", "We consider `'contact'` first and encode it as a 0/1-valued variable `a` (0 for cellular, 1 for telephone):" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['telephone' 'cellular']\n" ] }, { "data": { "text/plain": [ "0.3652520151500437" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(data['contact'].unique())\n", "a = pd.Series(le.fit_transform(data['contact']))\n", "a.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Identify potential confounders\n", "\n", "To estimate causal effects from observational data, we must also identify which of the variables are potential *confounders*, variables that could affect both the outcome `'y'` as well as the decision to intervene. We will want to \"adjust for\" (i.e. control) these confounders to isolate the causal effect of the intervention on `'y'`. For this dataset, confounder selection can be done by:\n", "1. Following the rule of thumb of avoiding post-intervention variables, i.e., those that may be affected by the intervention, and \n", "2. Putting ourselves in the shoes of the hypothetical bank employee who made the decision. \n", "\n", "Consideration 1 eliminates `'duration'` since it is a result of the last contact with the client. On the flip side, we will always include as potential confounders:\n", "* Client characteristics `'age'`-`'loan'`: These clearly affect the client's decision to invest in a term deposit (the outcome). We assume that the bank may also have most of this information in their records and a bank employee may consult it in contacting the client.\n", "* Previous campaigns `'pdays', 'previous', 'poutcome'`: These indicate the client's previous receptiveness to the bank's products and would also be part of the client's record.\n", "* Economic indicators `'emp.var.rate'`-`'nr.employed'`: These conditions may influence the client's decision as well as the bank's practices." ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [], "source": [ "confounders = ['age', 'job', 'marital', 'education', 'default', 'housing', 'loan', 'pdays',\n", " 'previous', 'poutcome', 'emp.var.rate', 'cons.price.idx', 'cons.conf.idx', 'euribor3m', 'nr.employed']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the `'contact'` intervention, the decision is whether the bank employee should call a cell phone or landline as the next (and last) contact with the client. Thus we will also include as potential confounders `'month'`, to account for any seasonality effects, and `'campaign'`, the number of contacts up until this point." ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [], "source": [ "confounders += ['month', 'campaign']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will discuss the `'campaign'` intervention later below.\n", "\n", "Now we just extract the confounders into a variable `X` and dummy-code (aka one-hot code) the categorical ones in preparation for modelling." ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "age int64\n", "job object\n", "marital object\n", "education object\n", "default object\n", "housing object\n", "loan object\n", "pdays int64\n", "previous int64\n", "poutcome object\n", "emp.var.rate float64\n", "cons.price.idx float64\n", "cons.conf.idx float64\n", "euribor3m float64\n", "nr.employed float64\n", "month object\n", "campaign int64\n", "dtype: object" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = data[confounders]\n", "X.dtypes" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agepdayspreviousemp.var.ratecons.price.idxcons.conf.idxeuribor3mnr.employedcampaignjob=blue-collar...poutcome=successmonth=augmonth=decmonth=julmonth=junmonth=marmonth=maymonth=novmonth=octmonth=sep
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5 rows × 47 columns

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" ], "text/plain": [ " age pdays previous emp.var.rate cons.price.idx cons.conf.idx \\\n", "0 56 999 0 1.1 93.994 -36.4 \n", "1 57 999 0 1.1 93.994 -36.4 \n", "2 37 999 0 1.1 93.994 -36.4 \n", "3 40 999 0 1.1 93.994 -36.4 \n", "4 56 999 0 1.1 93.994 -36.4 \n", "\n", " euribor3m nr.employed campaign job=blue-collar ... poutcome=success \\\n", "0 4.857 5191.0 1 0 ... 0 \n", "1 4.857 5191.0 1 0 ... 0 \n", "2 4.857 5191.0 1 0 ... 0 \n", "3 4.857 5191.0 1 0 ... 0 \n", "4 4.857 5191.0 1 0 ... 0 \n", "\n", " month=aug month=dec month=jul month=jun month=mar month=may \\\n", "0 0 0 0 0 0 1 \n", "1 0 0 0 0 0 1 \n", "2 0 0 0 0 0 1 \n", "3 0 0 0 0 0 1 \n", "4 0 0 0 0 0 1 \n", "\n", " month=nov month=oct month=sep \n", "0 0 0 0 \n", "1 0 0 0 \n", "2 0 0 0 \n", "3 0 0 0 \n", "4 0 0 0 \n", "\n", "[5 rows x 47 columns]" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = pd.get_dummies(X, prefix_sep='=', drop_first=True)\n", "X.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Effect of Contact Mode\n", "\n", "We have actually done a good part of the hard work, namely understanding the data and identifying the treatment variables and confounders. Now we can put the tools of Causal Inference 360 to work.\n", "\n", "We will first study the causal effect of contact mode `'contact'`. Specifically, we will consider the average causal effect, comparing the rate of positive outcomes (term deposits opened) that would result if everyone had been contacted by cell phone versus the rate if everyone had been contacted by landline. \n", "\n", "We will estimate the effect in two different ways: inverse propensity weighting (IPW) and standardization. You can look at their respective notebooks ([IPW](https://github.com/BiomedSciAI/causallib/blob/master/examples/ipw.ipynb), [standardization](https://github.com/BiomedSciAI/causallib/blob/master/examples/standardization.ipynb)) for more details on each and also try a third method on your own, namely [doubly robust regression](https://github.com/BiomedSciAI/causallib/blob/master/examples/doubly_robust.ipynb). Recall that in causal inference from observational data, the true causal effect is never known: for each client, we observe only one outcome corresponding to the intervention they were assigned, and we cannot go back in time and run a randomized experiment (randomly assigning clients to interventions). By estimating the effect in different ways, relying on different assumptions, we can increase confidence in the results we obtain if they are close to each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inverse propensity weighting: First attempt\n", "\n", "Inverse propensity weighting (IPW) requires a model for estimating the probabilities of treatment assignments given the confounders `X` (known as *propensities*). Here we will start with plain logistic regression." ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from causallib.estimation import IPW\n", "\n", "lr = LogisticRegression(solver='lbfgs', max_iter=1000)\n", "#lr = LogisticRegression(penalty='l1', solver='saga', max_iter=1000)\n", "#lr = GradientBoostingClassifier()\n", "ipw = IPW(lr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Fit the model:" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IPW(clip_max=None, clip_min=None, use_stabilized=False, verbose=False,\n", " learner=LogisticRegression(max_iter=1000))" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw.fit(X, a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimating the rates of positive outcomes under the two interventions (0 if everyone is contacted by cell phone, 1 by landline) is then simply a matter of calling the `estimate_population_outcome` method of the IPW object." ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.156671\n", "1 0.226395\n", "dtype: float64" ] }, "execution_count": 95, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = ipw.estimate_population_outcome(X, a, y)\n", "outcomes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, before we accept this result, we have to check the IPW model for any problems that we can detect with the observed data. We do this using Causal Inference 360's evaluation plots." ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from causallib.evaluation import evaluate\n", "\n", "eval_results = evaluate(ipw, X, a, y)\n", "eval_results.plot_all()\n", "eval_results.plot_covariate_balance(kind=\"love\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The evaluation plots show the following problems:\n", "* **ROC Curve**: The blue curve labelled \"Propensity\" is the standard ROC for predicting treatment `a` from the confounders `X`. In normal classification, we want a high AUC value close to 1, but for causal inference, an AUC that is too high (0.93 here) indicates that the two treatment groups (cellular/telephone) are too easily separated. In particular, the vertical segment at the left end of the ROC indicates that we can correctly identify a large fraction of telephone contacts (true positives) with hardly any cellular contacts mixed in (false positives). In addition, the orange curve labelled \"Weighted\" should ideally have an AUC of 0.5, meaning that the two treatment groups become indistinguishable after the propensity weighting is applied. The current AUC of 0.19 is way off.\n", "* **Propensity Distribution**: This plot shows the distributions of propensity values for `a=1` (estimated probability of being contacted by telephone) for the two treatment assignment groups: cellular (blue) and telephone (orange). The large orange bars at the right without any blue bars above them again point to the existence of a population that was essentially always contacted by telephone and never by cellular.\n", "* **Covariate Balance** (bottom left): The orange triangles in this plot (called a *Love plot*) show that the two treatment groups have large differences in the mean values of some of the covariates (confounders). Re-plotting the Love plot by itself, we see that the largest differences are in the economic indicators `'cons.price.idx'`, `'euribor3m'`, `'emp.var.rate'`. Furthermore, the propensity weighting has not really succeeded in reducing these differences (blue circles).\n", "\n", "Taken together, the plots show a *lack of overlap* between the two treatment groups, and specifically a group of clients that was almost always contacted by telephone. It is not advisable to estimate causal effects in regions where we do not have treatment overlap, unless we are willing to make strong assumptions about how outcomes extrapolate from one region to another (i.e., what would be the outcome under the cellular treatment for the group that was always contacted by telephone).\n", "\n", "To proceed, we will exclude this group of telephone-only contacts and try again. The Propensity Distribution plot above suggests that this could be done simply by thresholding the estimated propensity values (at say 0.9). To gain more insight, we will instead use a rule set learner from IBM's AI Explainability 360 (AIX360) toolkit to describe this group by a small number of rules." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Characterizing the region of treatment non-overlap using rules\n", "\n", "We use [AIX360](https://github.com/Trusted-AI/AIX360)'s Boolean Rules via Column Generation (BRCG) method to learn a set of rules for predicting `a=1` (telephone contact) based on the confounders `X`. To learn more about BRCG, please see the [documentation](https://aix360.readthedocs.io/en/latest/dise.html#aix360.algorithms.rbm.boolean_rule_cg.BooleanRuleCG) and [paper](https://papers.nips.cc/paper/2018/hash/743394beff4b1282ba735e5e3723ed74-Abstract.html). If you do not wish to install and run AIX360, you can simply skip the following cell. The rules returned by BRCG are hard-coded in the next cell." ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Learning DNF rule with complexity parameters lambda0=0.001, lambda1=0.001\n", "Initial LP solved\n", "Iteration: 1, Objective: 0.0930\n", "Accuracy: 0.92942119063805\n", "AUC: 0.9033834086679075\n", "['cons.price.idx > 93.92 AND euribor3m > 1.41']\n" ] } ], "source": [ "from aix360.algorithms.rbm import BooleanRuleCG, FeatureBinarizer\n", "fb = FeatureBinarizer(negations=True)\n", "X_fb = fb.fit_transform(X)\n", "br = BooleanRuleCG()\n", "br.fit(X_fb, a)\n", "\n", "from sklearn.metrics import accuracy_score, roc_auc_score\n", "aPred = br.predict(X_fb)\n", "print('Accuracy: {}'.format(accuracy_score(a, aPred)))\n", "print('AUC: {}'.format(roc_auc_score(a, aPred)))\n", "print(br.explain()['rules'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The last line above shows that the returned rule set consists of only a single rule with two conditions on `'cons.price.idx'` and `'euribor3m'`. This single rule already predicts `a` very well, as seen from the accuracy and AUC values. Not coincidentally, in the Love plot in the previous subsection, `'cons.price.idx'` and `'euribor3m'` are also the covariates with the largest mean difference between the treatment groups. We will simply use this rule as the criteria for excluding individuals from the analysis." ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" } ], "source": [ "indExclude = (X['cons.price.idx'] > 93.92) & (X['euribor3m'] > 1.41)\n", "a[indExclude].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see in fact that in every instance satisfying the rule, the client was contacted by telephone. It is not clear why this is the case without more specific knowledge of the dataset. We can infer that this occurred during a time of higher inflation and interest rates: The consumer price index `'cons.price.idx'` is a standard measure of inflation, while Euribor `'euribor3m'` is a Eurozone interbank lending rate and a benchmark for short-term interest rates.\n", "\n", "Removing instances that satisfy the rule:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.14498640322192008\n", "0.1000654022236756\n" ] } ], "source": [ "y = y.loc[~indExclude]\n", "a = a.loc[~indExclude]\n", "X = X.loc[~indExclude]\n", "print(y.mean())\n", "print(a.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The fraction of telephone contacts has gone down significantly after the exclusion, and the rate of positive outcomes has also increased." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inverse propensity weighting: After excluding non-overlap region\n", "\n", "We now re-fit and re-evaluate the IPW model after removing the non-overlap region identified above." ] }, { "cell_type": "code", "execution_count": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IPW(clip_max=None, clip_min=None, use_stabilized=False, verbose=False,\n", " learner=LogisticRegression(max_iter=1000))" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ipw.fit(X, a)" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'train': {'covariate_balance_slope': ,\n", " 'calibration': ,\n", " 'roc_curve': ,\n", " 'pr_curve': ,\n", " 'covariate_balance_love': ,\n", " 'weight_distribution': }}" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "eval_results = evaluate(ipw, X, a, y)\n", "eval_results.plot_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The evaluation looks much better.\n", "* **ROC Curve**: The original AUC of 0.68 (\"Propensity\", blue curve) is not too high, and the weighted AUC (orange) is close to 0.5.\n", "* **Propensity Distribution**: No more large orange bars that do not overlap with blue ones.\n", "* **Covariate Balance Love Plot**: The starting mean differences are now much smaller, below 0.3 on this standardized scale, and are decreased to below 0.1 by propensity weighting.\n", "* **Calibration**: The calibration curve does deviate significantly from the ideal y=x line. However, this occurs above a predicted probability of 0.3, which the Propensity Distribution plot above shows is very infrequent, so it is not too much of a concern.\n", "\n", "Armed with greater confidence from these improved evaluation plots, we re-estimate the rates of positive outcomes under the two interventions." ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.150513\n", "1 0.120638\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.029876\n", "ratio 1.247648\n", "dtype: float64" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = ipw.estimate_population_outcome(X, a, y)\n", "print(outcomes)\n", "ipw.estimate_effect(outcomes[0], outcomes[1], effect_types=['diff','ratio'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We conclude from the IPW analysis that contacting clients by cell phone results in a higher rate of opening term deposits than by landline, 15% to 12%, a difference of 3.0% and a relative increase of almost 25%." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Standardization\n", "\n", "Next we turn to standardization as a second method for estimating the causal effect of contact mode. We will continue to exclude the telephone-only group identified [above](#contact-non-overlap) to avoid having to extrapolate.\n", "\n", "Standardization requires a model for estimating the *outcome* `y` given intervention `a` and confounders `X`. We will use gradient-boosted classification trees as well as the `predict_proba=True` option to focus on predicting probabilities of outcomes." ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Standardization(encode_treatment=False, predict_proba=True,\n", " learner=GradientBoostingClassifier())" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.ensemble import GradientBoostingClassifier\n", "from causallib.estimation import Standardization\n", "\n", "#gb = LinearRegression()\n", "gb = GradientBoostingClassifier()\n", "std = Standardization(gb, predict_proba=True)\n", "std.fit(X, a, y)" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a\n", "0 0.150322\n", "1 0.116816\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.033505\n", "ratio 1.286821\n", "dtype: float64" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = std.estimate_population_outcome(X, a).xs(1, level='y')\n", "print(outcomes)\n", "std.estimate_effect(outcomes[0], outcomes[1], effect_types=['diff','ratio'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These values are similar to the ones obtained with IPW: an absolute increase of 3.4% in positive outcomes with cellular contact compared to landline, and a relative increase of 29%.\n" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'train': {'roc_curve': ,\n", " 'pr_curve': ,\n", " 'calibration': }}" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "eval_results = evaluate(std, X, a, y)\n", "eval_results.plot_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* **ROC Curve**: The AUC in predicting outcome `y` is reasonably high and similar for both treatment groups. \n", "* **Predicted Common Support**: This plot is meant to assess the ignorability assumption, which states that the counterfactual outcomes (Y0, Y1) are independent of the actual treatment assignment when conditioned on the confounders. The plot shows the distributions of predicted (Y0, Y1) values and we are looking for good overlap between the distributions for treatment groups 0 (blue) and 1 (orange). This appears to be the case." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `Standardization` class uses a single regressor that takes input (`X`, `a`) to predict `y`, i.e., the intervention `a` is placed on the same footing as other input features in `X`. Alternatively, `StratifiedStandardization` uses two regressors, one for `a=0` and one for `a=1`, each of which take `X` as input." ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a\n", "0 0.150329\n", "1 0.113167\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.037162\n", "ratio 1.328386\n", "dtype: float64" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from causallib.estimation import StratifiedStandardization\n", "std = StratifiedStandardization(gb, predict_proba=True)\n", "std.fit(X, a, y)\n", "\n", "outcomes = std.estimate_population_outcome(X, a).xs(1, level='y')\n", "print(outcomes)\n", "std.estimate_effect(outcomes[0], outcomes[1], effect_types=['diff','ratio'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The resulting estimates are a bit higher than those from `Standardization`." ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'train': {'roc_curve': ,\n", " 'pr_curve': ,\n", " 'calibration': }}" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "eval_results = evaluate(std, X, a, y)\n", "eval_results.plot_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The evaluation plots show a greater discrepancy between the AUC values for the two treatment groups and also slightly less overlap between the corresponding distributions of predicted (Y0, Y1). While these discrepancies are probably not large enough to be concerning, we may wish to view the effect estimate above (which is larger than the others) with a bit more caution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary and comparison with non-causal analysis\n", "\n", "Taken together, the IPW and standardization analyses support the conclusion that the causal effect of contacting a client by cell phone as opposed to landline is a 3% or slightly greater increase in the success rate, which is roughly a 25-30% increase in relative terms. Note however that this conclusion applies only to the analyzed population, excluding the period with higher inflation and short-term interest rates that had no treatment overlap.\n", "\n", "We conclude this part by comparing this causal effect estimate to what might be obtained without a causal analysis, namely looking at the rates of positive outcomes *conditioned* on treatment assignments `a=0`, `a=1` but without adjusting for variables that could confound the effect. These conditional rates can be simply computed as:" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.14737607099143207, 0.12349501203990368)" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y[a==0].mean(), y[a==1].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or more formally using Causal Inference 360's `MarginalOutcomeEstimator`:" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.147376\n", "1 0.123495\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.023881\n", "ratio 1.193377\n", "dtype: float64" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from causallib.estimation import MarginalOutcomeEstimator\n", "moe = MarginalOutcomeEstimator(None)\n", "moe.fit(X, a, y)\n", "outcomes = moe.estimate_population_outcome(X, a, y)\n", "print(outcomes)\n", "moe.estimate_effect(outcomes[0], outcomes[1], effect_types=['diff','ratio'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thus it appears that a non-causal analysis would underestimate the effect of contact mode. This might be explained for example by the weaker intervention (contact by landline) being selected more often (collectively by bank employees) during better economic conditions and/or months of the year when clients may be more likely to invest in a term deposit. If this is the case, then the observational data would make the weaker intervention appear slightly stronger than it really is." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Effect of Number of Contacts\n", "\n", "We turn now to studying the effect of the number of contacts made in the current marketing campaign, `'campaign'`, on the rate of positive outcomes. Specifically, we will estimate the success rates that would result if all clients were contacted more than once versus just once. (This is related to [uplift modelling](https://en.wikipedia.org/wiki/Uplift_modelling), viewing those contacted only once as the *control* and more than once as the *treated*.) It is a relevant question because contacting clients takes resources (e.g. employee time). Together with other inputs, the effect estimate could inform instructions to employees on whether to continue contacting clients after a first attempt, or spend their time more profitably on other tasks." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Redefine treatment variable and potential confounders\n", "\n", "We accordingly redefine the treatment variable `a` to be 1 if `'campaign'` is greater than 1 and 0 if `'campaign'` is equal to 1. We also have to redefine `y` to restore the non-overlap group that was excluded [above](#contact-non-overlap) when we were considering the contact mode. " ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.11265417111780131\n", "0.5716713605904632\n" ] } ], "source": [ "y = pd.Series(le.fit_transform(data['y']))\n", "a = (data['campaign'] > 1).astype(int)\n", "print(y.mean())\n", "print(a.mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As for confounders, we continue to use the client characteristics, previous campaign features, and economic indicators included [before](#data-confounders)." ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "confounders = ['age', 'job', 'marital', 'education', 'default', 'housing', 'loan', 'pdays',\n", " 'previous', 'poutcome', 'emp.var.rate', 'cons.price.idx', 'cons.conf.idx', 'euribor3m', 'nr.employed']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `'campaign'` as the treatment, we imagine that we are making the decision to stop or continue after the first contact with the client. In this scenario, the features of the last contact (`'contact'`, `'day_of_week'`, and certainly `'duration'`) may not be known, so they should not be considered as potential confounders. We will thus only add `'month'`." ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "confounders += ['month']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Re-extracting the confounders:" ] }, { "cell_type": "code", "execution_count": 113, "metadata": {}, "outputs": [], "source": [ "X = data[confounders]\n", "X = pd.get_dummies(X, prefix_sep='=', drop_first=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A closer look at the intervention scenario\n", "\n", "Let us stop and think a bit harder about the decision-making scenario: we contact all clients once, and then decide whether to continue contacting or stop. The first observation is that the rate of positive outcomes can only increase by continuing, so there is no question about the sign of the treatment effect. Rather, the goal is to estimate how large the positive rate is under the decision to continue, to inform a cost-benefit analysis. \n", "\n", "Second, the main challenge in causal effect estimation (the \"fundamental problem of causal inference\") is that we generally cannot observe *counterfactual* outcomes: for individuals given intervention `a=0`, we do not observe their outcomes under `a=1`, and vice versa. In the present scenario however, we actually can deduce several counterfactual outcomes. Let us define Y0 as the *potential outcome* that would result if a client were contacted only once. For clients actually contacted once (assigned `a=0`), their observed outcome `y` is the same as the potential outcome Y0. For clients contacted more than once (assigned `a=1`), if we had instead stopped after the first contact, their potential outcomes should be Y0 = 0, as otherwise the bank employees would not have persisted in contacting them. Thus, Y0 can be inferred for all clients as follows:" ] }, { "cell_type": "code", "execution_count": 114, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.05584150723511702" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y0 = y * (a == 0)\n", "y0.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This 5.6% success rate is in fact the rate under the intervention of contacting only once. We will come back to it later.\n", "\n", "In addition, the potential outcome Y0 is **known** at the time of decision after the first contact by the bank employees. It can in fact be seen as a special kind of confounder in having deterministic effects: if Y0=1 (success), then `a=0` deterministically as there is no benefit to continuing, and also `y=1`. Since clients with Y0=1 receive only treatment `a=0`, they constitute a group with **complete non-overlap** of treatments. They should therefore be excluded from the causal analysis, as we did [before in the analysis of `'contact'`](#contact-non-overlap). So we remove them:" ] }, { "cell_type": "code", "execution_count": 115, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(38888, 46)" ] }, "execution_count": 115, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = y.loc[y0 == 0]\n", "a = a.loc[y0 == 0]\n", "X = X.loc[y0 == 0]\n", "X.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The remaining clients with Y0=0 can receive either treatment `a=0` or `a=1`, so they do not exhibit complete non-overlap. They might still suffer from partial non-overlap, but this can be checked using an IPW model and Causal Inference 360's evaluation methods, as we will do in the next subsection." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One more thing to keep in mind is that the treatment `a=1`, i.e., `'campaign' > 1`, is actually a *composite* treatment: It is not a well-defined intervention like \"contact exactly twice,\" but rather \"contact more than once according to the distribution of `'campaign'` in the data\" (in other words, following what the bank employees collectively did). Indeed, one might imagine that after some number of contacts, the success rate would start to decline because clients become irritated or may even leave the bank (an outcome we do not observe in the data). In this notebook, we will not address these additional considerations and will focus on the simplified case of a binarized treatment." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Inverse propensity weighting\n", "\n", "[As in Section 2](#contact-ipw1), we will instantiate IPW with a logistic regression model for predicting the probabilities of treatment assignments." ] }, { "cell_type": "code", "execution_count": 116, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IPW(clip_max=None, clip_min=None, use_stabilized=False, verbose=False,\n", " learner=LogisticRegression(max_iter=1000))" ] }, "execution_count": 116, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lr = LogisticRegression(solver='lbfgs', max_iter=1000)\n", "#lr = LogisticRegression(penalty='l1', solver='saga', max_iter=1000)\n", "#lr = GradientBoostingClassifier()\n", "ipw = IPW(lr)\n", "ipw.fit(X, a)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us check the IPW model using the evaluation plots:" ] }, { "cell_type": "code", "execution_count": 117, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "eval_results = evaluate(ipw, X, a, y)\n", "eval_results.plot_all()\n", "eval_results.plot_covariate_balance(kind=\"love\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The two treatment groups are fairly balanced to begin with: \n", "* **ROC Curve**: The Propensity AUC (blue curve) is only 0.55, which is further reduced to 0.51 by IPW.\n", "* **Propensity Distribuution**: The distributions of propensity estimates are balanced.\n", "* **Covariate Balance Love Plot**: The standardized mean differences are all below 0.1 even before IPW.\n", "\n", "Now we obtain estimates of positive rates and the treatment effect:" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 0.000000\n", "1 0.100092\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.100092\n", "dtype: float64" ] }, "execution_count": 118, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = ipw.estimate_population_outcome(X, a, y)\n", "print(outcomes)\n", "ipw.estimate_effect(outcomes[1], outcomes[0], effect_types=['diff'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The positive rate is zero under `a=0` (stopping), as it should be for this subpopulation defined by the lack of success after one contact. Under `a=1`, the estimated success rate is 10%. We will break down this rate next using standardization." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Standardization\n", "\n", "Recall that in standardization, we use a regressor to predict the outcome `y` from confounders `X` and treatment `a`. Because of the exclusion of positive outcomes Y0=1 under `a=0`, `y` is now identically zero conditioned on `a=0`. Thus we need only fit a model for `a=1`. To accomplish this, we use `StratifiedStandardization` with gradient boosted classification trees as before for `a=1` and linear regression for `a=0`. The latter is a \"dummy\" that will just return an all-zero model." ] }, { "cell_type": "code", "execution_count": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "StratifiedStandardization(learner=LinearRegression())" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "std = StratifiedStandardization({0: LinearRegression(), 1: GradientBoostingClassifier()}, predict_proba=True)\n", "std.fit(X, a, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We go ahead and estimate rates of positive outcomes under the two interventions. (The last two columns of `outcomes` are the predicted probabilities of `y=0` and `y=1` under intervention `a=1` and hence add up to 1.)" ] }, { "cell_type": "code", "execution_count": 120, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "campaign \n", "0 y 0.000000\n", "1 0 0.902171\n", " 1 0.097829\n", "dtype: float64\n" ] }, { "data": { "text/plain": [ "diff 0.097829\n", "dtype: float64" ] }, "execution_count": 120, "metadata": {}, "output_type": "execute_result" } ], "source": [ "outcomes = std.estimate_population_outcome(X, a)\n", "print(outcomes)\n", "std.estimate_effect(outcomes[(1,1)], outcomes[0], effect_types=['diff'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The estimated outcome under the `a=0` intervention (stopping) is zero, as expected. The estimated outcome of 9.8% under `a=1` is slightly lower than that from IPW.\n", "\n", "With standardization, we can also see whether there is a difference between the estimated success rates for the **assigned** treatment groups `a=0` and `a=1`, under the intervention of continuing contact for all clients. This can be done using the `estimate_individual_outcome` method (as opposed to `estimate_population_outcome` above), extracting the `(1,1)` column with success probabilities under the `a=1` intervention, and then averaging the probabilities over the two treatment groups." ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated success rates under continuing contact\n", "for the \"untreated\" group a=0: 0.09543383555412627\n", "for the \"treated\" group a=1: 0.09938921214795549\n" ] } ], "source": [ "yPot = std.estimate_individual_outcome(X, a)#.xs(1, axis=1, level='y')\n", "#print(yPot.head())\n", "y1 = yPot[(1,1)]\n", "print('Estimated success rates under continuing contact')\n", "print('for the \"untreated\" group a=0: {}'.format(y1.loc[a == 0].mean()))\n", "print('for the \"treated\" group a=1: {}'.format(y1.loc[a == 1].mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The average of `y1` over the `a=0` group (the potential success rate in the \"untreated\") is slightly lower than that of the `a=1` group (the \"treated\"), which accounts for the slightly lower overall rate of 9.8% above. What this means is that if we had decided to continue contacting **all** clients, we might have had slightly less success with the clients whom the bank employees stopped contacting in the data (`a=0`) than with the clients whom they continued to contact (`a=1`). Perhaps this is because the bank employees, in deciding whom to keep contacting, had some ability to predict which clients would be more likely to invest, although we cannot say this with confidence given the small difference.\n", "\n", "We can also verify that the estimated success rate for the `a=1` group is very close to the observed rate (since this group was actually subject to continued contact). The latter is the rate *conditioned on* `a=1`. Again, this may be what one would compute without a causal approach." ] }, { "cell_type": "code", "execution_count": 122, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.09937993714431326\n" ] } ], "source": [ "print(y[a==1].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Summary and comparison with non-causal analysis\n", "\n", "Recall that we had excluded from the causal analysis clients with a positive outcome after the first contact (Y0=1). For these clients, we can assume (or define) their counterfactual outcome to be Y1=1 if we were to keep contacting them. Then we can construct a complete set of potential outcomes `y1All` under the `a=1` intervention:" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated success rate under one contact for all clients: 0.05584150723511702\n", "Estimated success rate under more than one contact for all clients: 0.1482073490897146\n" ] } ], "source": [ "y1All = y0.copy()\n", "y1All[y1All == 0] = y1\n", "print('Estimated success rate under one contact for all clients: {}'.format(y0.mean()))\n", "print('Estimated success rate under more than one contact for all clients: {}'.format(y1All.mean()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In summary, from the data we observe a 5.6% success rate after one contact, and from the causal analysis, we are predicting a success rate of 14.8% if **all** clients were subject to continued contact. The observed success rate of 11.3% lies in between since the bank employees continued contacting some clients and stopped contacting others." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We conclude as [before](#contact-summary) with a comparison to what might be obtained with a non-causal analysis, naively looking at the success rates *conditioned* on treatment assignments `a=0`, `a=1`. We first re-define `y` and `a` to bring back the excluded population with Y0=1." ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0.13037070626913047, 0.09937993714431326)" ] }, "execution_count": 124, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = pd.Series(le.fit_transform(data['y']))\n", "a = (data['campaign'] > 1).astype(int)\n", "y[a==0].mean(), y[a==1].mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see now that these conditional success rates are quite misleading. They seem to indicate that the success rate would be lower if clients were contacted more than once, which we know is not true (even from common sense). Breaking down the two cases:\n", "* For `a=0`, the rate of 13.0% is from only those clients whom the bank employees contacted once. But had they stopped at one contact for the remaining clients, they would have had no additional successes. Thus, the success rate under the *intervention* of exactly one contact is much lower, 5.6% from above. \n", "* For `a=1`, the rate of 9.9% is close to the 9.8% that we estimated using [standardization](#campaign-standardization) for those clients that were not successes after the first contact (Y0=0). However, we must remember to add back the clients who already agreed to a term deposit after the first contact (Y0=1), and that gives us the success rate of 14.8% above under the *intervention* of more than one contact." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }