meridian.analysis.review.results.PotentialBiasAggregateCases

Cases for Potential Bias Check aggregate result.

Inherits From: ModelCheckCase, BaseCase

NO_CONTROLS <PotentialBiasAggregateCases.NO_CONTROLS: (<Status.REVIEW: 2>, 'No control variables are included in the model. Consider adding control variables to control for potential confounding bias.', 'Some channels have low correlation with all controls. These channels might have biased posterior estimates due to missing potential confounders. We recommend checking if important controls are missing or calibrating these channels using an incrementality experiment to address this.')>
PASS <PotentialBiasAggregateCases.PASS: (<Status.PASS: 1>, 'All channels have sufficient correlation with control variables.', None)>
REVIEW <PotentialBiasAggregateCases.REVIEW: (<Status.REVIEW: 2>, "We've detected channel(s) {low_correlation_channels_str} with very low correlation with all included control variables.", 'Some channels have low correlation with all controls. These channels might have biased posterior estimates due to missing potential confounders. We recommend checking if important controls are missing or calibrating these channels using an incrementality experiment to address this.')>