That’s exactly right. I mention at the end that of the article that the unbiased model has a larger MAPE error on the validation and test sets. This comes at the cost of introducing some amount of statistical bias. This is a conscious choice that a business needs to make in order to actively correct certain biases that are present in the data and to prevent negative feedback loops.