> ## Documentation Index
> Fetch the complete documentation index at: https://docs.kameleoon.com/llms.txt
> Use this file to discover all available pages before exploring further.

# CUPED

> Learn how Controlled-experiment Using Pre-Experiment Data (CUPED) accelerates reliable results by leveraging existing visitor data.

Controlled-experiment Using Pre-Experiment Data (CUPED) uses data from existing visitors to accelerate reliable experimentation and personalization results.

## Key benefits

Use CUPED to make data-driven decisions faster and with more confidence. CUPED provides better estimates for variation effects and reduces the risk of false-positive results for tests with limited data.

## When to use CUPED

CUPED is most effective when:

1. You have collected goal data for at least two weeks prior to the experiment launch.
2. A correlation exists between goal conversions before and during the experiment.

Consider your experiment goals before enabling CUPED. Activate CUPED for the main metrics of your site, such as transactions.

## Enable CUPED

To enable CUPED:

1. Navigate to the **Data** tab in the right-hand sidebar.

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2. Under **Advanced settings**, click the **toggle** next to **CUPED**.

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3. Click the **dropdown menu**, then select the goals for which you want to enable CUPED.
4. Click **Apply**.

<Note>
  Data loading might take longer than the classic algorithm. Limit CUPED to your key goals to maintain performance.
</Note>

The page data changes based on the selected goals. If you select your primary goal, the main results block displays CUPED-adjusted data and is labeled **CUPED enabled**.

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  ![](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/images/experiment-analytics/statistical-methods/cuped/Capture-décran-2023-03-14-à-15.33.49-2.png)
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Similarly, the results tables for each goal update based on the enabled CUPED settings.

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  ![](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/images/experiment-analytics/statistical-methods/cuped/Capture-décran-2023-03-14-à-15.31.21-1.png)
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The results columns display three primary differences:

* **Conversion rate** becomes **Conversion rate adjusted**
* **Improvement rate** becomes **Improvement rate adjusted**
* **Reliability** becomes **Reliability adjusted**

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  ![](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/images/experiment-analytics/statistical-methods/cuped/Capture-décran-2023-03-14-à-16.07.48-1.png)
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Apply filter-based breakdowns to results data only if you disable CUPED. When you click **Breakdown** on a table, you must confirm you want to disable CUPED. You can reactivate CUPED after removing the breakdown filter.

<Note>
  CUPED effectiveness increases over time. As you use Kameleoon, the algorithm leverages more experiment data to improve accuracy.
</Note>

## Manage CUPED

To modify your CUPED configuration:

1. Open the **Actions** menu.
2. Select **Manage CUPED**.

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  ![](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/images/experiment-analytics/statistical-methods/cuped/Capture-décran-2023-03-14-à-15.31.58-1.png)
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Select or deselect goals in the pop-up window, then click **Validate**.

## Disable CUPED

To revert to the classic statistical method:

1. Open the **Actions** menu.
2. Select **Manage CUPED**.

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  ![](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/images/experiment-analytics/statistical-methods/cuped/Capture-décran-2023-03-14-à-15.31.58-1.png)
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Deselect the goals in the pop-up window and click **Validate**. CUPED no longer applies to your results.

<Note>
  Once you enable CUPED, rely on its results consistently. Switching between original and CUPED-adjusted results to find more favorable outcomes increases the risk of overestimating lift and encountering false positives.
</Note>

For more information on CUPED, read the [Kameleoon statistical paper](https://storage.googleapis.com/kameleoon-storage-documentation/user-manual/pdf/statistics-at-kameleoon.pdf).
