# Anomaly Over Time

> Anomaly Over Time - Anomaly Over Time helps to understand when anomalies occur across the timeline
> of your data.

This Markdown file sits beside the HTML page at the same path (with a `.md` suffix). It summarizes the topic and lists links for tools and LLM context.

Companion generated at `2026-10-09T14:05:25.050745+00:00` (UTC).

## Primary page

- [Anomaly Over Time](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/anom-over-time.html.md): Full documentation for this topic (Markdown sidecar).

## Sections on this page

- [Next steps](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/anom-over-time.html.md#next-steps): In-page section heading.

## Related documentation

- [NextGen UI documentation](https://docs.datarobot.com/en/docs/workbench/index.html.md): Linked from this page.
- [Workbench](https://docs.datarobot.com/en/docs/workbench/build-workbench/index.html.md): Linked from this page.
- [Predictive experiments](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/index.html.md): Linked from this page.
- [Evaluate models](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/index.html.md): Linked from this page.
- [Accuracy Over Time](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/aot.html.md): Linked from this page.
- [Anomaly Assessment](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/anom-assessment.html.md): Linked from this page.
- [Anomaly Over Space](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/anom-over-space.html.md): Linked from this page.

## Documentation content

| Tab | Description |
| --- | --- |
| Performance | Helps to understand when anomalies occur across the timeline of your data. Time-aware only |

Anomaly Over Time functions similarly to the non-anomaly [Accuracy Over Time](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/aot.html.md) insight. See the that documentation for details of the configurable elements (backtest, forecast distance, etc.) and controlling the display.

> [!NOTE] Note
> Because multiseries projects can have up to 1 million series and up to 1000 forecast distances, calculating accuracy charts for all series data can be extremely compute-intensive and often unnecessary. To avoid this, DataRobot provides [alternative calculation options](https://docs.datarobot.com/en/docs/workbench/build-workbench/experiments/experiment-insights/aot.html.md#display-by-series).

Anomaly Over Time provides the following chart controls:

| Label | Description |
|---|---|---|
| (1) | Sets the time frame of the preview. |
| (2) | Controls the anomaly threshold. Drag the handle up and down to set the threshold that defines whether plot values should be considered as anomalies.|
| (3) | Indicates, in red, points that fall above the threshold. |

## Next steps

After reviewing where anomalies fall across the timeline, dig into individual anomalous points or compare against standard accuracy over time.

- Anomaly Assessment : Inspect SHAP explanations for the most anomalous points in a selected backtest.
- Accuracy Over Time : Compare with the non-anomaly view of predicted versus actual values across time.
- Anomaly Over Space : Map anomaly scores geographically if your dataset includes location features.
