{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(mmm_sensitivity_analysis)=\n", "# Understanding your MMM: Sensitivity Analysis and Marginal Effects\n", "\n", "Extracting insights to drive business decisions is a primary goal of any MMM. PyMC-Marketing already offers a powerful suite of tools for this, including:\n", "\n", "* Driver contributions: Understanding how much each channel or factor is contributing to the outcome.\n", "* Return on Ad Spend (ROAS): Quantifying the financial return of your media investments.\n", "* Saturation curves: Visualizing how the impact of media spend changes at different spend levels (e.g., diminishing returns).\n", "\n", "However, in many real-world cases, we want to go beyond these summaries. Marketers and analysts frequently ask:\n", "\t\n", "* \"What would have happened if we had spent 10% less on media last month?\"\n", "* \"What would the effect of lowering the free shipping threshold by $5 have been?\"\n", "* \"Are we still getting good incremental returns at current spend levels, or have we hit diminishing returns?\"\n", "\n", "These questions focus on hypothetical scenarios of what would have happened under different conditions. As such, they are a clear form of **[sensitivity analysis](https://en.wikipedia.org/wiki/Sensitivity_analysis)**. Given that we focus on _retrospective_ predictions, these questions are \"Step 3\" on Pearl's causal ladder (see the [MMMs and Pearl's ladder of causal inference](https://www.pymc-marketing.io/en/stable/notebooks/mmm/mmm_counterfactuals.html) docs). The basic idea is that we can use our model (and what it has learned from the data) to simulate how the outcome would have changes under various peterbations of the driver variables.\n", "\n", "Rather than just considering a single peterbation (e.g., \"what if we had spent 10% less on a given media channel\"), sensitivity analysis allows us to explore a range of scenarios. So instead we could evaluate our predictions given a **sweep** of possible peterbations. For example, \"what if we had spent [0.5, 0.75, 1.0, 1.25, 2.0] times as much on a given media channel?\"\n", "\n", "We introduce a flexible tool that allows you to:\n", "\t\n", "* Perform counterfactual sweeps across a range of predictor values (e.g., scaling media spend up/down or adjusting business levers like pricing).\n", "* Visualize both the total expected impact of these interventions.\n", "* Compute marginal effects—showing the instantaneous rate of change in the outcome as you adjust a predictor.\n", "\n", "This approach complements the built-in PyMC-Marketing tools by providing scenario-based insights that help you answer \"what if?\" questions with precision and clarity." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting the scene with an example dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we model weekly sales for a direct-to-consumer (DTC) brand that invests in influencer marketing while also adjusting its free shipping policy to drive conversions. \n", "\n", "Our media variable is **Influencer Spend**, which typically exhibits non-linear effects due to factors like audience saturation and delayed impact, making it a good candidate for adstock and saturation transformations. \n", "\n", "As a control variable, we include the **Free Shipping Threshold** — the minimum order value required for customers to qualify for free shipping. This is a fully controllable business lever and is expected to have a more linear relationship with sales: lowering the threshold generally increases conversion rates in a predictable way. \n", "\n", "By examining the marginal effects of media spend and shipping policy, we can provide actionable insights into how each lever contributes to overall performance." ] }, { "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/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/multidimensional.py:216: FutureWarning: This functionality is experimental and subject to change. If you encounter any issues or have suggestions, please raise them at: https://github.com/pymc-labs/pymc-marketing/issues/new\n", " warnings.warn(warning_msg, FutureWarning, stacklevel=1)\n" ] } ], "source": [ "import warnings\n", "\n", "import arviz as az\n", "import graphviz as gr\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "from pymc_marketing.mmm import (\n", " GeometricAdstock,\n", " LogisticSaturation,\n", ")\n", "from pymc_marketing.mmm.multidimensional import MMM\n", "from pymc_marketing.mmm.transformers import geometric_adstock, logistic_saturation\n", "\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "\n", "az.style.use(\"arviz-darkgrid\")\n", "plt.rcParams[\"figure.figsize\"] = [12, 7]\n", "plt.rcParams[\"figure.dpi\"] = 100\n", "\n", "%load_ext autoreload\n", "%autoreload 2\n", "%config InlineBackend.figure_format = \"retina\"\n", "\n", "seed: int = sum(map(ord, \"ladder\"))\n", "rng: np.random.Generator = np.random.default_rng(seed=seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So our causal MMM will look like this:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "Sales\n", "\n", "Sales\n", "\n", "\n", "\n", "Influencer Spend\n", "\n", "Influencer Spend\n", "\n", "\n", "\n", "Influencer Spend->Sales\n", "\n", "\n", "\n", "\n", "\n", "Shipping Threshold\n", "\n", "Shipping Threshold\n", "\n", "\n", "\n", "Shipping Threshold->Sales\n", "\n", "\n", "\n", "\n", "\n", "Seasonality\n", "\n", "Seasonality\n", "\n", "\n", "\n", "Seasonality->Sales\n", "\n", "\n", "\n", "\n", "\n", "Trend\n", "\n", "Trend\n", "\n", "\n", "\n", "Trend->Sales\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = gr.Digraph()\n", "\n", "g.node(name=\"Sales\", label=\"Sales\")\n", "g.node(name=\"Influencer Spend\", label=\"Influencer Spend\")\n", "g.node(name=\"Shipping Threshold\", label=\"Shipping Threshold\")\n", "g.node(name=\"Seasonality\", label=\"Seasonality\")\n", "g.node(name=\"Trend\", label=\"Trend\")\n", "\n", "g.edge(tail_name=\"Influencer Spend\", head_name=\"Sales\")\n", "g.edge(tail_name=\"Shipping Threshold\", head_name=\"Sales\")\n", "g.edge(tail_name=\"Seasonality\", head_name=\"Sales\")\n", "g.edge(tail_name=\"Trend\", head_name=\"Sales\")\n", "g" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why Marginal Effects Matter: going beyond raw media curves\n", "\n", "In Media Mix Models (MMM), we're often interested in understanding how each marketing input (like advertising spend) drives business outcomes. A common way to explore this is by looking at the inferred response curves, such as the saturation curve for media spend. These curves show how total sales respond to increasing investment, accounting for effects like diminishing returns and adstock.\n", "\n", "But while these plots are useful, they can be misleading or incomplete when used in isolation.\n", "\n", "The reason? Response curves tell you the absolute level of impact across different spend amounts, but they don’t directly tell you the incremental impact of a small change in spend at any given point. This distinction is crucial. For example:\n", "\t\n", "* A saturation curve might look steep at low spend levels and flatten out at higher spend—but the exact slope at a specific point (e.g., \\$50,000 per week) tells you the real-world payoff of spending an extra \\$1,000 right now.\n", "* In cases where multiple inputs are at play (like media spend and pricing changes), response curves for one variable don't show you how interactions or current levels of other variables might affect its marginal impact.\n", "\n", "Marginal effects zero in on this slope—the instantaneous rate of change. They answer questions like:\n", "\t\n", "* How much additional sales do I gain if I increase influencer spend by 10% next week?\n", "* What's the expected lift if I lower the free shipping threshold by \\$5 right now?\n", "\n", "These insights are only accessible through marginal effects because they reflect the dynamic, context-sensitive responsiveness of the model:\n", "\t\n", "* For media inputs with non-linear transformations (like adstock + saturation), marginal effects show how effectiveness varies across the spend range—revealing whether you're still in the high-ROI zone or have hit diminishing returns.\n", "* For controllable non-media levers (like pricing or shipping policies), marginal effects provide precise, actionable estimates for how tweaks to these levers impact outcomes—even if their overall relationship is more linear.\n", "\n", "In other words, while a response curve is like a map of the terrain, marginal effects tell you whether it's worth climbing that next hill. They enable surgical precision in decision-making, ensuring that marketers don't just see where their efforts sit on a curve—but understand whether pushing harder in a particular direction is still worthwhile.\n", "\n", "By incorporating marginal effects into MMM outputs, we move from a static understanding of media performance to a dynamic, context-aware view that directly informs resource allocation and strategic adjustments." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate simulated data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [ "hide-input" ] }, "outputs": [], "source": [ "def apply_transformations(df, channel, alpha, lam):\n", " \"\"\"Apply geometric adstock and saturation transformations.\"\"\"\n", " adstocked = geometric_adstock(\n", " x=df[channel].to_numpy(), alpha=alpha, l_max=8, normalize=True\n", " ).eval()\n", "\n", " saturated = logistic_saturation(x=adstocked, lam=lam).eval()\n", " return saturated\n", "\n", "\n", "def forward_pass(df_in, params):\n", " \"\"\"Run predictor variables through the forward pass of the model.\n", "\n", " Given a dataframe with spend data columns and control variables, run this through the\n", " transformations and return the response variable `y`.\n", " \"\"\"\n", " df = df_in.copy()\n", "\n", " # Apply transformations to channels and calculate y\n", " df[\"y\"] = params[\"amplitude\"] * (\n", " df[\"intercept\"]\n", " + df[\"trend\"]\n", " + df[\"seasonality\"]\n", " + sum(\n", " params[\"beta\"][i]\n", " * apply_transformations(\n", " df, params[\"channels\"][i], params[\"alpha\"][i], params[\"lam\"][i]\n", " )\n", " for i in range(len(params[\"channels\"]))\n", " )\n", " + params[\"gamma\"] * df[\"shipping_threshold\"] # Include shipping_threshold\n", " + df[\"epsilon\"]\n", " )\n", "\n", " return df\n", "\n", "\n", "df = pd.DataFrame(\n", " data={\n", " \"date\": pd.date_range(\n", " start=pd.to_datetime(\"2019-04-01\"),\n", " end=pd.to_datetime(\"2021-09-01\"),\n", " freq=\"W-MON\",\n", " )\n", " }\n", ").assign(\n", " year=lambda x: x[\"date\"].dt.year,\n", " month=lambda x: x[\"date\"].dt.month,\n", " dayofyear=lambda x: x[\"date\"].dt.dayofyear,\n", " t=lambda x: range(x.shape[0]),\n", ")\n", "\n", "n_rows = df.shape[0]\n", "\n", "# Media data: influencer spend\n", "influencer_spend = rng.uniform(low=0.0, high=1.0, size=n_rows)\n", "df[\"influencer_spend\"] = np.where(\n", " influencer_spend > 0.9, influencer_spend, influencer_spend / 2\n", ")\n", "\n", "# Control variable: shipping threshold\n", "df[\"shipping_threshold\"] = 25.0\n", "df.loc[df.index[-12:], \"shipping_threshold\"] = (\n", " 20.0 # Reduced shipping threshold in the last 12 weeks\n", ")\n", "# Intercept, trend, seasonality components\n", "df[\"intercept\"] = 2.0\n", "df[\"trend\"] = (np.linspace(start=0.0, stop=50, num=n_rows) + 10) ** (1 / 4) - 1\n", "df[\"cs\"] = -np.sin(2 * 2 * np.pi * df[\"dayofyear\"] / 365.5)\n", "df[\"cc\"] = np.cos(1 * 2 * np.pi * df[\"dayofyear\"] / 365.5)\n", "df[\"seasonality\"] = 0.5 * (df[\"cs\"] + df[\"cc\"])\n", "\n", "# Noise - can be considered as the effects of unobserved variables upon sales\n", "df[\"epsilon\"] = rng.normal(loc=0.0, scale=0.25, size=n_rows)\n", "\n", "params = {\n", " \"channels\": [\"influencer_spend\"],\n", " \"amplitude\": 1.0,\n", " \"beta\": [3.0],\n", " \"lam\": [4.0],\n", " \"alpha\": [0.4],\n", " \"gamma\": -0.1, # Weight for shipping_threshold\n", "}\n", "\n", "df = forward_pass(df, params)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here are the first 5 rows of the synthetic dataset:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateyearmonthdayofyeartinfluencer_spendshipping_thresholdintercepttrendcsccseasonalityepsilony
02019-04-01201949100.91888325.02.00.778279-0.0128930.006446-0.003223-0.1188262.561363
12019-04-08201949810.23089825.02.00.7956640.225812-0.1136420.0560850.0649772.264874
22019-04-152019410520.25448625.02.00.8125590.451500-0.2320870.109706-0.0202691.998208
32019-04-222019411230.03599525.02.00.8289930.651162-0.3471750.1519930.4002091.701116
42019-04-292019411940.33601325.02.00.8449970.813290-0.4572420.1780240.0576092.003646
\n", "
" ], "text/plain": [ " date year month dayofyear t influencer_spend shipping_threshold \\\n", "0 2019-04-01 2019 4 91 0 0.918883 25.0 \n", "1 2019-04-08 2019 4 98 1 0.230898 25.0 \n", "2 2019-04-15 2019 4 105 2 0.254486 25.0 \n", "3 2019-04-22 2019 4 112 3 0.035995 25.0 \n", "4 2019-04-29 2019 4 119 4 0.336013 25.0 \n", "\n", " intercept trend cs cc seasonality epsilon y \n", "0 2.0 0.778279 -0.012893 0.006446 -0.003223 -0.118826 2.561363 \n", "1 2.0 0.795664 0.225812 -0.113642 0.056085 0.064977 2.264874 \n", "2 2.0 0.812559 0.451500 -0.232087 0.109706 -0.020269 1.998208 \n", "3 2.0 0.828993 0.651162 -0.347175 0.151993 0.400209 1.701116 \n", "4 2.0 0.844997 0.813290 -0.457242 0.178024 0.057609 2.003646 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can plot the data to get a better sense for the data:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 711, "width": 1211 } }, "output_type": "display_data" } ], "source": [ "df[[\"seasonality\", \"trend\", \"shipping_threshold\", \"influencer_spend\"]].plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Build and fit the MMM" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [ "hide-output" ] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [intercept_contribution, adstock_alpha, saturation_lam, saturation_beta, gamma_control, gamma_fourier, y_sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "402d31924d9441639a22053c89ab58d9", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/pymc-marketing-dev/lib/python3.12/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", " return 0.5 * np.dot(x, v_out)\n", "/opt/anaconda3/envs/pymc-marketing-dev/lib/python3.12/site-packages/pymc/step_methods/hmc/quadpotential.py:316: RuntimeWarning: overflow encountered in dot\n", " return 0.5 * np.dot(x, v_out)\n" ] }, { "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 15 seconds.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a2995a7cbebb4cbb9d05b0dd7d236a7a",
       "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: [y]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9af532c3d7af4250bd91fc61e19a5081",
       "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"
    }
   ],
   "source": [
    "mmm = MMM(\n",
    "    date_column=\"date\",\n",
    "    target_column=\"y\",\n",
    "    adstock=GeometricAdstock(l_max=8),\n",
    "    saturation=LogisticSaturation(),\n",
    "    channel_columns=[\"influencer_spend\"],\n",
    "    control_columns=[\"t\", \"shipping_threshold\"],\n",
    "    yearly_seasonality=2,\n",
    ")\n",
    "\n",
    "x_train = df.drop(columns=[\"y\"])\n",
    "y_train = df[\"y\"]\n",
    "\n",
    "mmm.fit(\n",
    "    X=x_train,\n",
    "    y=y_train,\n",
    ")\n",
    "mmm.sample_posterior_predictive(x_train, extend_idata=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sensitivity analysis and marginal effects"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A multiplicative sweep on influencer spend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "sweeps = np.linspace(0.1, 2.0, 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "clusterchannel (1)\n",
       "\n",
       "channel (1)\n",
       "\n",
       "\n",
       "clusterdate (127) x channel (1)\n",
       "\n",
       "date (127) x channel (1)\n",
       "\n",
       "\n",
       "clusterdate (127)\n",
       "\n",
       "date (127)\n",
       "\n",
       "\n",
       "clustercontrol (2)\n",
       "\n",
       "control (2)\n",
       "\n",
       "\n",
       "clusterdate (127) x control (2)\n",
       "\n",
       "date (127) x control (2)\n",
       "\n",
       "\n",
       "clusterfourier_mode (4)\n",
       "\n",
       "fourier_mode (4)\n",
       "\n",
       "\n",
       "clusterdate (127) x fourier_mode (4)\n",
       "\n",
       "date (127) x fourier_mode (4)\n",
       "\n",
       "\n",
       "\n",
       "channel_scale\n",
       "\n",
       "channel_scale\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "channel_contribution\n",
       "\n",
       "channel_contribution\n",
       "~\n",
       "Deterministic\n",
       "\n",
       "\n",
       "\n",
       "channel_scale->channel_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "y_sigma\n",
       "\n",
       "y_sigma\n",
       "~\n",
       "Halfnormal\n",
       "\n",
       "\n",
       "\n",
       "y\n",
       "\n",
       "y\n",
       "~\n",
       "Normal\n",
       "\n",
       "\n",
       "\n",
       "y_sigma->y\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "total_media_contribution_original_scale\n",
       "\n",
       "total_media_contribution_original_scale\n",
       "~\n",
       "Deterministic\n",
       "\n",
       "\n",
       "\n",
       "intercept_contribution\n",
       "\n",
       "intercept_contribution\n",
       "~\n",
       "Normal\n",
       "\n",
       "\n",
       "\n",
       "intercept_contribution->y\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "adstock_alpha\n",
       "\n",
       "adstock_alpha\n",
       "~\n",
       "Beta\n",
       "\n",
       "\n",
       "\n",
       "adstock_alpha->channel_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "target_scale\n",
       "\n",
       "target_scale\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "target_scale->total_media_contribution_original_scale\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "saturation_beta\n",
       "\n",
       "saturation_beta\n",
       "~\n",
       "Halfnormal\n",
       "\n",
       "\n",
       "\n",
       "saturation_beta->channel_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "saturation_lam\n",
       "\n",
       "saturation_lam\n",
       "~\n",
       "Gamma\n",
       "\n",
       "\n",
       "\n",
       "saturation_lam->channel_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "channel_data\n",
       "\n",
       "channel_data\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "channel_data->channel_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "channel_contribution->total_media_contribution_original_scale\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "channel_contribution->y\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "dayofyear\n",
       "\n",
       "dayofyear\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "yearly_seasonality_contribution\n",
       "\n",
       "yearly_seasonality_contribution\n",
       "~\n",
       "Deterministic\n",
       "\n",
       "\n",
       "\n",
       "dayofyear->yearly_seasonality_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "fourier_contribution\n",
       "\n",
       "fourier_contribution\n",
       "~\n",
       "Deterministic\n",
       "\n",
       "\n",
       "\n",
       "dayofyear->fourier_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "yearly_seasonality_contribution->y\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "y->target_scale\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "target_data\n",
       "\n",
       "target_data\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "y->target_data\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "gamma_control\n",
       "\n",
       "gamma_control\n",
       "~\n",
       "Normal\n",
       "\n",
       "\n",
       "\n",
       "control_contribution\n",
       "\n",
       "control_contribution\n",
       "~\n",
       "Deterministic\n",
       "\n",
       "\n",
       "\n",
       "gamma_control->control_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "control_data\n",
       "\n",
       "control_data\n",
       "~\n",
       "Data\n",
       "\n",
       "\n",
       "\n",
       "control_data->control_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "control_contribution->y\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "gamma_fourier\n",
       "\n",
       "gamma_fourier\n",
       "~\n",
       "Laplace\n",
       "\n",
       "\n",
       "\n",
       "gamma_fourier->yearly_seasonality_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "gamma_fourier->fourier_contribution\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       ""
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.model.to_graphviz()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Influencer spend** exist under `channel_*` nodes. In our graph, every individual driver will exist under those containers. We could calculate a sweep over any variable (node) in the computational graph, in this case, we pick channel data to be able to access later on `influencer_spend`.\n",
    "\n",
    "> Note: This compute deterministic not using aleatoric uncertainty from likelihood. Meaning, the sigma parameter for the likelihood will not modify our sweep."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [],
   "source": [
    "mmm.sensitivity.run_sweep(\n",
    "    sweep_values=sweeps,\n",
    "    var_input=\"channel_data\",\n",
    "    var_names=\"channel_contribution\",\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The code above saves its results into a new group in the `mmm.idata` called `sensitivity_analysis`. You can explore it below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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arviz.InferenceData
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       "
      <xarray.Dataset> Size: 33MB\n",
       "Dimensions:                                  (chain: 4, draw: 1000, control: 2,\n",
       "                                              fourier_mode: 4, date: 127,\n",
       "                                              channel: 1)\n",
       "Coordinates:\n",
       "  * chain                                    (chain) int64 32B 0 1 2 3\n",
       "  * draw                                     (draw) int64 8kB 0 1 2 ... 998 999\n",
       "  * control                                  (control) <U18 144B 'shipping_th...\n",
       "  * fourier_mode                             (fourier_mode) <U5 80B 'sin_1' ....\n",
       "  * date                                     (date) datetime64[ns] 1kB 2019-0...\n",
       "  * channel                                  (channel) <U16 64B 'influencer_s...\n",
       "Data variables:\n",
       "    intercept_contribution                   (chain, draw) float64 32kB 0.803...\n",
       "    adstock_alpha                            (chain, draw) float64 32kB 0.474...\n",
       "    saturation_lam                           (chain, draw) float64 32kB 4.096...\n",
       "    saturation_beta                          (chain, draw) float64 32kB 0.782...\n",
       "    gamma_control                            (chain, draw, control) float64 64kB ...\n",
       "    gamma_fourier                            (chain, draw, fourier_mode) float64 128kB ...\n",
       "    y_sigma                                  (chain, draw) float64 32kB 0.068...\n",
       "    channel_contribution                     (chain, draw, date, channel) float64 4MB ...\n",
       "    total_media_contribution_original_scale  (chain, draw) float64 32kB 190.3...\n",
       "    control_contribution                     (chain, draw, date, control) float64 8MB ...\n",
       "    fourier_contribution                     (chain, draw, date, fourier_mode) float64 16MB ...\n",
       "    yearly_seasonality_contribution          (chain, draw, date) float64 4MB ...\n",
       "Attributes:\n",
       "    created_at:                 2025-10-27T10:29:49.678161+00:00\n",
       "    arviz_version:              0.22.0\n",
       "    inference_library:          pymc\n",
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       "    tuning_steps:               1000\n",
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      <xarray.Dataset> Size: 528kB\n",
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       "Coordinates:\n",
       "  * date     (date) datetime64[ns] 1kB 2019-04-01 2019-04-08 ... 2021-08-30\n",
       "Data variables:\n",
       "    y        (date) float64 1kB 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 0.0 0.0 0.0\n",
       "Attributes:\n",
       "    created_at:                 2025-10-27T10:29:50.279640+00:00\n",
       "    arviz_version:              0.22.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.25.1

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      <xarray.Dataset> Size: 6kB\n",
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       "  * date           (date) datetime64[ns] 1kB 2019-04-01 ... 2021-08-30\n",
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       "    target_scale   float64 8B 3.981\n",
       "    channel_data   (date, channel) float64 1kB 0.9189 0.2309 ... 0.2797 0.2041\n",
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       "Attributes:\n",
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       "    arviz_version:              0.22.0\n",
       "    inference_library:          pymc\n",
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      <xarray.Dataset> Size: 13kB\n",
       "Dimensions:             (date: 127)\n",
       "Coordinates:\n",
       "  * date                (date) datetime64[ns] 1kB 2019-04-01 ... 2021-08-30\n",
       "Data variables: (12/13)\n",
       "    year                (date) int32 508B 2019 2019 2019 2019 ... 2021 2021 2021\n",
       "    month               (date) int32 508B 4 4 4 4 4 5 5 5 5 ... 7 7 7 8 8 8 8 8\n",
       "    dayofyear           (date) int32 508B 91 98 105 112 119 ... 221 228 235 242\n",
       "    t                   (date) int64 1kB 0 1 2 3 4 5 ... 121 122 123 124 125 126\n",
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       "    shipping_threshold  (date) float64 1kB 25.0 25.0 25.0 ... 20.0 20.0 20.0\n",
       "    ...                  ...\n",
       "    trend               (date) float64 1kB 0.7783 0.7957 0.8126 ... 1.779 1.783\n",
       "    cs                  (date) float64 1kB -0.01289 0.2258 ... -0.9747 -0.8932\n",
       "    cc                  (date) float64 1kB 0.006446 -0.1136 ... -0.623 -0.5246\n",
       "    seasonality         (date) float64 1kB -0.003223 0.05608 ... -0.7988 -0.7089\n",
       "    epsilon             (date) float64 1kB -0.1188 0.06498 ... -0.3317 -0.05244\n",
       "    y                   (date) float64 1kB 2.561 2.265 1.998 ... 2.734 2.607

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      <xarray.Dataset> Size: 4MB\n",
       "Dimensions:  (chain: 4, draw: 1000, date: 127)\n",
       "Coordinates:\n",
       "  * chain    (chain) int64 32B 0 1 2 3\n",
       "  * draw     (draw) int64 8kB 0 1 2 3 4 5 6 7 ... 993 994 995 996 997 998 999\n",
       "  * date     (date) datetime64[ns] 1kB 2019-04-01 2019-04-08 ... 2021-08-30\n",
       "Data variables:\n",
       "    y        (chain, draw, date) float64 4MB 0.6217 0.4625 ... 0.6679 0.6904\n",
       "Attributes:\n",
       "    created_at:                 2025-10-27T10:29:50.277380+00:00\n",
       "    arviz_version:              0.22.0\n",
       "    inference_library:          pymc\n",
       "    inference_library_version:  5.25.1

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       "
      <xarray.Dataset> Size: 3MB\n",
       "Dimensions:  (sample: 4000, sweep: 100, channel: 1)\n",
       "Coordinates:\n",
       "  * sample   (sample) int64 32kB 0 1 2 3 4 5 6 ... 3994 3995 3996 3997 3998 3999\n",
       "  * sweep    (sweep) float64 800B 0.1 0.1192 0.1384 0.1576 ... 1.962 1.981 2.0\n",
       "  * channel  (channel) <U16 64B 'influencer_spend'\n",
       "Data variables:\n",
       "    x        (sample, sweep, channel) float64 3MB 5.693 6.779 ... 69.68 70.02

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      "text/plain": [
       "Inference data with groups:\n",
       "\t> posterior\n",
       "\t> sample_stats\n",
       "\t> observed_data\n",
       "\t> constant_data\n",
       "\t> fit_data\n",
       "\t> posterior_predictive\n",
       "\t> sensitivity_analysis"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmm.idata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{tip}\n",
    "The group sensitivity analysis contains all the channels from the node `channel_contribution`. Meaning, you can select whatever channel you want.\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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<xarray.Dataset> Size: 3MB\n",
       "Dimensions:  (sample: 4000, sweep: 100)\n",
       "Coordinates:\n",
       "  * sample   (sample) int64 32kB 0 1 2 3 4 5 6 ... 3994 3995 3996 3997 3998 3999\n",
       "  * sweep    (sweep) float64 800B 0.1 0.1192 0.1384 0.1576 ... 1.962 1.981 2.0\n",
       "    channel  <U16 64B 'influencer_spend'\n",
       "Data variables:\n",
       "    x        (sample, sweep) float64 3MB 5.693 6.779 7.861 ... 69.35 69.68 70.02
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      ],
      "text/plain": [
       " Size: 3MB\n",
       "Dimensions:  (sample: 4000, sweep: 100)\n",
       "Coordinates:\n",
       "  * sample   (sample) int64 32kB 0 1 2 3 4 5 6 ... 3994 3995 3996 3997 3998 3999\n",
       "  * sweep    (sweep) float64 800B 0.1 0.1192 0.1384 0.1576 ... 1.962 1.981 2.0\n",
       "    channel  "
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   ],
   "source": [
    "_ = mmm.plot.sensitivity_analysis(\n",
    "    aggregation={\"sum\": (\"channel\",)},\n",
    "    xlabel=\"Sweep multiplicative\",\n",
    "    ylabel=\"Total contribution over training period\",\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We did a multiplicative sweep. X will be the multiplicative factor and Y the total incremental conversions during the full training period at the given multiplicative factor. We could visualize this as certain uplift, respect to an arbitrary number. \n",
    "\n",
    "For this case, we can use the historical contributions as our reference point. This will generate a curve that shows the relative uplift when we increase or decrease spending. For example: if we maintain the same spending level, the uplift relative to the current contribution will be zero. However, if we increase spending, we'll see a positive uplift, and conversely, if we decrease spending, we'll observe a negative uplift."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "ref_value = (\n",
    "    mmm.idata.posterior.channel_contribution.sum(\n",
    "        [\"channel\", \"date\"]\n",
    "    )  # The ref can be your spend level during training\n",
    "    .mean([\"chain\", \"draw\"])\n",
    "    .item()\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"],\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = mmm.plot.uplift_curve(\n",
    "    aggregation={\"sum\": (\"channel\",)},\n",
    "    xlabel=\"Sweep multiplicative\",\n",
    "    ylabel=\"Total uplift respect to historical contribution\",\n",
    ")\n",
    "# add vertical line at zero\n",
    "plt.axvline(x=1.0, color=\"black\", linestyle=\"--\")\n",
    "# add horizontal line at zero\n",
    "plt.axhline(y=0.0, color=\"black\", linestyle=\"--\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure above shows the total expected uplift (it can be positive or negative) for the outcome variable as a function of the sweep values provided. In this case, we used a multiplicative sweep, so the curve is showing how the total outcome would vary if we multiply up (sweep values > 1) or down (sweep values < 1) the influencer spend by the set of values we asked for.\n",
    "\n",
    "Intuitively, if we multiply the influence spend by 1.0 then on average we expect no change. If we scale the spend down then we expect negative uplift (i.e., lower sales) and if we scale the spend up then we expect positive uplift (i.e., higher sales). The fact that the curve is curved (not linear) is primarily the result of the saturation function on the influencer spend variable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also plot the corresponding marginal effects from the uplift curve as below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = mmm.plot.marginal_curve(\n",
    "    aggregation={\"sum\": (\"channel\",)}, xlabel=\"Sweep multiplicative\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot shows the instantaneous rate of change in the outcome variable as we adjust the influencer spend. The y-axis represents the marginal effect, which tells us how much additional sales we expect for a small increase in influencer spend at each point along the sweep values.\n",
    "\n",
    "We can see that the highest marginal effects occur on the left side of the plot where we the influence spend is zero or very low. The highest incremental/marginal effects are obtained when we go from no spend to some spend. As we would expect from the previous plot, we still get incremental returns at the current spend levels (multiplicative change of 1.0), and are quite far away from totally saturating this channel - the marginal spend doesn't reduce to near zero even if we consider a 2x increase in spend."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An absolute sweep on influencer spend\n",
    "\n",
    "The sensitivity analysis we conducted above involved a _multiplicative sweep_ of the influencer spend variable, meaning we varied it by multiplying it by a set of values. However, we can also conduct a _absolute sweep_. Here, we set all historical values of the influencer spend variable to fixed values (given in the `sweep_values` argument) and then compute the expected outcome and marginal effects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/sensitivity_analysis.py:435: UserWarning: 'sensitivity_analysis' group already exists; updating variable 'x' with new results.\n",
      "  self._add_to_idata(xr_result)\n"
     ]
    }
   ],
   "source": [
    "mmm.sensitivity.run_sweep(\n",
    "    sweep_values=sweeps,\n",
    "    var_input=\"channel_data\",\n",
    "    var_names=\"channel_contribution\",\n",
    "    sweep_type=\"absolute\",\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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       "
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     },
     "metadata": {
      "image/png": {
       "height": 711,
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     },
     "output_type": "display_data"
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    {
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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_value = (\n",
    "    mmm.idata.posterior.channel_contribution.sum([\"channel\", \"date\"])\n",
    "    .mean([\"chain\", \"draw\"])\n",
    "    .item()\n",
    ")\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"],\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ")\n",
    "\n",
    "_ = mmm.plot.uplift_curve(\n",
    "    aggregation={\"sum\": (\"channel\",)},\n",
    "    xlabel=\"Sweep absolute\",\n",
    "    ylabel=\"Total uplift respect to historical contribution\",\n",
    ")\n",
    "_ = mmm.plot.marginal_curve(aggregation={\"sum\": (\"channel\",)}, xlabel=\"Sweep absolute\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results of the absolute sweep are comparable to (but not the same as) the multiplicative sweep. They key difference in what we are doing is that we overwrite the historical influencer spend values with a constant spend value (one value for each point in the sweep). This means we are not considering a 'realistic' scenario where spend fluctuates over time, but rather a hypothetical scenario where we set the spend to a fixed value for all weeks in the dataset.\n",
    "\n",
    "We can see the change in the plots as well. The top plot is similar to, but not exactly the same as the saturation curve of influencer spend. Notice that there is a certain fixed spend level where the uplift is about zero. This is interesting - we can interpret this as saying that the total sales in the actual scenario would also have been about the same if we had spent that amount (constantly over time) on influencer marketing.\n",
    "\n",
    "The top plot nicely shows the saturating quality of the saturation function, and the bottom plot shows that as we approach saturation, the marginal effects drop to near zero."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An additive sweep on influencer spend\n",
    "\n",
    "We can also consider a sweep of additive changes to the influencer spend variable. This means we adjust the historical values of the influencer spend by adding a fixed amount (given in the `sweep_values` argument) and then compute the expected outcome and marginal effects.\n",
    "\n",
    ":::{warning}\n",
    "Note that care needs to be taken with an additive sweep. It would be easy to apply a negative peterbation which then actually results in negative spend values which have no meaningful interpretation. So it is worthwhile exploring the actual spend values before deciding on the sweep values to be used.\n",
    "\n",
    "In our case, the minimum spend values is \\$0, so we will not considervalues in the sweep.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/latex": [
       "$\\displaystyle 0.00495420682926662$"
      ],
      "text/plain": [
       "np.float64(0.004954206829266616)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"influencer_spend\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/sensitivity_analysis.py:435: UserWarning: 'sensitivity_analysis' group already exists; updating variable 'x' with new results.\n",
      "  self._add_to_idata(xr_result)\n"
     ]
    }
   ],
   "source": [
    "mmm.sensitivity.run_sweep(\n",
    "    sweep_values=sweeps,\n",
    "    var_input=\"channel_data\",\n",
    "    var_names=\"channel_contribution\",\n",
    "    sweep_type=\"additive\",\n",
    "    posterior_sample_fraction=0.98,\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```{tip}\n",
    "The `posterior_sample_fraction` parameter cuts your posterior, reducing the computational burden in the process. If you have large models, this can help you to compute your sweep more efficiently because you don't need the full posterior to get the estimate. A random subsmaple of the posterior should be enough if your posterior has not longer tails or skewness.\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_value = (\n",
    "    mmm.idata.posterior.channel_contribution.sum([\"channel\", \"date\"])\n",
    "    .mean([\"chain\", \"draw\"])\n",
    "    .item()\n",
    ")\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"],\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ")\n",
    "\n",
    "_ = mmm.plot.uplift_curve(\n",
    "    aggregation={\"sum\": (\"channel\",)},\n",
    "    xlabel=\"Sweep additive\",\n",
    "    ylabel=\"Total uplift respect to historical contribution\",\n",
    ")\n",
    "_ = mmm.plot.marginal_curve(aggregation={\"sum\": (\"channel\",)}, xlabel=\"Sweep additive\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These plots show the expected uplift and marginal effects. We get a similar general pattern of results - if we consider scenarios where we had spent progressively more, then we would get positive uplift, but as we reach a certain level of spend, the advertising channel saturates and the marginal effects drop to near zero."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sensitivity analysis on the free shipping threshold\n",
    "\n",
    "We've had a thorough look at the influencer spend variable and we've got some interesting insights into how it affects the outcome (sales) under different counterfactual scenarios.\n",
    "\n",
    "But we can also do the same for the free shipping threshold driver. The reason why this is interesting in our example is because this driver is assumed to have linear effects on the outcome, with no saturation or adstock function applied.\n",
    "\n",
    "We won't exhaustively run through all the different sweeps we can do, but we will just demonstrate an absolute sweep."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/sensitivity_analysis.py:435: UserWarning: 'sensitivity_analysis' group already exists; updating variable 'x' with new results.\n",
      "  self._add_to_idata(xr_result)\n"
     ]
    }
   ],
   "source": [
    "mmm.sensitivity.run_sweep(\n",
    "    sweep_values=sweeps,\n",
    "    var_input=\"control_data\",\n",
    "    var_names=\"control_contribution\",\n",
    "    sweep_type=\"absolute\",\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because we make the sweep for all variables in the control contribution container, then we can plot actually all of them automatically. In this case, we have `trend` and `shipping_threshold`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/plot.py:1717: UserWarning: The figure layout has changed to tight\n",
      "  fig.tight_layout()\n",
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/plot.py:1717: UserWarning: The figure layout has changed to tight\n",
      "  fig.tight_layout()\n"
     ]
    },
    {
     "data": {
      "image/png": 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     "metadata": {
      "image/png": {
       "height": 788,
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     },
     "output_type": "display_data"
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    {
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",
      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 788,
       "width": 1590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_value = mmm.idata.posterior.control_contribution.sum([\"date\"]).mean(\n",
    "    [\"chain\", \"draw\"]\n",
    ")\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"],\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ")\n",
    "\n",
    "_ = mmm.plot.uplift_curve(\n",
    "    subplot_kwargs={\"figsize\": (16, 8)},\n",
    "    xlabel=\"Sweep absolute\",\n",
    "    ylabel=\"Total uplift respect to historical contribution\",\n",
    ")\n",
    "_ = mmm.plot.marginal_curve(\n",
    "    subplot_kwargs={\"figsize\": (16, 8)}, xlabel=\"Sweep absolute\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can select only one and plot as well if thats what we want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "
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     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
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     },
     "output_type": "display_data"
    },
    {
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",
      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_value = (\n",
    "    mmm.idata.posterior.control_contribution.sel(control=\"shipping_threshold\")\n",
    "    .sum([\"date\"])\n",
    "    .mean([\"chain\", \"draw\"])\n",
    ")\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"].sel(control=\"shipping_threshold\"),\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ")\n",
    "\n",
    "_ = mmm.plot.uplift_curve(\n",
    "    subplot_kwargs={\"figsize\": (16, 8)},\n",
    "    xlabel=\"Sweep absolute\",\n",
    "    ylabel=\"Total uplift respect to historical contribution\",\n",
    ")\n",
    "_ = mmm.plot.marginal_curve(\n",
    "    subplot_kwargs={\"figsize\": (16, 8)}, xlabel=\"Sweep absolute\"\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the linear nature of the effects of the free shipping threshold on the outcome variable. The expected uplift is positive when we lower the threshold (people buy more when shipping is free), and the marginal effects are constant across the sweep values. This is because we assumed a linear relationship between the free shipping threshold and sales, so the marginal effect does not change as we adjust the threshold. The constant negative value is equal to the change in uplift as we increase the shipping threshold by \\$1. \n",
    "\n",
    "We can verify this by changing the sweep step size and seeing that we get identical marginal effects estimates (albeit with numerical estimation error)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/carlostrujillo/Documents/GitHub/pymc-marketing/pymc_marketing/mmm/sensitivity_analysis.py:435: UserWarning: 'sensitivity_analysis' group already exists; updating variable 'x' with new results.\n",
      "  self._add_to_idata(xr_result)\n"
     ]
    }
   ],
   "source": [
    "mmm.sensitivity.run_sweep(\n",
    "    sweep_values=sweeps,\n",
    "    var_input=\"control_data\",\n",
    "    var_names=\"control_contribution\",\n",
    "    sweep_type=\"absolute\",\n",
    "    extend_idata=True,\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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evIiIeP/99+O3v/1t/PSnP83af/fdd4/dd989s3799dez4q4vfvGLcfzxx290vuOOOy5rXTfm+uY3v9ng1/iZn/zkJ1lh17bbbhvXX3/9BuOy4uLi2G+//WK//faLhx56KMaOHZt5Ytftt98eX/va17L+ztQ1bty4esHcrrvuGjfddFP06dOn3v4FBQUxcODAGDhwYIwePTqWLl0ajz32WNY+W221VebrXbhwYVbc1blz5yZ9L6qqquqd/7rrrovDDz98g/sXFxfHLrvsErvsskt84xvfiE8++SReeOGFRl8PAAAAWiuvZQQAAABoIe3atYsRI0Zk1u+//3688sorG9x3/VcybrPNNrH//vtv0bV32GGHOOOMMzYZdtU1ZMiQrHgjIuKvf/3rZl2/W7duGwy7NmbKlCkxe/bsrG033HDDBp+GtL5DDjkkfvazn23WjLnQt2/fuPXWWzcZaaVSqbj00kuzniZVXV0dTz75ZIPnv/DCCzcZdtW19dZbxx/+8IcoKSnJbHv00Ufjk08+afQ5mlNNTU1cffXVWdsuvPDC+N73vrfBsGt9/fv3j1tvvTXriXb33Xdfo19x2dJeeOGFmDx5cmbdpUuXuOuuuzYYdtU1YsSIrCd1pdPpuP322ze6f2VlZb2/uzvvvHP85S9/2WDYtSG9e/eOb3/7243ad3MsWLAgysvLM+uhQ4duNOzakG7dum3Rq2oBAACgtRB3AQAAALSguk/g+uw1jeubPn16LFiwILM+7rjjoqCgoLlH26AvfelLWU8HmjlzZlaQ0VhjxoxpdNgVEfGPf/wja33kkUfGl770pUYdO3r06AYjsObywx/+MLp169bgfp07d45jjz02a9ubb77ZLDP16NEjRo8enVlXVVXFq6++2izXaqp//vOfsWjRosx61113jbPOOqvRx/fv3z9OP/30zLqysnKDf6eSoG6Mde6558YOO+zQ6ONPPfXU2G677TLriRMnbjRku//++2P58uWZdWFhYVxzzTXRqVOnJk7dfOoGhk2JFgEAAOA/ibgLAAAAoAUNGDAg9thjj8z68ccfj8rKyqx96r5KbUtfybil1p+3trY23njjjSYd3759+yZ9DevWrYsXX3wxa9uJJ57Y6ONTqVST9s+VkpKSJj15aK+99spaf/Z6weZQ9+lQr7/+erNdqykeffTRrPXJJ5/c4BO76jrqqKOy1i+99NIWz5VrK1asiOeeey6z7tChQ3zjG99o0jkKCwuzfr9qa2s3+uS/f/3rX1nr4cOHx4477tik6zW3rl27Zq3feuutqK2tzdM0AAAAkFyF+R4AAAAA4D/NyJEjM3HNqlWr4sknn8wEKmvXro0JEyZk9t11111j4MCBzTbLokWLYv78+bFq1aooLy+P6urqevus/xSxiIgPP/ywSdcYPHhw1msBG/LOO+9ERUVFZt2hQ4fYd999m3TNAw88sEn758KwYcOa9IS1/v37Z61XrVq1WdddsWJFzJ07N8rKymL16tVRUVER6XQ6a5/58+dnrRcvXrxZ18qlDcVJBxxwQJPPs+OOO0aHDh0yvzOvvfZaLsbLqenTp2f9TPbaa6/o3Llzk8+zyy67ZK1nzJgRw4cPz9pWVVVV73tw3HHHNflazW3AgAHRpUuXzO/9vHnz4rLLLotLLrmkSa+PBQAAgLZO3AUAAADQwo4++ui48soro6qqKiIiHnzwwUzcNXHixFi9enVm31GjRuX02ul0OiZPnhyPPPJIPP3005v1isWmRkiDBg1q0v51n2A1cODAJr+Wctttt43u3btHaWlpk47bEn379m3S/nXjnqb8LGbOnBnjx4+PiRMnxpIlS5p03YiIlStXNvmYXHvvvfey5igsLIynnnpqs87Vvn37TNy1YsWKWLduXRQWJuefPus+Ka2qqir+9re/Nfk8c+fOzVovW7as3j7z5s3LiiMj6j+5LQkKCgriG9/4Rtx5552Zbffdd19MmDAhjjjiiDj44INjn332adRrTgEAAKAtS86/cAAAAAD8h+jWrVscfPDBmVenPfvss7F8+fLYeuutY/z48Zn92rdvH0cffXTOrjt37tz4n//5n5gxY8YWnaepQVhTntoVUT886tWrV5OOX/+4loy7unTp0qT9675+sDGvpFu1alVcfvnl8dBDD9V7OldTrB8Q5kvdMGndunXxv//7vzk598qVK6NHjx45OVcuLF++PGs9ffr0mD59+haf95NPPqm3bcWKFVnrLl26JOp7sb7zzjsvpk2bFjNnzsxsKy8vj/vuuy/uu+++SKVSseOOO8aee+4Z++67b+y///6x9dZb53FiAAAAaHntGt4FAAAAgFxb/4lcNTU18cgjj8SSJUvixRdfzGz/6le/mrMo4+23346TTz55i8OuiGhyVNSpU6cm7V/3yWCb8/q6LTluc6VSqWY9/8qVK+P000+PBx98cIvCroim/wybw4bCpFxZu3Zts517czTX17qhr7OsrCxr3bVr12a5di506tQp/vznP8cJJ5ywwafzpdPpePfdd2PcuHFx8cUXx4EHHhhnnnlmTJ48OQ/TAgAAQH54chcAAABAHhxwwAHRs2fP+PjjjyMiYvz48VFVVZX19KZcvZKxuro6LrzwwnrRx2677RaHHXZY7L777tGnT5/o1atXFBcXR1FRUVaodOONN8bvfve7nMzSGEVFRVnr6urqzTrP5h6XVFdeeWXWE44iIvr06RNHHXVU7LnnntG/f//YZpttomPHjlFcXJz1ZLBp06bFaaed1tIjb1Jz/nySEK+tr639LuZS586d45e//GWcddZZ8cADD8RTTz0Vc+bM2eDPsKamJp5//vl4/vnnY//994+rr756s5/sBwAAAK2FuAsAAAAgDwoLC+PYY4+Nu+++OyIiZs2aFUuXLs18vqSkJL761a/m5FoPPfRQzJs3L7Nu3759XH311XHUUUc16vg1a9bkZI7Gqvukoaa+BnJLj0ui999/P+uVnRER3/72t+Oiiy6KwsKG/4mvpX+GjdGtW7es9XbbbRcTJ07M0zTNq+7X+t///d8xZsyYZrlW3deg1n3NaVJtv/32ccEFF8QFF1wQZWVlMX369Hj11Vfj1VdfjTfeeCPWrVuXtf/zzz8fZ555Ztx7772x1VZb5WlqAAAAaH5eywgAAACQJyNHjsxar/9krWOOOSbat2+fk+vUDWbOOeecRoddERGlpaU5maOxtt5666z1e++91+RzVFVVxaJFi3I1Ut5NmjQp60lG++67b/z4xz9uVNgV0fI/w8ao+8rRxYsX1wt42oq6X+uCBQta7FqrVq2KFStWNNv1mkNJSUkcdthh8aMf/SjuvffeeOGFF+LKK6+MQYMGZe03Z86cuP322/M0JQAAALQMcRcAAABAnuy8884xePDgDX6ubvi1JWbNmpW1Pu6445p0/BtvvJGzWRpj9913z1ovWrQoli1b1qRzzJw5s029Cq+1/QwbY8cdd8x6BWd1dXW89tpr+RuoGe20005Z6+nTpzfbtXbYYYfo2LFj1rYZM2Y02/VaQteuXeP444+P8ePHxyGHHJL1uYcffjhPUwEAAEDLEHcBAAAA5NGoUaPqbfvCF75QL3DaEh9//HHWuk+fPo0+9oMPPoi5c+fmbJbG2HrrraNfv35Z2x577LEmnePRRx/N5Uh5tyU/w9ra2pg6dWquR9piHTp0iL322itr24QJE/I0TfP68pe/nLX+4IMPYubMmc1yraKiohg6dGjWtuYIoOo+Na6mpibn19jQNX/4wx9mbVu0aFGbegUrAAAA1CXuAgAAAMijY489No466qisP2PGjMnpNeq+3nHVqlWNPvaOO+7Ieh1gSznmmGOy1nfffXesWbOmUccuXrw4HnjggeYYK2/q/gxXrlzZ6GMnTJiQ2FdUHn744Vnrf/zjH7F48eI8TdN8+vTpE0OGDMnadsMNNzTb9Y488sis9aRJk3IeaXbu3Dlr3VKBVf/+/ettW7t2bYtcGwAAAPJB3AUAAACQR1tvvXVce+21WX+OPvronF5j2223zVpPmTKlUce98MIL8fe//z2nszTWiSeeGAUFBZn14sWL4xe/+EWDoVllZWX8+Mc/bnQI1lrU/Rk29klcy5Yti8svv7w5RsqJ0aNHZ31tlZWVccEFF0RlZeVmnzMfMWJjfP/7389aT5kyJf74xz9u9vk29XWOGjUqevXqlVmvW7cuLrroopz+vejcuXN06NAhsy4vL4+lS5c2+vh169Zt1nXnzZuXtS4oKIgePXps1rkAAACgNRB3AQAAALRx++67b9b62muvbfBJTs8880yMGTMmb6HM5z73ufj2t7+dtW38+PFx/vnn13tF4Wc++OCDOOuss2LatGkREVFcXNzsc7aUuj/DRx55pMHAa8GCBXHqqadu9PuVBEVFRfVeszdjxow4/fTTY+HChY0+T01NTTz55JNx6qmnNtvrDrfUQQcdFF/5yleytv3617+Oa6+9tkmhU2lpafzhD3+Is846a6P7FBUVxfnnn5+17e23345TTz01lixZ0qjrLF26NO68886Nfr5du3ax0047ZW3729/+1qhzR0Tcc889cfbZZ8fzzz/f6PtMRUVFXHnllVnbhg0blhWCAgAAQFtTmO8BAAAAAGheJ510Utx7772ZgGLZsmVx/PHHx/e///04/PDDo3fv3hHx6VOTXnnllRg3blw8/vjjERGRSqVi2LBhMX369Baf+wc/+EE8/fTTMWvWrMy2CRMmxJQpU+KAAw6InXbaKbp16xalpaXx+uuvx7Rp06K6ujoiIg488MCoqKiIl156KXNsKpVq8a8hVw499NDYZptt4qOPPoqIT2OmMWPGxKmnnhqjR4+OHXfcMVKpVNTW1sY777wTjz32WPzlL3+JioqKiPg0Dlv/e5Ekxx57bMycOTPuuuuuzLYZM2bEkUceGccee2wcfvjhMXTo0OjWrVvm81VVVfHee+/FO++8Ey+++GI89dR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      "text/plain": [
       "
"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 711,
       "width": 1211
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ref_value = (\n",
    "    mmm.idata.posterior.control_contribution.sel(control=\"shipping_threshold\")\n",
    "    .sum([\"date\"])\n",
    "    .mean([\"chain\", \"draw\"])\n",
    "    .item()\n",
    ")\n",
    "mmm.sensitivity.compute_uplift_curve_respect_to_base(\n",
    "    results=mmm.idata.sensitivity_analysis[\"x\"].sel(control=\"shipping_threshold\"),\n",
    "    ref=ref_value,\n",
    "    extend_idata=True,\n",
    ")\n",
    "\n",
    "mmm.sensitivity.compute_marginal_effects(\n",
    "    results=mmm.idata.sensitivity_analysis[\"uplift_curve\"], extend_idata=True\n",
    ")\n",
    "\n",
    "_ = mmm.plot.uplift_curve(aggregation={\"sum\": (\"channel\",)})\n",
    "_ = mmm.plot.marginal_curve(aggregation={\"sum\": (\"channel\",)});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ":::{tip}\n",
    "**Why should I be interested in a straight line and a flat line?** These are the kinds of plots that you can run through to get a sense check of whether the model is behaving as expected.\n",
    "\n",
    "Maybe you (or a client) realises that a negative linear relationship between shipping threshold and sales is too simplistic. This can then drive model iteration and improvement - you could explore alternative functional forms for example.\n",
    ":::"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "We've introduced a simple but powerful tool for probing deeper into your MMM results. You can explore a sweep of perterbations to one or more driver variables and compute the expected outcomes and marginal effects for each scenario. You can consider different forms of peterbation, here we've shown multiplicative, absolute and additive sweeps.\n",
    "\n",
    "This allows you to answer \"what if\" questions with precision and clarity, providing actionable insights into how different levers affect your business outcomes. You can produce simple and interpretable plots that you can use to communicate how the model works and get sense-checks on the model's behaviour and assumptions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Mon Oct 27 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.12.11\n",
      "IPython version      : 9.6.0\n",
      "\n",
      "pymc_marketing: 0.16.0\n",
      "pytensor      : 2.31.7\n",
      "\n",
      "pymc_marketing: 0.16.0\n",
      "graphviz      : 0.21\n",
      "arviz         : 0.22.0\n",
      "matplotlib    : 3.10.6\n",
      "numpy         : 2.3.3\n",
      "pandas        : 2.3.3\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w -p pymc_marketing,pytensor"
   ]
  }
 ],
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