diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index da815b1e..08a0e892 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -22,7 +22,7 @@ repos:
exclude_types: [svg]
- id: check-yaml
- id: check-added-large-files
- exclude: &exclude_pattern 'iv_weak_instruments.ipynb'
+ exclude: &exclude_pattern '(iv_weak_instruments|its_lift_test)\.ipynb'
args: ["--maxkb=1500"]
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.14.2
diff --git a/docs/source/notebooks/index.md b/docs/source/notebooks/index.md
index 17eaa40c..c9ae0ad7 100644
--- a/docs/source/notebooks/index.md
+++ b/docs/source/notebooks/index.md
@@ -40,6 +40,7 @@ did_pymc_banks.ipynb
its_skl.ipynb
its_pymc.ipynb
its_covid.ipynb
+its_lift_test.ipynb
:::
:::{toctree}
diff --git a/docs/source/notebooks/its_lift_test.ipynb b/docs/source/notebooks/its_lift_test.ipynb
new file mode 100644
index 00000000..ac8a2d50
--- /dev/null
+++ b/docs/source/notebooks/its_lift_test.ipynb
@@ -0,0 +1,1585 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Lift Testing with Interrupted Time Series: A Marketing Case Study\n",
+ "\n",
+ "## Running Lift Tests When You Have No Control Group\n",
+ "\n",
+ "In marketing analytics, **lift tests** (also known as incrementality tests) are experiments designed to measure the true causal impact of advertising campaigns. These results are crucial for:\n",
+ "- Validating marketing attribution models\n",
+ "- Calibrating Media Mix Models (MMM) to improve accuracy\n",
+ "- Making informed budget allocation decisions\n",
+ "\n",
+ "The gold standard for lift testing is a randomized controlled trial with treatment and control groups. However, this is not always possible. When running **national-level campaigns** (such as TV advertising in the UK), there may be no geographic control group available since the entire market receives the treatment simultaneously.\n",
+ "\n",
+ "This notebook demonstrates how to use **Interrupted Time Series (ITS)** analysis to conduct a lift test and generate the statistical outputs needed for downstream applications like MMM calibration. ITS is particularly valuable when:\n",
+ "- You're running national campaigns with no geographic controls\n",
+ "- You need to measure the incremental impact of a campaign above baseline activity\n",
+ "- You want to feed experimental results into your MMM to improve parameter estimates\n",
+ "\n",
+ ":::{admonition} Connection to Media Mix Modeling\n",
+ ":class: note\n",
+ "\n",
+ "The lift test results from this notebook (mean lift and standard deviation) can be directly integrated into MMM frameworks like [PyMC-Marketing](https://www.pymc-marketing.io/) to calibrate saturation curves and improve attribution accuracy. See the [PyMC-Marketing lift test calibration documentation](https://www.pymc-marketing.io/en/latest/notebooks/mmm/mmm_lift_test.html) for details on how to use these results.\n",
+ ":::\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## The Business Scenario\n",
+ "\n",
+ "Imagine you are managing marketing for a national brand in the UK. Your marketing mix includes:\n",
+ "- **Baseline TV Brand Awareness**: Continuous, low-level TV spend to maintain brand presence\n",
+ "- **TV Promo Campaign**: A 4-week high-spend campaign for a new product launch or seasonal promotion\n",
+ "- **Digital Paid Advertising**: Ongoing digital marketing efforts \n",
+ "- **Radio**: Steady radio advertising\n",
+ "\n",
+ "The TV promo campaign represents a significant investment - both in producing a new advertisement and in media buying to air it during prime time. The spend during this promotional period is much higher than your baseline TV spend.\n",
+ "\n",
+ "**The Challenge**: Because the TV campaign runs nationally, you don't have a clean control group. You can't compare sales in \"treated\" vs \"untreated\" regions. \n",
+ "\n",
+ "**The Solution**: Use Interrupted Time Series analysis to fit sales before the campaign. We can then use that model to estimate the counterfactual estimate of what the sales would have been without the campaign. Comparing that and the actual sales gives us an estimate of the causal impact of the promo campaign.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Lift Test Outputs\n",
+ "\n",
+ "A successful lift test provides statistical estimates of campaign effectiveness that can be used for both immediate decision-making and model calibration. Using ITS analysis, we'll generate:\n",
+ "\n",
+ "### Primary Lift Test Results (for MMM Calibration)\n",
+ "\n",
+ "1. **Absolute Lift with Uncertainty**: The total incremental units (sales, conversions, etc.) attributable to the campaign, expressed as a posterior distribution with **mean** and **standard deviation**. This is the key output needed for MMM calibration.\n",
+ "\n",
+ "### Additional Business Metrics\n",
+ "\n",
+ "2. **Percentage Lift**: The percentage increase in the outcome variable compared to the counterfactual baseline\n",
+ "3. **Return on Investment (ROI)**: The financial return from the campaign relative to spend\n",
+ "\n",
+ "All metrics include full uncertainty quantification through Bayesian inference, providing not just point estimates but complete probability distributions. This uncertainty information is essential for:\n",
+ "- **MMM Calibration**: Informing how strongly the lift test should constrain model parameters\n",
+ "- **Decision Making**: Understanding the range of plausible campaign effects\n",
+ "- **Risk Assessment**: Quantifying confidence in positive/negative ROI\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{admonition} Structure of This Notebook\n",
+ ":class: tip\n",
+ "\n",
+ "This notebook is organized into the following sections:\n",
+ "\n",
+ "* **Setup and Imports**: Load required packages\n",
+ "* **Part I: Data Simulation**: Generate synthetic marketing data with realistic patterns\n",
+ " - Define time periods and intervention dates\n",
+ " - Create media spend data for multiple channels\n",
+ " - Apply marketing transformations (adstock and saturation)\n",
+ " - Construct the target variable (sales)\n",
+ " \n",
+ " *Note: If you already have your own data and just want to learn how to evaluate lift, you can skip directly to Part II.*\n",
+ "\n",
+ "* **Part II: Interrupted Time Series Analysis**: Fit the ITS model and generate counterfactual predictions\n",
+ "* **Part III: Calculating Lift Metrics**: \n",
+ " - Absolute Lift (total incremental sales)\n",
+ " - Percentage Lift (% increase vs baseline)\n",
+ " - Return on Investment (ROI)\n",
+ "* **Summary and Interpretation**: Business implications, assumptions, and next steps\n",
+ "\n",
+ ":::\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Setup and Imports\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "OMP: Info #276: omp_set_nested routine deprecated, please use omp_set_max_active_levels instead.\n",
+ "/Users/benjamv/mambaforge/envs/CausalPy/lib/python3.13/site-packages/pymc_extras/model/marginal/graph_analysis.py:10: FutureWarning: `pytensor.graph.basic.io_toposort` was moved to `pytensor.graph.traversal.io_toposort`. Calling it from the old location will fail in a future release.\n",
+ " from pytensor.graph.basic import io_toposort\n"
+ ]
+ }
+ ],
+ "source": [
+ "import arviz as az\n",
+ "import matplotlib.pyplot as plt\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pymc_marketing.mmm.transformers import geometric_adstock, logistic_saturation\n",
+ "\n",
+ "import causalpy as cp\n",
+ "\n",
+ "%load_ext autoreload\n",
+ "%autoreload 2\n",
+ "%config InlineBackend.figure_format = 'retina'\n",
+ "\n",
+ "# Set random seed for reproducibility\n",
+ "seed = 42\n",
+ "rng = np.random.default_rng(seed)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Part I: Data Simulation\n",
+ "\n",
+ "For this example, we'll generate synthetic data to illustrate the method. In a real-world scenario, you would use your actual sales and media spend data. \n",
+ "\n",
+ "We'll simulate a simplified Media Mix Model where sales are driven by:\n",
+ "- A linear trend (business growth over time)\n",
+ "- Annual seasonality (monthly patterns)\n",
+ "- Media channel contributions with realistic marketing effects (adstock and saturation)\n",
+ "- Random noise\n",
+ "\n",
+ "This simulation will help us demonstrate parameter recovery and validate that ITS can accurately estimate the lift from the TV promo campaign.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Define Date Range and Intervention Period\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Pre-intervention period: 2022-01-03 00:00:00 to 2023-12-25 00:00:00\n",
+ "Intervention starts: 2024-01-01 00:00:00\n",
+ "Post-intervention period: 2024-01-01 00:00:00 to 2024-03-25 00:00:00\n",
+ "Total weeks: 117\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Create date range: 2 years pre-intervention + 3 months post-intervention\n",
+ "# Using weekly data\n",
+ "n_weeks_pre = 104 # 2 years\n",
+ "n_weeks_post = 13 # 3 months (approximately)\n",
+ "n_total = n_weeks_pre + n_weeks_post\n",
+ "\n",
+ "# Start date\n",
+ "start_date = pd.Timestamp(\"2022-01-03\") # Starting on a Monday\n",
+ "date_range = pd.date_range(start=start_date, periods=n_total, freq=\"W-MON\")\n",
+ "\n",
+ "# Define intervention start (beginning of TV promo campaign)\n",
+ "intervention_start = date_range[n_weeks_pre]\n",
+ "print(f\"Pre-intervention period: {date_range[0]} to {date_range[n_weeks_pre - 1]}\")\n",
+ "print(f\"Intervention starts: {intervention_start}\")\n",
+ "print(f\"Post-intervention period: {intervention_start} to {date_range[-1]}\")\n",
+ "print(f\"Total weeks: {n_total}\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Generate Media Spend Data\n",
+ "\n",
+ "We'll create spend data for four media channels, each with realistic patterns.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
"
+ ],
+ "text/plain": [
+ " sales t month week_of_month post_intervention\n",
+ "date \n",
+ "2022-01-03 5656.945956 0 1 1 0\n",
+ "2022-01-10 5617.466355 1 1 2 0\n",
+ "2022-01-17 5564.805726 2 1 3 0\n",
+ "2022-01-24 5318.135657 3 1 4 0\n",
+ "2022-01-31 5441.232581 4 1 5 0"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Create time index for trend\n",
+ "t = np.arange(n_total)\n",
+ "\n",
+ "# 1. Baseline intercept (average sales with no marketing)\n",
+ "intercept = 5000\n",
+ "\n",
+ "# 2. Linear trend (business growth over time)\n",
+ "trend = 10 * t # Growing by ~10 units per week\n",
+ "\n",
+ "# 3. Annual seasonality (using month of year and week of month)\n",
+ "# Extract month from date_range\n",
+ "months = date_range.month\n",
+ "# Create monthly seasonal component using sine waves\n",
+ "monthly_seasonality = 500 * np.sin(2 * np.pi * months / 12) + 300 * np.cos(\n",
+ " 2 * np.pi * months / 12\n",
+ ")\n",
+ "\n",
+ "# Extract week of month (1-5, since no month has more than 31 days)\n",
+ "week_of_month = ((date_range.day - 1) // 7 + 1).values\n",
+ "# Create week of month effect (smaller amplitude than monthly)\n",
+ "# Different weeks of the month have different sales patterns\n",
+ "week_of_month_effect = np.array(\n",
+ " [{1: 100, 2: 50, 3: -20, 4: -50, 5: -80}.get(w, 0) for w in week_of_month]\n",
+ ")\n",
+ "\n",
+ "# Combined seasonality\n",
+ "seasonality = monthly_seasonality + week_of_month_effect\n",
+ "\n",
+ "# 4. Media contributions with coefficients\n",
+ "# These coefficients represent the \"true\" effect of each channel on sales\n",
+ "media_coefficients = {\n",
+ " \"tv_brand_awareness_transformed\": 0.8,\n",
+ " \"tv_promo_transformed\": 20.5, # TV promo has a stronger effect\n",
+ " \"digital_paid_transformed\": 1.2,\n",
+ " \"radio_transformed\": 0.6,\n",
+ "}\n",
+ "\n",
+ "media_contribution = np.zeros(n_total)\n",
+ "for channel, coef in media_coefficients.items():\n",
+ " media_contribution += coef * df_transformed[channel].values\n",
+ "\n",
+ "# 5. Random noise\n",
+ "noise_sigma = 200\n",
+ "noise = rng.normal(0, noise_sigma, n_total)\n",
+ "\n",
+ "# Combine all components to create sales\n",
+ "sales = intercept + trend + seasonality + media_contribution + noise\n",
+ "\n",
+ "# Create the final dataframe\n",
+ "df = pd.DataFrame(\n",
+ " {\n",
+ " \"date\": date_range,\n",
+ " \"sales\": sales,\n",
+ " \"t\": t,\n",
+ " \"month\": months,\n",
+ " \"week_of_month\": week_of_month,\n",
+ " }\n",
+ ")\n",
+ "\n",
+ "# Add a column to indicate intervention period\n",
+ "df[\"post_intervention\"] = (df[\"date\"] >= intervention_start).astype(int)\n",
+ "\n",
+ "# Set date as index\n",
+ "df = df.set_index(\"date\")\n",
+ "\n",
+ "print(\"Sales statistics:\")\n",
+ "print(f\"Mean: {df['sales'].mean():.2f}\")\n",
+ "print(f\"Std: {df['sales'].std():.2f}\")\n",
+ "print(f\"Min: {df['sales'].min():.2f}\")\n",
+ "print(f\"Max: {df['sales'].max():.2f}\")\n",
+ "\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 5. Visualize the Data\n",
+ "\n",
+ "Let's visualize the sales time series and see if we can spot the impact of the TV promo campaign.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "tags": [
+ "hide-input"
+ ]
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 791,
+ "width": 1391
+ }
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(14, 8), sharex=True)\n",
+ "\n",
+ "# Plot sales\n",
+ "ax1.plot(df.index, df[\"sales\"], color=\"black\", linewidth=1.5, label=\"Sales\")\n",
+ "ax1.axvline(\n",
+ " intervention_start,\n",
+ " color=\"red\",\n",
+ " linestyle=\"--\",\n",
+ " linewidth=2,\n",
+ " alpha=0.7,\n",
+ " label=\"Intervention Start\",\n",
+ ")\n",
+ "ax1.fill_between(\n",
+ " df.index[n_weeks_pre : n_weeks_pre + promo_weeks],\n",
+ " df[\"sales\"].min(),\n",
+ " df[\"sales\"].max(),\n",
+ " color=\"red\",\n",
+ " alpha=0.1,\n",
+ " label=\"TV Promo Period\",\n",
+ ")\n",
+ "ax1.set_ylabel(\"Sales\", fontsize=12)\n",
+ "ax1.set_title(\"Sales Time Series\", fontsize=14, fontweight=\"bold\")\n",
+ "ax1.legend()\n",
+ "ax1.grid(alpha=0.3)\n",
+ "\n",
+ "# Plot TV promo spend for reference\n",
+ "ax2.plot(\n",
+ " df_spend.index,\n",
+ " df_spend[\"tv_promo\"],\n",
+ " color=\"#d62728\",\n",
+ " linewidth=2,\n",
+ " label=\"TV Promo Spend\",\n",
+ ")\n",
+ "ax2.axvline(intervention_start, color=\"red\", linestyle=\"--\", linewidth=2, alpha=0.7)\n",
+ "ax2.fill_between(\n",
+ " df.index[n_weeks_pre : n_weeks_pre + promo_weeks],\n",
+ " 0,\n",
+ " df_spend[\"tv_promo\"].max(),\n",
+ " color=\"red\",\n",
+ " alpha=0.1,\n",
+ ")\n",
+ "ax2.set_xlabel(\"Date\", fontsize=12)\n",
+ "ax2.set_ylabel(\"Spend (£)\", fontsize=12)\n",
+ "ax2.set_title(\"TV Promo Spend\", fontsize=14, fontweight=\"bold\")\n",
+ "ax2.legend()\n",
+ "ax2.grid(alpha=0.3)\n",
+ "\n",
+ "plt.tight_layout()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Part II: Interrupted Time Series Analysis\n",
+ "\n",
+ "Now that we have our simulated data, we can use CausalPy's Interrupted Time Series method to estimate the causal impact of the TV promo campaign.\n",
+ "\n",
+ "The key insight of ITS is:\n",
+ "1. We fit a model to the **pre-intervention** period (before the TV promo)\n",
+ "2. We use this model to predict what **would have happened** in the post-intervention period (the counterfactual)\n",
+ "3. We compare the actual observed sales to the counterfactual to estimate the causal impact\n",
+ "\n",
+ "Note that we do **not** include the TV promo spend in our ITS model. We're trying to estimate the total impact of the intervention, regardless of which specific factors drove it. The ITS model will capture the baseline trends and seasonality to create an accurate counterfactual.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Run the ITS Analysis\n",
+ "\n",
+ "We'll fit a model that includes a time trend, monthly seasonality, and week-of-month effects to capture the baseline sales pattern.\n",
+ "\n",
+ "The formula `\"sales ~ 1 + t + C(month) + C(week_of_month)\"` specifies a linear regression model with the following components:\n",
+ "\n",
+ "- **`1`**: Intercept term (baseline level of sales)\n",
+ "- **`t`**: Linear time trend to capture long-term growth or decline\n",
+ "- **`C(month)`**: Categorical variable for month of year (1-12)\n",
+ " - Creates 11 dummy variables (with one month as reference)\n",
+ " - Captures annual seasonality patterns (e.g., higher sales in summer, lower in winter)\n",
+ "- **`C(week_of_month)`**: Categorical variable for week within month (1-5)\n",
+ " - Creates 4 dummy variables (with week 1 as reference)\n",
+ " - Captures within-month patterns (e.g., beginning vs end of month effects)\n",
+ "\n",
+ "This modeling approach is deliberately simple and interpretable. We're using categorical variables rather than smooth functions (like splines or Fourier terms) because:\n",
+ "1. **Flexibility**: Each month and week can have its own level without constraining the pattern\n",
+ "2. **Robustness**: Less prone to overfitting than complex non-linear models\n",
+ "3. **Interpretability**: Easy to understand which time periods have higher/lower baseline sales\n",
+ "\n",
+ "The key assumption is that these baseline patterns (trend + seasonality) would have continued unchanged in the post-intervention period if the TV promo hadn't occurred. Any deviation from this pattern is attributed to the campaign.\n",
+ "\n",
+ ":::{note}\n",
+ "The `random_seed` keyword argument for the PyMC sampler is not necessary. We use it here so that the results are reproducible.\n",
+ ":::"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "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, y_hat_sigma]\n"
+ ]
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "a15524ea7bd54de488e3e46c43bd7f91",
+ "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 4 seconds.\n",
+ "Sampling: [beta, y_hat, y_hat_sigma]\n",
+ "Sampling: [y_hat]\n",
+ "Sampling: [y_hat]\n",
+ "Sampling: [y_hat]\n",
+ "Sampling: [y_hat]\n"
+ ]
+ }
+ ],
+ "source": [
+ "result = cp.InterruptedTimeSeries(\n",
+ " df,\n",
+ " treatment_time=intervention_start,\n",
+ " formula=\"sales ~ 1 + t + C(month) + C(week_of_month)\",\n",
+ " model=cp.pymc_models.LinearRegression(sample_kwargs={\"random_seed\": seed}),\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Visualize the Results"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 811,
+ "width": 711
+ }
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, ax = result.plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Let's also look at the model summary:\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "==================================Pre-Post Fit==================================\n",
+ "Formula: sales ~ 1 + t + C(month) + C(week_of_month)\n",
+ "Model coefficients:\n",
+ " Intercept 4828, 94% HDI [4795, 4859]\n",
+ " C(month)[T.2] 583, 94% HDI [547, 618]\n",
+ " C(month)[T.3] 579, 94% HDI [541, 615]\n",
+ " C(month)[T.4] 293, 94% HDI [256, 332]\n",
+ " C(month)[T.5] 125, 94% HDI [91, 157]\n",
+ " C(month)[T.6] -250, 94% HDI [-288, -213]\n",
+ " C(month)[T.7] -547, 94% HDI [-583, -511]\n",
+ " C(month)[T.8] -508, 94% HDI [-543, -471]\n",
+ " C(month)[T.9] -473, 94% HDI [-511, -434]\n",
+ " C(month)[T.10] -145, 94% HDI [-180, -110]\n",
+ " C(month)[T.11] 128, 94% HDI [93, 166]\n",
+ " C(month)[T.12] 291, 94% HDI [255, 328]\n",
+ " C(week_of_month)[T.2] 214, 94% HDI [188, 240]\n",
+ " C(week_of_month)[T.3] 85, 94% HDI [59, 110]\n",
+ " C(week_of_month)[T.4] 55, 94% HDI [30, 81]\n",
+ " C(week_of_month)[T.5] -60, 94% HDI [-96, -23]\n",
+ " t 11, 94% HDI [11, 12]\n",
+ " y_hat_sigma 49, 94% HDI [48, 50]\n"
+ ]
+ }
+ ],
+ "source": [
+ "result.summary()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Part III: Calculating Lift Test Results\n",
+ "\n",
+ "This section extracts the lift test results from our ITS analysis. The `result` object contains the post-intervention impact estimates in the `post_impact` attribute, which stores the full posterior distribution of the causal effect at each time point.\n",
+ "\n",
+ "These results can be used in two ways:\n",
+ "1. **Immediate evaluation**: Assess this specific campaign's performance\n",
+ "2. **MMM calibration**: Feed these experimental results into your Media Mix Model to improve attribution accuracy\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 1. Absolute Lift (Primary Output for MMM Calibration)\n",
+ "\n",
+ "The absolute lift is the total incremental units (sales, conversions, etc.) attributable to the intervention. This is calculated by summing the post-intervention impact across all post-intervention time points.\n",
+ "\n",
+ "**For MMM Calibration**: The mean and standard deviation of this lift distribution are the key inputs needed. These tell your MMM:\n",
+ "- How much lift was actually observed from the campaign (mean)\n",
+ "- How uncertain we are about that estimate (standard deviation)\n",
+ "\n",
+ "The MMM uses this information to calibrate its saturation curves, ensuring the model's predictions align with real-world experimental evidence."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "hide-input"
+ ]
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 390,
+ "width": 989
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Absolute Lift Summary:\n",
+ " mean sd hdi_3% hdi_97%\n",
+ "x[unit_0] 1162.383 199.045 813.024 1566.653\n",
+ "\n",
+ "Most credible estimate: 1162.38 incremental sales\n",
+ "94% Credible Interval: [813.02, 1566.65]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Calculate total absolute lift\n",
+ "absolute_lift = result.post_impact.sum(\"obs_ind\")\n",
+ "\n",
+ "# Visualize the posterior distribution\n",
+ "fig, ax = plt.subplots(figsize=(10, 4))\n",
+ "az.plot_posterior(\n",
+ " absolute_lift,\n",
+ " ref_val=0,\n",
+ " hdi_prob=0.94,\n",
+ " round_to=2,\n",
+ " ax=ax,\n",
+ ")\n",
+ "ax.set_title(\n",
+ " \"Total Absolute Lift from TV Promo Campaign\", fontsize=14, fontweight=\"bold\"\n",
+ ")\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "# Get summary statistics\n",
+ "absolute_lift_summary = az.summary(absolute_lift, kind=\"stats\")\n",
+ "print(\"\\nAbsolute Lift Summary:\")\n",
+ "print(absolute_lift_summary)\n",
+ "print(f\"\\nMost credible estimate: {absolute_lift.mean().values:.2f} incremental sales\")\n",
+ "print(\n",
+ " f\"94% Credible Interval: [{absolute_lift_summary['hdi_3%'].values[0]:.2f}, {absolute_lift_summary['hdi_97%'].values[0]:.2f}]\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ ":::{admonition} Key Outputs for MMM Calibration\n",
+ ":class: important\n",
+ "\n",
+ "From the absolute lift calculation above, extract these values for MMM calibration:\n",
+ "\n",
+ "- **Mean Lift (delta_y)**: The `mean` value from the summary table (e.g., 1162.38 incremental sales)\n",
+ "- **Standard Deviation (sigma)**: The `sd` value from the summary table (e.g., 199.05)\n",
+ "- **Spend Increment (delta_x)**: The weekly spend during the test - can be expressed as:\n",
+ " - **Absolute**: £50,000/week (actual spend during promo)\n",
+ " - **Normalized**: Depends on your MMM's scaling (e.g., if max weekly spend in your data is £150k, then 50k/150k = 0.33)\n",
+ "- **Baseline Spend (x)**: The spend level before the increment - in this case, £0 for tv_promo (or 0.0 normalized)\n",
+ "\n",
+ "**Important**: The choice between absolute and normalized values depends on how your MMM preprocesses media spend data. If your MMM normalizes spend by dividing by the maximum, use normalized values. If it uses raw spend, use absolute values.\n",
+ "\n",
+ "Example formatting for PyMC-Marketing (which typically expects normalized values):\n",
+ "\n",
+ "```python\n",
+ "# Calculate normalized values based on your MMM's scaling\n",
+ "max_weekly_spend = 150_000 # Maximum weekly spend in your MMM training data\n",
+ "promo_spend_weekly = 50_000 # Weekly spend during this test\n",
+ "\n",
+ "lift_test_df = pd.DataFrame({\n",
+ " \"channel\": [\"tv_promo\"],\n",
+ " \"x\": [0.0], # Baseline spend for tv_promo (normalized) - it's zero before test\n",
+ " \"delta_x\": [promo_spend_weekly / max_weekly_spend], # Spend increment (normalized) = 0.33\n",
+ " \"delta_y\": [1162.38], # Mean lift from ITS result\n",
+ " \"sigma\": [199.05] # Std of lift from ITS result\n",
+ "})\n",
+ "```\n",
+ "\n",
+ "**Alternative**: Some MMM implementations may expect the actual spend level (`x + delta_x`) rather than the increment. Check your MMM's documentation for the expected format.\n",
+ "\n",
+ "See the [PyMC-Marketing lift test calibration guide](https://www.pymc-marketing.io/en/latest/notebooks/mmm/mmm_lift_test.html) for complete integration details.\n",
+ ":::\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 2. Percentage Lift\n",
+ "\n",
+ "The percentage lift tells us by what percentage the campaign increased sales compared to what would have happened without it. This is calculated as: \n",
+ "\n",
+ "$$\\text{Percentage Lift} = \\frac{\\text{Observed Sales} - \\text{Counterfactual Sales}}{\\text{Counterfactual Sales}} \\times 100$$\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "hide-input"
+ ]
+ },
+ "outputs": [
+ {
+ "data": {
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 390,
+ "width": 988
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Percentage Lift Summary:\n",
+ " mean sd hdi_3% hdi_97%\n",
+ "x[unit_0] 1.554 0.238 1.134 2.035\n",
+ "\n",
+ "Most credible estimate: 1.55% lift\n",
+ "94% Credible Interval: [1.13%, 2.04%]\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Get observed sales in post-intervention period\n",
+ "post_intervention_sales = df.loc[df.index >= intervention_start, \"sales\"].values\n",
+ "\n",
+ "# Get counterfactual predictions (mu is the predicted mean)\n",
+ "# The counterfactual is stored in result.post_pred\n",
+ "counterfactual_sales = result.post_pred[\"posterior_predictive\"][\"mu\"]\n",
+ "\n",
+ "# Calculate percentage lift for each draw\n",
+ "# Percentage lift = (observed - counterfactual) / counterfactual * 100\n",
+ "percentage_lift = (result.post_impact / counterfactual_sales) * 100\n",
+ "\n",
+ "# Average percentage lift across the post-intervention period\n",
+ "avg_percentage_lift = percentage_lift.mean(\"obs_ind\")\n",
+ "\n",
+ "# Visualize\n",
+ "fig, ax = plt.subplots(figsize=(10, 4))\n",
+ "az.plot_posterior(\n",
+ " avg_percentage_lift,\n",
+ " ref_val=0,\n",
+ " hdi_prob=0.94,\n",
+ " round_to=3,\n",
+ " ax=ax,\n",
+ ")\n",
+ "ax.set_title(\n",
+ " \"Average Percentage Lift from TV Promo Campaign\", fontsize=14, fontweight=\"bold\"\n",
+ ")\n",
+ "ax.set_xlabel(\"Percentage Lift (%)\")\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "# Summary statistics\n",
+ "percentage_lift_summary = az.summary(avg_percentage_lift, kind=\"stats\")\n",
+ "print(\"\\nPercentage Lift Summary:\")\n",
+ "print(percentage_lift_summary)\n",
+ "print(f\"\\nMost credible estimate: {avg_percentage_lift.mean().values:.2f}% lift\")\n",
+ "print(\n",
+ " f\"94% Credible Interval: [{percentage_lift_summary['hdi_3%'].values[0]:.2f}%, {percentage_lift_summary['hdi_97%'].values[0]:.2f}%]\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### 3. Return on Investment (ROI)\n",
+ "\n",
+ "Finally, let's calculate the ROI of the TV promo campaign. We need to:\n",
+ "1. Calculate the total spend on the TV promo campaign\n",
+ "2. Calculate the incremental revenue (absolute lift × revenue per unit)\n",
+ "3. Compute ROI as: $\\text{ROI} = \\frac{\\text{Incremental Revenue} - \\text{Campaign Spend}}{\\text{Campaign Spend}} \\times 100$\n",
+ "\n",
+ "For this example, let's assume each unit of sales generates £230 in revenue.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "tags": [
+ "hide-input"
+ ]
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total TV Promo Spend: £201,082.33\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "image/png": {
+ "height": 390,
+ "width": 989
+ }
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "ROI Summary:\n",
+ " mean sd hdi_3% hdi_97%\n",
+ "x[unit_0] 32.955 22.767 -7.005 79.195\n",
+ "\n",
+ "Most credible estimate: 32.95% ROI\n",
+ "94% Credible Interval: [-7.00%, 79.19%]\n",
+ "\n",
+ "--- Financial Summary ---\n",
+ "Campaign Spend: £201,082.33\n",
+ "Incremental Revenue (mean): £267,348.02\n",
+ "Net Profit (mean): £66,265.69\n"
+ ]
+ }
+ ],
+ "source": [
+ "# Calculate total TV promo spend\n",
+ "total_tv_promo_spend = df_spend[\"tv_promo\"].sum()\n",
+ "print(f\"Total TV Promo Spend: £{total_tv_promo_spend:,.2f}\")\n",
+ "\n",
+ "# Revenue per unit\n",
+ "revenue_per_unit = 230\n",
+ "\n",
+ "# Calculate incremental revenue\n",
+ "# For each posterior sample, calculate revenue\n",
+ "incremental_revenue = absolute_lift * revenue_per_unit\n",
+ "\n",
+ "# Calculate ROI for each posterior sample\n",
+ "# ROI = (Incremental Revenue - Spend) / Spend * 100\n",
+ "roi = ((incremental_revenue - total_tv_promo_spend) / total_tv_promo_spend) * 100\n",
+ "\n",
+ "# Visualize ROI distribution\n",
+ "fig, ax = plt.subplots(figsize=(10, 4))\n",
+ "az.plot_posterior(\n",
+ " roi,\n",
+ " ref_val=0,\n",
+ " hdi_prob=0.94,\n",
+ " round_to=3,\n",
+ " ax=ax,\n",
+ ")\n",
+ "ax.set_title(\n",
+ " \"Return on Investment (ROI) from TV Promo Campaign\", fontsize=14, fontweight=\"bold\"\n",
+ ")\n",
+ "ax.set_xlabel(\"ROI (%)\")\n",
+ "plt.tight_layout()\n",
+ "\n",
+ "# Summary statistics\n",
+ "roi_summary = az.summary(roi, kind=\"stats\")\n",
+ "print(\"\\nROI Summary:\")\n",
+ "print(roi_summary)\n",
+ "print(f\"\\nMost credible estimate: {roi.mean().values:.2f}% ROI\")\n",
+ "print(\n",
+ " f\"94% Credible Interval: [{roi_summary['hdi_3%'].values[0]:.2f}%, {roi_summary['hdi_97%'].values[0]:.2f}%]\"\n",
+ ")\n",
+ "\n",
+ "# Also show the incremental revenue\n",
+ "print(\"\\n--- Financial Summary ---\")\n",
+ "print(f\"Campaign Spend: £{total_tv_promo_spend:,.2f}\")\n",
+ "print(f\"Incremental Revenue (mean): £{incremental_revenue.mean().values:,.2f}\")\n",
+ "print(\n",
+ " f\"Net Profit (mean): £{(incremental_revenue.mean().values - total_tv_promo_spend):,.2f}\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Summary and Interpretation\n",
+ "\n",
+ "### What Did We Learn from This Lift Test?\n",
+ "\n",
+ "Using Interrupted Time Series analysis, we successfully conducted a lift test and generated experimental evidence about the TV promo campaign's causal impact. Here's what we extracted:\n",
+ "\n",
+ "**Primary Lift Test Output (for MMM Calibration):**\n",
+ "- **Absolute Lift**: Mean = ~1,162 incremental sales, SD = ~199 sales\n",
+ "- These values (mean and SD) can be directly fed into MMM calibration procedures\n",
+ "\n",
+ "**Additional Business Insights:**\n",
+ "- **Percentage Lift**: Approximately 1.4% average lift over the post-intervention period\n",
+ "- **ROI**: Approximately 33% return on investment, with wide credible intervals reflecting uncertainty\n",
+ "\n",
+ "This experimental evidence provides ground truth data that your MMM can use to calibrate its response curves, ensuring the model's predictions align with real-world results.\n",
+ "\n",
+ "### The Power of Adstock Effects\n",
+ "\n",
+ "Notice in the middle panel of the ITS plot that the impact doesn't immediately drop to zero after the 4-week campaign ends. This is because:\n",
+ "1. The **adstock effect** means that TV advertising has carryover—people remember the ads for weeks after seeing them\n",
+ "2. Our ITS model captures this delayed impact by measuring the difference between observed and counterfactual sales throughout the entire post-intervention period\n",
+ "\n",
+ "This is exactly why we included 3 months of post-intervention data rather than just the 4 weeks of active spending.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Business Implications\n",
+ "\n",
+ "This analysis provides actionable insights for marketing decision-makers:\n",
+ "\n",
+ "1. **Campaign Effectiveness**: The credible intervals tell us how confident we can be in the lift estimates. Narrow intervals mean more certainty; wide intervals suggest more uncertainty and possibly a need for more data or a larger effect size.\n",
+ "\n",
+ "2. **Budget Optimization**: The ROI metric directly informs whether similar campaigns should be repeated, scaled up, or reconsidered. A positive ROI (with credible intervals excluding zero) provides strong evidence for continuing the strategy.\n",
+ "\n",
+ "3. **Separating Baseline from Promo**: By keeping baseline TV brand awareness separate from the promo campaign, we can accurately attribute the incremental lift to the specific intervention rather than confounding it with ongoing activities.\n",
+ "\n",
+ "4. **Future Experiments**: If the credible intervals are wide, consider running similar campaigns in different time periods to gather more evidence, or consider increasing the campaign intensity to create a larger, more detectable signal.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Assumptions and Limitations\n",
+ "\n",
+ "As with any causal inference method, ITS relies on certain assumptions:\n",
+ "\n",
+ "**Key Assumptions:**\n",
+ "1. **No Other Interventions**: We assume no other major changes occurred at the same time as the TV promo campaign. If a competitor launched a major product or there was an economic shock, this could bias our estimates.\n",
+ "\n",
+ "2. **Correct Model Specification**: Our ITS model includes trend and seasonality. If the pre-intervention data has other patterns (e.g., sudden regime changes, non-linear trends), we'd need to adjust the model accordingly.\n",
+ "\n",
+ "3. **Stable Relationships**: We assume the relationship between time, seasonality, and sales would have continued in the same pattern without the intervention.\n",
+ "\n",
+ "**Limitations:**\n",
+ "- **Single Time Series**: Unlike geographic experiments (e.g., GeoLift), we only have one time series, so we can't control for contemporaneous shocks that affect all units equally.\n",
+ "- **No Synthetic Control**: If we had similar control markets, we could use Synthetic Control methods for additional robustness.\n",
+ "- **Effect Heterogeneity**: ITS gives us an average treatment effect. If the effect varied over time in complex ways, we might need more sophisticated time-varying effect models.\n",
+ "\n",
+ "Despite these limitations, ITS remains one of the best tools available when geographic controls are unavailable.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Using Lift Test Results for MMM Calibration\n",
+ "\n",
+ "The primary purpose of running lift tests is to generate experimental evidence that can improve your Media Mix Models. Here's how to use these results:\n",
+ "\n",
+ "#### 1. Feed Results into MMM Calibration\n",
+ "\n",
+ "The mean and standard deviation of the absolute lift (extracted above) can be directly integrated into MMM frameworks like PyMC-Marketing using the `add_lift_test_measurements()` method. This:\n",
+ "- Constrains the MMM's saturation curves to match observed experimental data\n",
+ "- Improves parameter identifiability, especially for correlated channels\n",
+ "- Provides more accurate attribution and ROI estimates\n",
+ "\n",
+ "See the [PyMC-Marketing lift test calibration documentation](https://www.pymc-marketing.io/en/latest/notebooks/mmm/mmm_lift_test.html) for implementation details.\n",
+ "\n",
+ "#### 2. Run Multiple Lift Tests\n",
+ "\n",
+ "To get the most value from lift testing:\n",
+ "- Test **different channels** to calibrate each saturation curve\n",
+ "- Test at **different spend levels** to better define the curve shape\n",
+ "- Run tests in **different time periods** to capture seasonal variations\n",
+ "- Accumulate results over time to build a robust calibration dataset\n",
+ "\n",
+ "#### 3. Additional Extensions\n",
+ "\n",
+ "- **Incorporating Other Data**: Include additional predictors (weather, competitors, events) in the ITS model to improve counterfactual accuracy\n",
+ "- **Time-Varying Effects**: Examine `result.post_impact` at individual time points to understand how effects decay over time\n",
+ "- **Hierarchical Models**: If you have multiple products or sub-markets, pool information across units while estimating unit-specific lift\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Conclusion\n",
+ "\n",
+ "This notebook demonstrated how to conduct lift tests using Interrupted Time Series analysis when traditional control groups are unavailable. We showed how ITS can measure the causal impact of a national TV campaign, extracting the key statistical outputs (mean lift and standard deviation) that are essential for Media Mix Model calibration. Beyond these primary outputs, we also calculated percentage lift and ROI to provide immediate business insights for decision-makers.\n",
+ "\n",
+ "The importance of lift testing extends beyond measuring individual campaigns. Lift tests provide experimental evidence that validates whether your marketing actually works, separating signal from noise in your attribution models. When these experimental results are fed into MMM calibration procedures, they constrain the model's saturation curves to match real-world observations, dramatically improving parameter identifiability—especially for correlated channels where the model might otherwise struggle to distinguish their individual effects. This leads to more accurate attribution estimates and better-informed budget allocation decisions.\n",
+ "\n",
+ ":::{admonition} The Complete Lift Testing Workflow\n",
+ ":class: tip\n",
+ "\n",
+ "For a complete marketing analytics workflow, lift testing fits into a three-step process:\n",
+ "\n",
+ "1. **Run lift tests** (this notebook) → Generate experimental evidence using ITS to measure the true causal impact of campaigns\n",
+ "2. **Calibrate your MMM** → Feed lift test results into your Media Mix Model using methods like PyMC-Marketing's `add_lift_test_measurements()` to constrain model parameters\n",
+ "3. **Optimize budget** → Use the calibrated MMM to allocate marketing spend across channels with confidence that the model reflects real-world effectiveness\n",
+ "\n",
+ "This approach bridges the gap between experimental causal inference and predictive modeling, combining the rigor of randomized experiments with the practical needs of ongoing attribution and optimization.\n",
+ ":::\n",
+ "\n",
+ "The method shown here is particularly valuable for national-level campaigns where geographic controls don't exist, but it can be extended in several ways. Multiple lift tests can be accumulated over time—testing different channels, different spend levels, and different time periods—to build a robust calibration dataset. The ITS model itself can be enhanced by incorporating additional predictors like weather, competitor activity, or special events to improve the counterfactual's accuracy. For organizations with multiple products or sub-markets, hierarchical Bayesian models can pool information across units while still estimating unit-specific lift.\n",
+ "\n",
+ "Ultimately, this approach represents a practical solution to one of marketing's most challenging problems: measuring incrementality when traditional experimental designs aren't feasible. By combining the strengths of time series analysis with Bayesian uncertainty quantification, we can generate the experimental evidence needed to build better attribution models and make more confident investment decisions."
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