“…The second approach relies on primary data collection to estimate the effect of public eligibility on private insurance (usually referred to as public-private substitution rather than crowd-out). The first large scale use of this approach was in a congressionally mandated survey of Medicaid beneficiaries in seventeen states (Sommers et al, 2007). The approach has subsequently been used to estimate the magnitude of substitution in New York (Shone, Lantz, Dick, Chernew, Szilagyi, 2008).…”