Middle — Senior
Kuidas korraldada kontrollgrupp (juhuslik valik) riskimudelites?
sobes.tech AI
Vastus AI-lt
Risk models in risk assessment organize a control group (stream) to evaluate the impact of changes or new factors on the model without distorting the results. Main steps:
- Divide the data into two groups: control and test.
- The control group is not exposed to the influence of new factors or changes, while the test group is.
- Compare the model results in both groups to identify the actual impact of the changes.
For example, when implementing a new scoring algorithm, the control group continues to use the old model, while the test group uses the new one. Analyzing the differences in results helps assess the effectiveness of the changes and avoid false conclusions.
It is important that the control group is representative and statistically comparable to the test group.