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Notation

Symbols used throughout the package vignettes (see Leventer 2025, §2–3 for formal definitions):

Symbol Definition
\(G \in \{f,m\}\) Gender (female, male)
\(D\) Age at first childbirth (treatment timing)
\(Y_{i,a}(d)\) Potential earnings of individual \(i\) at age \(a\) if first birth occurs at age \(d\)
\(Y_{i,a}(\infty)\) Potential earnings under never having a child
\(\text{APO}(g,d,a) = \mathbb{E}[Y_a(\infty) \mid G=g, D=d]\) Average counterfactual earnings
\(\text{ATE}(g,d,a) = \mathbb{E}[Y_a(d) - Y_a(\infty) \mid G=g, D=d]\) Average treatment effect of parenthood
\(\theta(g,d,a) = \text{ATE}/\text{APO}\) Normalised effect (proportional earnings change)
\(\rho(d,a) = \text{APO}(f,d,a) / \text{APO}(m,d,a)\) Gender earnings ratio (counterfactual)
\(\Delta\rho(d,a)\) Effect of parenthood on the gender earnings ratio

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.