confidence intervals for a proportion when only a misclassified proxy is observed, and provide improved estimators and confidence … review, we develop two estimators for a proportion , one which reduces the bias, and one with smaller mean square error. Then … we will give two methods to find a confidence interval for a proportion, one using optimization techniques, and the other …