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OpenBB/website/content/terminal/reference/portfolio/es.md
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---------

Co-authored-by: jose-donato <zmcdonato@gmail.com>
Co-authored-by: jose-donato <43375532+jose-donato@users.noreply.github.com>
Co-authored-by: andrewkenreich <andrew.kenreich@gmail.com>
2023-10-30 21:01:29 +00:00

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---
title: es
description: This documentation page provides guidance on how to use the Expected
Shortfall (ES) function of the selected portfolio. It includes its usage, parameters
including distribution and percentile, and examples.
keywords:
- Expected Shortfall
- ES function
- portfolio
- parameters
- distribution
- percentile
- portfolio return
- mean of portfolios
---
import HeadTitle from '@site/src/components/General/HeadTitle.tsx';
<HeadTitle title="portfolio/es - Reference | OpenBB Terminal Docs" />
Provides Expected Shortfall (short: ES) of the selected portfolio.
### Usage
```python
es [-m] [-d DIST] [-p PERCENTILE]
```
---
## Parameters
| Name | Description | Default | Optional | Choices |
| ---- | ----------- | ------- | -------- | ------- |
| use_mean | If one should use the mean of the portfolios return | True | True | None |
| distribution | Distribution used for the calculations | normal | True | laplace, student_t, logistic, normal |
| percentile | Percentile used for ES calculations, for example input 99.9 equals a 99.9 Percent Expected Shortfall | 99.9 | True | None |
---
## Examples
```python
2022 Feb 25, 03:09 (🦋) /portfolio/ $ es
Portfolio Expected Shortfall
┏━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━━━┓
┃ ┃ ES: ┃ Historical ES: ┃
┡━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━━━┩
│ 90.0% │ -0.0204 │ -0.0202 │
├───────┼─────────┼────────────────┤
│ 95.0% │ -0.0240 │ -0.0242 │
├───────┼─────────┼────────────────┤
│ 99.0% │ -0.0310 │ -0.0270 │
├───────┼─────────┼────────────────┤
│ 99.9% │ -0.0391 │ -0.0277 │
└───────┴─────────┴────────────────┘
```
---