Abstract: Techniques for applying transformation techniques and using transformation outputs to implement remedial actions are included. A system may include a receiver that may receive time series data including data points and one or more specifications for a transformation technique applicable to the time series data. The system may include a transformation engine that may apply the transformation technique to the time series data to produce outputs. The system may include a control engine that may determine a set of control limits using, for example, a control chart and a set of residual values. The system may include an anomaly detection engine that may generate the set of residual values using the current data points and the outputs. The anomaly detection engine may further identify one or more anomalies of the set of residual values based on the set of control limits and the control chart.