% File src/library/stats/man/power.prop.test.Rd % Part of the R package, https://www.R-project.org % Copyright (C) 1995-2017 R Core Team % Distributed under GPL 2 or later \name{power.prop.test} \alias{power.prop.test} \encoding{UTF-8} \title{Power Calculations for Two-Sample Test for Proportions} \description{ Compute the power of the two-sample test for proportions, or determine parameters to obtain a target power. } \usage{ power.prop.test(n = NULL, p1 = NULL, p2 = NULL, sig.level = 0.05, power = NULL, alternative = c("two.sided", "one.sided"), strict = FALSE, tol = .Machine$double.eps^0.25) } \arguments{ \item{n}{number of observations (per group)} \item{p1}{probability in one group} \item{p2}{probability in other group} \item{sig.level}{significance level (Type I error probability)} \item{power}{power of test (1 minus Type II error probability)} \item{alternative}{one- or two-sided test. Can be abbreviated.} \item{strict}{use strict interpretation in two-sided case} \item{tol}{numerical tolerance used in root finding, the default providing (at least) four significant digits.} } \details{ Exactly one of the parameters \code{n}, \code{p1}, \code{p2}, \code{power}, and \code{sig.level} must be passed as NULL, and that parameter is determined from the others. Notice that \code{sig.level} has a non-NULL default so \code{NULL} must be explicitly passed if you want it computed. If \code{strict = TRUE} is used, the power will include the probability of rejection in the opposite direction of the true effect, in the two-sided case. Without this the power will be half the significance level if the true difference is zero. Note that not all conditions can be satisfied, e.g., for \preformatted{power.prop.test(n=30, p1=0.90, p2=NULL, power=0.8, strict=TRUE)} there is no proportion \code{p2} between \code{p1 = 0.9} and 1, as you'd need a sample size of at least \eqn{n = 74} to yield the desired power for \eqn{(p1,p2) = (0.9, 1)}. For these impossible conditions, currently a warning (\code{\link{warning}}) is signalled which may become an error (\code{\link{stop}}) in the future. } \value{ Object of class \code{"power.htest"}, a list of the arguments (including the computed one) augmented with \code{method} and \code{note} elements. } \author{Peter Dalgaard. Based on previous work by Claus \enc{Ekstrøm}{Ekstroem}} \note{ \code{\link{uniroot}} is used to solve power equation for unknowns, so you may see errors from it, notably about inability to bracket the root when invalid arguments are given. If one of \code{p1} and \code{p2} is computed, then \eqn{p1 < p2} is assumed and will hold, but if you specify both, \eqn{p2 \le p1}{p2 <= p1} is allowed. } \seealso{\code{\link{prop.test}}, \code{\link{uniroot}}} \examples{ power.prop.test(n = 50, p1 = .50, p2 = .75) ## => power = 0.740 power.prop.test(p1 = .50, p2 = .75, power = .90) ## => n = 76.7 power.prop.test(n = 50, p1 = .5, power = .90) ## => p2 = 0.8026 power.prop.test(n = 50, p1 = .5, p2 = 0.9, power = .90, sig.level=NULL) ## => sig.l = 0.00131 power.prop.test(p1 = .5, p2 = 0.501, sig.level=.001, power=0.90) ## => n = 10451937 try( power.prop.test(n=30, p1=0.90, p2=NULL, power=0.8) ) # a warning (which may become an error) ## Reason: power.prop.test( p1=0.90, p2= 1.0, power=0.8) ##-> n = 73.37 } \keyword{ htest }