test_that("sgdi_lm using Census2000", { y = Census2000$ln_hrwage edu = Census2000$edyrs exp = Census2000$exp exp2 = exp^2 x = cbind(edu, exp, exp2) out1 = lm(y ~ x) bh1 = out1$coefficients[2] out2 = sgdi_lm(y~ edu + exp + exp2,gamma_0=1) bh2 = out2$coefficients[2] check = abs(bh1 - bh2) expect_true(check < 0.01) })