causalis.scenarios.gate

Group-level treatment effect estimation utilities for fitted IRM models.

This submodule exposes:

• estimate_gate_from_irm for :math:\theta_g^{\mathrm{GATE}} = \mathbb{E}[Y(1)-Y(0)\mid G=g]

• estimate_gatet_from_irm for :math:\theta_g^{\mathrm{GATET}} = \mathbb{E}[Y(1)-Y(0)\mid G=g, D=1]

The first estimand is a subgroup ATE. The second is a subgroup ATT among the treated inside subgroup :math:g, not a treated-only average of the ordinary GATE score. Both estimands assume subgroup membership is a pre-treatment partition.

Submodules

• causalis.scenarios.gate.gate_plot
• causalis.scenarios.gate.model

Package Contents

Functions

__getattr__

Data

__all__

API

causalis.scenarios.gate.__all__

[‘estimate_gate_from_irm’, ‘estimate_gatet_from_irm’, ‘gate_plot’, ‘plot_gate_estimate’]

causalis.scenarios.gate.__getattr__(name: str)