Confidence intervals for drlate fits
Arguments
- object
A fitted
drlate()object.- parm
Coefficients to include (names or indices); defaults to all three reported quantities.
- level
Confidence level.
- method
"default"gives Wald intervals from the joint sandwich (or bootstrap percentile intervals when the fit usedvcov = "bootstrap")."fieller"inverts the test ofnum - t * denom = 0using the joint covariance of the numerator and denominator, giving a confidence set for the LATE/LATT ratio that remains valid when the first stage is weak; the set may be an interval, the complement of an interval, or the whole line, and is returned as a"drlate_fieller"object with its own print method.- ...
Currently unused.
Value
For method = "default", a numeric matrix with one row per requested
coefficient (parm) and two columns holding the lower and upper
confidence limits. The columns are labelled with the corresponding
percentiles (for the default 95% level, "2.5 %" and "97.5 %"). The
limits are Wald intervals from the joint sandwich covariance, or
percentile intervals from the resampling draws when the fit was computed
with vcov = "bootstrap".
For method = "fieller", an object of class "drlate_fieller": a list
describing the weak-instrument-robust confidence set for the LATE/LATT
ratio (its endpoints and shape, the estimand name, and the confidence
level), with its own print method. Because a Fieller set need not be a
bounded interval, it is returned in this form rather than as a matrix of
endpoints.