R2 Quality Alert

Indicates that this model's R2 metric is so high or low that it warrants further examination.

Actions to Consider

  • A low R2 indicates that the model doesn’t perform much better than random guessing. Consider improving the model before deploying it.
  • A high R2 indicates that the model performs so well that data leakage can be a factor. Investigate and remove any variables that are implicated in data leakage.

Detection Methodology

Einstein Discovery automatically alerts you when it detects an R2 with a value of:

  • Below 0.1 (low)
  • Above 0.95 (high)