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

# No Racial Bias

> Evaluates whether a content contains racial bias, stereotypes, or discriminatory content

<CodeGroup>
  ```python Python theme={null}
  result = evaluator.evaluate(
      eval_templates="no_racial_bias", 
      inputs={
          "output": "Dear Sir, I hope this email finds you well. I look forward to any insights or advice you might have whenever you have a free moment"
      },
      model_name="turing_flash"
  )

  print(result.eval_results[0].metrics[0].value)
  print(result.eval_results[0].reason)
  ```

  ```typescript JS/TS theme={null}
  import { Evaluator, Templates } from "@future-agi/ai-evaluation";

  const evaluator = new Evaluator();

  const result = await evaluator.evaluate(
    "no_racial_bias",
    {
      output: "Dear Sir, I hope this email finds you well. I look forward to any insights or advice you might have whenever you have a free moment"
    },
    {
      modelName: "turing_flash",
    }
  );

  console.log(result);
  ```
</CodeGroup>

| **Input** |                    |          |                                      |
| --------- | ------------------ | -------- | ------------------------------------ |
|           | **Required Input** | **Type** | **Description**                      |
|           | `output`           | `string` | Content to evaluate for racial bias. |

| **Output** |            |                                                                                                                |
| ---------- | ---------- | -------------------------------------------------------------------------------------------------------------- |
|            | **Field**  | **Description**                                                                                                |
|            | **Result** | Returns Passed if no racial bias is detected, or Failed if racial bias is detected.                            |
|            | **Reason** | Provides a detailed explanation of why the content was classified as containing or not containing racial bias. |

***

### What to do If you get Undesired Results

If the content is evaluated as containing racial bias (Failed) and you want to improve it:

* Remove any language that reinforces racial stereotypes
* Eliminate terms with racist origins or connotations
* Avoid assumptions about cultural practices, behaviors, or abilities based on race or ethnicity
* Ensure equal representation and avoid portraying one racial group as superior or more capable
* Use inclusive language that respects all racial and ethnic backgrounds
* Avoid generalizations about racial or ethnic groups
* Be mindful of context and historical sensitivities when discussing race-related topics
* Consider diverse perspectives and experiences

***

### Comparing No Racial Bias with Similar Evals

* [**No Gender Bias**](/future-agi/get-started/evaluation/builtin-evals/no-gender-bias): While No Racial Bias focuses specifically on race-related discrimination, No Gender Bias evaluates for gender-related stereotypes and prejudice.
* [**Cultural Sensitivity**](/future-agi/get-started/evaluation/builtin-evals/cultural-sensitivity): No Racial Bias focuses on race-specific discrimination, whereas Cultural Sensitivity evaluates respect for diverse cultural backgrounds and practices more broadly.
* [**Bias Detection**](/future-agi/get-started/evaluation/builtin-evals/bias-detection): No Racial Bias evaluates specifically for race-related prejudice, while Bias Detection may cover a broader range of biases including gender, age, and socioeconomic status.