We provide evidence that associations between realized returns and common risk proxies (factor betas and implied cost of equity estimates) vary with properties of the sample returns distribution used to estimate those associations. We consider two forms of non-random sampling from a reference distribution of realized returns for all CRSP firms with at least 12 consecutive monthly returns during...