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. 2011 Apr 26;30(16):1971–1988. doi: 10.1002/sim.4245

Table II.

Point estimates of the treatment effects (and associated uncertainty) for the ordinary least squares (OLS), two-stage least squares (2SLS), two-stage predictor substitution (2SPS), two-stage residual inclusion (2SRI), maximum likelihood (MLE), and the Bayesian procedures on the Florida Medicaid population

Two-stage Likelihood-based


Term Quantity OLS 2SLS 2SPS 2SRI MLE Bayesian
β1 Estimate 1.022 −0.028 0.237 0.193 −0.793 −0.773
Standard deviation 0.010 0.169 0.144 0.145 0.031 0.031
Inline graphic Estimate 9 965 −263.3 2 262 1 911 −9393 −9948
Standard deviation 122.8 1 607 1 415 1 668 537.2 531.5
ATE Estimate 1.049 1.013
Standard deviation 0.010 0.010
ATE $ Estimate 9 576 10 190
Standard deviation 107.1 94.3
ρ Estimate 0.721 0.696
Standard deviation 0.008 0.008

The ATE, ATE $, and ρ are only estimated for the likelihood-based procedures as estimation relies on the specification of a probability distribution for the observations.