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Update docs/blog/posts/2024-08-15-bias-continued.md
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Co-authored-by: Sam Lindsay <[email protected]>
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RossKen and samnlindsay authored Dec 4, 2024
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Expand Up @@ -55,7 +55,7 @@ Now that you have records to compare and a trained model, the next stage is to g

It's also useful to examine each comparison to see which features impact the match probability the most. In Splink, you can use a [waterfall chart](https://moj-analytical-services.github.io/splink/charts/waterfall_chart.html) for this. This will help you identify if any weights are too predictive or not predictive enough based on your hypothesis.

Some factor weightings might seem off for your hypothesis but be reasonable for the [overall model](#2-train-and-investigate-model). They might not be _wrong_ per se, but if they create issues in specific scenarios, they will **introduce bias into the pipeline**.
Some match weights might seem off for your hypothesis but be reasonable for the [overall model](#2-train-and-investigate-model). They might not be _wrong_ per se, but if they create issues in specific scenarios, they will **introduce bias into the pipeline**.

## <u>4. Identify bias mitigations</u>

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