You have completed an evaluation of a model and need to present the results to partners who will make product and launch decisions from your analysis. They want to know whether the findings are trustworthy and not just a one-off result from a favorable split or metric choice.
How do you ensure the reliability of your findings?
Stable performance across folds or time splitsConfidence intervals around key metricsWell-calibrated scores for thresholdingConsistent behavior across important segmentsClear understanding of FP and FN costs