Table 1.
Modeling Strategy | |||
---|---|---|---|
Data Sources for Models | Conventional Regression | G-Computation | Agent-Based Modeling |
Individual and group-level observations from primary data set | X | X | X |
Potentially counterfactual time-varying variables simulated from models fit to primary data set | X | X | |
Potentially counterfactual group-level variables aggregated from individual-level simulated variables | X | X | |
Potentially counterfactual time-varying variables simulated from models fit to other data sets | X | ||
Potentially counterfactual time-varying variables simulated from hypothesized mechanisms for interactions between units | X |