How do you interpret the coefficients of dummy variables in the context of causal inference?

Instruction: Explain the interpretation of dummy variable coefficients in a regression model designed to estimate causal effects.

Context: This question tests the candidate's understanding of how to quantify the effect of categorical treatments or interventions in regression analysis.