Assessment table
| Category | Criteria | Assessment |
|---|
| Outcome | Objective | |
| | Estimand | |
| | Validity | |
| Data compatibility | Type | |
| | Required TS length | |
| | Handles few samples | |
| | Handles huge datasets (n) | |
| | Handles missing data | |
| | RS-data proven | |
| Assumptions | Functional form | |
| | No unobserved confounders | |
| | No interference | |
| | Well-defined treatments | |
| | Common support (positivity) | |
| | Causal Markov Condition | |
| | Faithfulness | |
| | IDD | |
| | Model specific assumption | |
| Model properties | Requires explicit processes | |
| | Exposure type | |
| | Number of variables | |
| | Handles lag effects | |
| | Propagates uncertainty | |
| | Parametric nature | |
| Packages | Language | |
| | Usage | |
Table of contents