The confidence interval increases over time because the algorithm needs more “leeway” to fulfill its promise of 95% confidence level. Confidence interval is not about if the prediction is an outlier or not. It’s about accuracy of prediction. Refer page48 - https://conf.splunk.com/files/2019/slides/FN1213.pdf
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