# Prediction Explanations

> Prediction Explanations - Index page for SHAP, XEMP, and Text Prediction Explanations.

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 `2026-04-24T16:03:56.593305+00:00` (UTC).

## Primary page

- [Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/index.html): Full documentation for this topic (HTML).

## Related documentation

- [Classic UI documentation](https://docs.datarobot.com/en/docs/classic-ui/index.html): Linked from this page.
- [Modeling](https://docs.datarobot.com/en/docs/classic-ui/modeling/index.html): Linked from this page.
- [Model insights](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/index.html): Linked from this page.
- [Understand](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/index.html): Linked from this page.
- [Prediction Explanations overview](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-overview.html): Linked from this page.
- [SHAP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/shap-pe.html): Linked from this page.
- [XEMP Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/xemp-pe.html): Linked from this page.
- [Text Prediction Explanations](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/predex-text.html): Linked from this page.
- [Prediction Explanations for clusters](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/cluster-pe.html): Linked from this page.
- [Prediction Explanations for time-aware projects](https://docs.datarobot.com/en/docs/classic-ui/modeling/analyze-models/understand/pred-explain/ts-otv-predex.html): Linked from this page.

## Documentation content

# Prediction Explanations

The following sections provide an overview and describe the alternate methodologies for working with Prediction Explanations:

| Topic | Description |
| --- | --- |
| Prediction Explanations overview | Describes the SHAP and XEMP methodologies, including benefits and tradeoffs. |
| SHAP Prediction Explanations | Describes how to work with SHAP-based Prediction Explanations. |
| XEMP Prediction Explanations | Describes how to work with XEMP-based Prediction Explanations. |
| Text Prediction Explanations | Helps to interpret the output of text-based explanations. |
| Prediction Explanations for clusters | Helps to interpret Prediction Explanations for clustering projects (XEMP only). |
| Prediction Explanations for time-aware projects | Compute prediction explanations for data in OTV and time series projects. |