Machine Learning, Causal Inference, Meta Learning, Instruments, Observational Studies.
whether you have control time series data from a non-treated unit, you can consider approaches like difference-in-difference and interrupted time series synthetic control, among others. Uber has also discussed various causal inference methods for time series observations in their post. Figure 1