Ensuring the accuracy and reliability of predictive models is essential to the success of any predictive modeling project. There are a number of factors that can impact the accuracy and reliability of predictive models, and it is important to consider all of these factors when developing and testing predictive models. The following checklist can be used to ensure the accuracy and reliability of predictive models.
- Check that the model is not underfitting the data
- Check that the model is not biased
- Check that all variables are included in the model that could potentially affect the outcome.
- Check that all data is complete and accurate