statpsych1.9.0 package

Statistical Methods for Psychologists

adj.se

Adjusted standard errors for slope coefficients in an exploratory anal...

ci.2x2.mean.bs

Computes tests and confidence intervals of effects in a 2x2 between-su...

ci.2x2.mean.mixed

Computes tests and confidence intervals of effects in a 2x2 mixed desi...

ci.2x2.mean.ws

Computes tests and confidence intervals of effects in a 2x2 within-sub...

ci.2x2.median.bs

Computes tests and confidence intervals of effects in a 2x2 between-su...

ci.2x2.median.mixed

Computes confidence intervals in a 2x2 mixed design for medians

ci.2x2.median.ws

Computes confidence intervals of effects in a 2x2 within-subjects desi...

ci.2x2.prop.bs

Computes tests and confidence intervals of effects in a 2x2 between- s...

ci.2x2.prop.mixed

Computes tests and confidence intervals of effects in a 2x2 mixed desi...

ci.2x2.stdmean.bs

Computes confidence intervals of standardized effects in a 2x2 between...

ci.2x2.stdmean.mixed

Computes confidence intervals of standardized effects in a 2x2 mixed d...

ci.2x2.stdmean.ws

Computes confidence intervals of standardized effects in a 2x2 within-...

ci.agree.3rater

Computes confidence intervals for a 3-rater design with dichotomous ra...

ci.agree

Confidence interval for a G-index of agreement

ci.agree2

Confidence interval for G-index difference in a 2-group design

ci.bayes.cor

Bayesian credible interval for a Pearson or partial correlation with a...

ci.bayes.normal

Bayesian credible interval for a normal prior distribution

ci.bayes.prop

Bayesian credible interval for a proportion

ci.bayes.spcor

Bayesian credible interval for a semipartial correlation with a skepti...

ci.biphi

Confidence interval for a biserial-phi correlation

ci.bscor

Confidence interval for a biserial correlation

ci.cod

Confidence interval for a coefficient of dispersion

ci.condslope.log

Confidence intervals for conditional (simple) slopes in a logistic mod...

ci.condslope

Confidence intervals for conditional (simple) slopes in a linear model

ci.cor.dep

Confidence interval for a difference in dependent Pearson correlations

ci.cor

Confidence interval for a Pearson or partial correlation

ci.cor2.gen

Confidence interval for a 2-group correlation difference

ci.cor2

Confidence interval for a 2-group Pearson correlation difference

ci.cqv

Confidence interval for a coefficient of quartile variation

ci.cramer

Confidence interval for Cramer's V

ci.cronbach

Confidence interval for a Cronbach reliability

ci.cronbach2

Confidence interval for a difference in Cronbach reliabilities in a 2-...

ci.cv

Confidence interval for a coefficient of variation

ci.diversity

Confidence intervals for diversity indices

ci.etasqr

Confidence interval for eta-squared

ci.fisher

Fisher confidence interval

ci.icc

Confidence interval for an intraclass reliablity coefficient

ci.indirect

Confidence interval for an indirect effect

ci.kappa

Confidence interval for two kappa reliability coefficients

ci.lc.gen.bs

Confidence interval for a linear contrast of parameters in a between-s...

ci.lc.glm

Confidence interval for a linear contrast of general linear model para...

ci.lc.mean.bs

Confidence interval for a linear contrast of means in a between-subjec...

ci.lc.mean.scheffe

Scheffe confidence interval for a linear contrast of means in a betwee...

ci.lc.median.bs

Confidence interval for a linear contrast of medians in a between-subj...

ci.lc.prop.bs

Confidence interval for a linear contrast of proportions in a between-...

ci.lc.prop.scheffe

Scheffe confidence interval for a linear contrast of proportions in a ...

ci.lc.reg

Confidence interval for a linear contrast of regression coefficients i...

ci.lc.stdmean.bs

Confidence interval for a standardized linear contrast of means in a b...

ci.lc.stdmean.ws

Confidence interval for a standardized linear contrast of means in a w...

ci.mad

Confidence interval for a mean absolute deviation

ci.mann

Confidence interval for a Mann-Whitney parameter

ci.mape

Confidence interval for a mean absolute prediction error

ci.mean.fpc

Confidence interval for a mean with a finite population correction

ci.mean.gen

Confidence intervals for generalized means

ci.mean.ps

Confidence interval for a paired-samples mean difference

ci.mean

Confidence interval for a mean

ci.mean2

Confidence interval for a 2-group mean difference

ci.median.ps

Confidence interval for a paired-samples median difference

ci.median

Confidence interval for a median

ci.median2

Confidence interval for a 2-group median difference

ci.oddsratio

Confidence interval for an odds ratio

ci.pairs.mult

Confidence intervals for pairwise proportion differences of a multinom...

ci.pairs.prop.bs

Bonferroni confidence intervals for all pairwise proportion difference...

ci.pbcor

Confidence intervals for point-biserial correlations

ci.phi

Confidence interval for a phi correlation

ci.poisson

Confidence interval for a Poisson rate

ci.popsize

Confidence interval for an unknown population size

ci.prop.fpc

Confidence interval for a proportion with a finite population correcti...

ci.prop.inv

Confidence interval for a proportion using inverse sampling

ci.prop.ps

Confidence interval for a paired-samples proportion difference

ci.prop

Confidence intervals for a proportion

ci.prop2.inv

Confidence interval for a 2-group proportion difference using inverse ...

ci.prop2

Confidence interval for a 2-group proportion difference

ci.pv

Confidence intervals for positive and negative predictive values with ...

ci.random.anova

Confidence intervals for parameters of one-way random effects ANOVA

ci.ratio.cod2

Confidence interval for a ratio of dispersion coefficients in a 2-grou...

ci.ratio.cv2

Confidence interval for a ratio of coefficients of variation in a 2-gr...

ci.ratio.mad.ps

Confidence interval for a paired-samples MAD ratio

ci.ratio.mad2

Confidence interval for a 2-group ratio of mean absolute deviations

ci.ratio.mape2

Confidence interval for a ratio of mean absolute prediction errors in ...

ci.ratio.mean.ps

Confidence interval for a paired-samples mean ratio

ci.ratio.mean2

Confidence interval for a 2-group mean ratio

ci.ratio.median.ps

Confidence interval for a paired-samples median ratio

ci.ratio.median2

Confidence interval for a 2-group median ratio

ci.ratio.poisson2

Confidence interval for a ratio of Poisson rates in a 2-group design

ci.ratio.prop.ps

Confidence interval for a paired-samples proportion ratio

ci.ratio.prop2

Confidence interval for a 2-group proportion ratio

ci.ratio.sd2

Confidence interval for a 2-group ratio of standard deviations

ci.rel2

Confidence interval for a 2-group reliability difference

ci.reliability

Confidence interval for a reliability coefficient

ci.rsqr

Confidence interval for squared multiple correlation

ci.sd

Confidence interval for a standard deviation

ci.sign

Confidence interval for the parameter of the one-sample sign test

ci.slope.mean.bs

Confidence interval for the slope of means in a one-factor experimenta...

ci.slope.median.bs

Confidence interval for the slope of medians in a one-factor experimen...

ci.slope.prop.bs

Confidence interval for a slope of a proportion in a single-factor exp...

ci.slope

Confidence interval for a slope in a simple linear model

ci.spcor

Confidence interval for a semipartial correlation

ci.spear

Confidence interval for a Spearman correlation

ci.spear2

Confidence interval for a 2-group Spearman correlation difference

ci.stdmean.ps

Confidence intervals for a paired-samples standardized mean difference

ci.stdmean

Confidence interval for a standardized mean

ci.stdmean.strat

Confidence intervals for a 2-group standardized mean difference with s...

ci.stdmean2

Confidence intervals for a 2-group standardized mean difference

ci.tetra

Confidence interval for a tetrachoric correlation

ci.theil

Theil-Sen estimate and confidence interval for slope

ci.tukey

Tukey-Kramer confidence intervals for all pairwise mean differences in...

ci.var.upper

Upper confidence limit of a variance

ci.yule

Confidence intervals for generalized Yule coefficients

etasqr.adj

Bias adjustment for an eta-squared estimate

etasqr.gen.2way

Generalized eta-squared estimates in a two-factor design

expon.slope

Confidence interval for an exponentiated slope

fitindices

SEM fit indices

iqv

Indices of qualitative variation

pi.cor

Prediction limits for a sample correlation in a future study

pi.cronbach

Prediction limits for sample value of Cronbach reliability in a future...

pi.prop

Prediction interval for a sample proportion in a future study

pi.score.ps

Prediction interval for difference of scores in a 2-level within-subje...

pi.score

Prediction interval for one score

pi.score2

Prediction interval for a difference of scores in a 2-group experiment

pi.var

Prediction limits for a sample variance in a future study

power.cor

Approximates the power of a correlation test for a planned sample size

power.cor2

Approximates the power of a test for equal correlations in a 2-group d...

power.lc.mean.bs

Approximates the power of a test for a linear contrast of means for pl...

power.mean.ps

Approximates the power of a paired-samples t-test for a planned sample...

power.mean

Approximates the power of a one-sample t-test for a planned sample siz...

power.mean2

Approximates the power of a two-sample t-test for planned sample sizes

power.prop.ps

Approximates the power of a paired-samples test of equal proportions f...

power.prop

Approximates the power of a 1-group proportion test for a planned samp...

power.prop2

Approximates the power of a 2-group proportion test for planned sample...

random.sample

Generate a random sample

random.y

Generate random sample of scores

random.yx

Generates random bivariate scores

randomize

Randomize a sample into groups

signal

Parameter estimates for a signal detection study

sim.ci.cor

Simulates confidence interval coverage probability for a Pearson corre...

sim.ci.mean.ps

Simulates confidence interval coverage probability for a paired-sample...

sim.ci.mean

Simulates confidence interval coverage probability for a mean

sim.ci.mean2

Simulates confidence interval coverage probability for a 2-group mean ...

sim.ci.median.ps

Simulates confidence interval coverage probability for a median differ...

sim.ci.median

Simulates confidence interval coverage probability for a median

sim.ci.median2

Simulates confidence interval coverage probability for a median differ...

sim.ci.spear

Simulates confidence interval coverage probability for a Spearman corr...

sim.ci.stdmean.ps

Simulates confidence interval coverage probability for a standardized ...

sim.ci.stdmean2

Simulates confidence interval coverage probability for a standardized ...

size.ci.agree

Sample size for a G-index confidence interval

size.ci.ancova2

Sample size for a 2-group ANCOVA confidence interval

size.ci.biphi

Sample size for biserial-phi correlation confidence interval

size.ci.condmean

Sample size for a conditional mean confidence interval

size.ci.cor.prior

Sample size for a Pearson correlation confidence interval using an est...

size.ci.cor

Sample size for a Pearson or partial correlation confidence interval

size.ci.cor2

Sample size for a 2-group Pearson correlation difference confidence in...

size.ci.cronbach.prior

Sample size for a Cronbach reliability confidence interval using an re...

size.ci.cronbach

Sample size for a Cronbach reliability confidence interval

size.ci.cronbach2

Sample size for a 2-group Cronbach reliability difference confidence i...

size.ci.cv

Sample size for a coefficient of variation

size.ci.etasqr

Sample size for an eta-squared confidence interval

size.ci.gen

Sample size for a confidence interval for any type of parameter

size.ci.gen2

Sample size for a confidence interval for the difference of any type o...

size.ci.icc.prior

Sample size for an intraclass correlation confidence interval using a ...

size.ci.icc

Sample size for a intraclass correlation confidence interval

size.ci.indirect

Sample size for an indirect effect confidence interval

size.ci.lc.ancova

Sample size for a linear contrast confidence interval in an ANCOVA

size.ci.lc.mean.bs

Sample size for a between-subjects mean linear contrast confidence int...

size.ci.lc.mean.ws

Sample size for a within-subjects mean linear contrast confidence inte...

size.ci.lc.median.bs

Sample size for a between-subjects median linear contrast confidence i...

size.ci.lc.prop.bs

Sample size for a between-subjects proportion linear contrast confiden...

size.ci.lc.stdmean.bs

Sample size for a between-subjects standardized linear contrast of mea...

size.ci.lc.stdmean.ws

Sample size for a within-subjects standardized linear contrast of mean...

size.ci.mape

Sample size for a mean absolute prediction error confidence interval

size.ci.mean.prior

Sample size for a mean confidence interval using an estimated variance...

size.ci.mean.ps

Sample size for a paired-samples mean difference confidence interval

size.ci.mean

Sample size for a mean confidence interval

size.ci.mean2

Sample size for a 2-group mean difference confidence interval

size.ci.median

Sample size for a median confidence interval

size.ci.median2

Sample size for a 2-group median difference confidence interval

size.ci.oddsratio

Sample size for an odds ratio confidence interval

size.ci.pbcor

Sample size for a point-biserial correlation confidence interval

size.ci.phi

Sample size for phi correlation confidence interval

size.ci.prop.prior

Sample size for a proportion confidence interval using an estimated pr...

size.ci.prop.ps

Sample size for a paired-sample proportion difference confidence inter...

size.ci.prop

Sample size for a proportion confidence interval

size.ci.prop2

Sample size for a 2-group proportion difference confidence interval

size.ci.ratio.mean.ps

Sample size for a paired-samples mean ratio confidence interval

size.ci.ratio.mean2

Sample size for a 2-group mean ratio confidence interval

size.ci.ratio.prop.ps

Sample size for a paired-samples proportion ratio confidence interval

size.ci.ratio.prop2

Sample size for a 2-group proportion ratio confidence interval

size.ci.rsqr

Sample size for a squared multiple correlation confidence interval

size.ci.sd

Sample size for a standard deviation confidence interval

size.ci.second

Sample size for a second-stage confidence interval

size.ci.slope.gen

Sample size for a slope confidence interval in a general statistical m...

size.ci.slope

Sample size for a slope confidence interval

size.ci.spear

Sample size for a Spearman correlation confidence interval

size.ci.spear2

Sample size for a 2-group Spearman correlation difference confidence i...

size.ci.stdmean.ps

Sample size for a paired-samples standardized mean difference confiden...

size.ci.stdmean2

Sample size for a 2-group standardized mean difference confidence inte...

size.ci.tetra

Sample size for a tetrachoric correlation confidence interval

size.ci.yule

Sample size for a Yule's Q confidence interval

size.equiv.mean.ps

Sample size for a paired-samples mean equivalence test

size.equiv.mean2

Sample size for a 2-group mean equivalence test

size.equiv.prop.ps

Sample size for a paired-samples proportion equivalence test

size.equiv.prop2

Sample size for a 2-group proportion equivalence test

size.interval.cor

Sample size for an interval test of a Pearson or partial correlation

size.supinf.mean.ps

Sample size for a paired-samples mean superiority or noninferiority te...

size.supinf.mean2

Sample size for a 2-group mean superiority or noninferiority test

size.supinf.prop.ps

Sample size for a paired-samples superiority or inferiority test of pr...

size.supinf.prop2

Sample size for a 2-group superiority or inferiority test of proportio...

size.test.ancova2

Sample size for a 2-group ANCOVA hypothesis test

size.test.cor

Sample size for a test of a Pearson or partial correlation

size.test.cor2

Sample size for a test of equal Pearson or partial correlation in a 2-...

size.test.cronbach

Sample size to test a Cronbach reliability

size.test.cronbach2

Sample size to test equality of Cronbach reliability coefficients in a...

size.test.gen

Sample size for a test of any type of parameter

size.test.gen2

Sample size for a test of 2-group difference for any type of parameter

size.test.lc.ancova

Sample size for a mean linear contrast test in an ANCOVA

size.test.lc.mean.bs

Sample size for a test of a between-subjects mean linear contrast

size.test.lc.mean.ws

Sample size for a test of a within-subjects mean linear contrast

size.test.lc.prop.bs

Sample size for a test of between-subjects proportion linear contrast

size.test.mann

Sample size for a Mann-Whitney test

size.test.mean.ps

Sample size for a test of a paired-samples mean difference

size.test.mean

Sample size for a test of a mean

size.test.mean2

Sample size for a test of a 2-group mean difference

size.test.prop.ps

Sample size for a test of a paired-samples proportion difference

size.test.prop

Sample size for a test of a single proportion

size.test.prop2

Sample size for a test of a 2-group proportion difference

size.test.sign.ps

Sample size for a paired-samples sign test

size.test.sign

Sample size for a 1-group sign test

size.test.slope

Sample size for a test of a slope

slope.contrast

Contrast coefficients for the slope of a quantitative factor

spearmanbrown

Computes the reliability of a scale with r2 measurements given the rel...

test.anova.bs

Between-subjects F statistic and eta-squared from summary information

test.cor

Hypothesis test for a Pearson or partial correlation

test.cor2

Hypothesis test for a 2-group Pearson or partial correlation differenc...

test.kurtosis

Computes p-value for test of excess kurtosis

test.mean

Hypothesis test for a mean

test.mono.mean.bs

Test of a monotonic trend in means for an ordered between-subjects fac...

test.mono.median.bs

Test of a monotonic trend in medians for an ordered between-subjects f...

test.mono.prop.bs

Test of monotonic trend in proportions for an ordered between-subjects...

test.prop.bs

Hypothesis test of equal proportions in a between-subjects design

test.prop.ps

Hypothesis test for a paired-samples proportion difference

test.prop

Hypothesis test for a proportion

test.prop2

Hypothesis test for a 2-group proportion difference

test.skew

Computes p-value for test of skewness

test.spear

Hypothesis test for a Spearman correlation

test.spear2

Hypothesis test for a 2-group Spearman correlation difference

Implements confidence interval and sample size methods that are especially useful in psychological research. The methods can be applied in 1-group, 2-group, paired-samples, and multiple-group designs and to a variety of parameters including means, medians, proportions, slopes, standardized mean differences, standardized linear contrasts of means, plus several measures of correlation and association. Confidence interval and sample size functions are given for single parameters as well as differences, ratios, and linear contrasts of parameters. The sample size functions can be used to approximate the sample size needed to estimate a parameter or function of parameters with desired confidence interval precision or to perform a variety of hypothesis tests (directional two-sided, equivalence, superiority, noninferiority) with desired power. For details see: Statistical Methods for Psychologists, Volumes 1 – 4, <https://dgbonett.sites.ucsc.edu/>.

  • Maintainer: Douglas G. Bonett
  • License: GPL-3
  • Last published: 2026-01-13