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psych (version 1.0-18)

Procedures for Personality and Psychological Research

Description

A number of routines for personality, psychometrics and experimental psychology, Functions are primarily for scale construction and reliability analysis, although others are basic descriptive stats, For more information, see the personality-project.org/r

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Version

Install

install.packages('psych')

Monthly Downloads

242,751

Version

1.0-18

License

GPL version 2 or newer

Maintainer

William Revelle

Last Published

March 21st, 2025

Functions in psych (1.0-18)

ICLUST.sort

sort items by absolute size of cluster loadins
cluster.fit

cluster Fit: fit of the cluster model to a correlation matrix
describe

Basic descriptive statistics useful for psychometrics
VSS.plot

Plot VSS fits
describe.by

Basic summary statistics by group
VSS

Apply the Very Simple Structure criterion to determine the appropriate number of factors.
VSS.simulate

create VSS like data
fisherz

Fisher z transform of r
factor.pa

Principal Axis Factor Analysis
factor2cluster

Extract cluster definitions from factor loadings
alpha.scale

Cronbach alpha for a scale
factor.rotate

"Hand" rotate a factor loading matrix
ICLUST

ICLUST: Item Cluster Analysis -- Hierarchical cluster analysis using psychometric principles
VSS.scree

Plot a scree test
00psych-package

A package for personality, psychometric, and psychological research
VSS.parallel

Compare real and random VSS solutions
cluster.loadings

Find item by cluster correlations, corrected for overlap and reliability
phi2poly

Convert a phi coefficient to a polychoric correlation
error.crosses

Plot x and y error bars
factor.model

Find R = F F' + U2 is the basic factor model
skew

Calculate skew for a vector, matrix, or data.frame
kurtosi

Kurtosis of a vector, matrix, or data frame
correct.cor

Find dis-attenuated correlations and give alpha reliabilities
principal

Principal components analysis
factor.congruence

Coefficient of factor congruence
circ.sim

Generate simulated data structures for circumplex or simple structure
score.alpha

Score scales and find Cronbach's alpha as well as associated statistics
ICLUST.cluster

Function to form hierarchical cluster analysis of items
ICLUST.graph

create control code for ICLUST graphical output
harmonic.mean

Find the harmonic mean of a vector, matrix, or columns of a data.frame
schmid

Apply the Schmid Leiman transformation to a correlation matrix
multi.hist

Multiple histograms on one screen
irt.1p

Item Response Theory estimate of theta (ability) using a Rasch (like) model
eigen.loadings

Extract eigen vectors, eigen values, show loadings
psycho.demo

Create demo data for psychometrics
cluster.cor

Find correlations of composite variables from a larger matrix
factor.residuals

R* = R- F F'
circ.simulation

Simulations of circumplex and simple structure
polychor.matrix

Actually, what does this do? Convert a matrix of phi coefficients to a matrix of polycoric correlations
irt.item.diff.rasch

Simple function to estimate item difficulties using IRT concepts
matrix.addition

A function to add two vectors or matrices
phi

Find the phi coefficient of correlation between two dichotomous variables
mat.regress

Multiple Regression from matrix input
make.hierarchical

Create a population or sample correlation matrix with hierachical structure.
paired.r

Test the difference between paired correlations
count.pairwise

Count number of pairwise cases for a data set with missing (NA) data.
circ.tests

Apply four tests of circumplex versus simple structure
pairs.panels

SPLOM, histograms and correlations for a data matrix
factor.fit

How well does the factor model fit a correlation matrix. Part of the VSS package
geometric.mean

Find the geometric mean of a vector or columns of a data.frame.
score.items

Score item composite scales and find Cronbach's alpha as well as associated statistics
omega

Calculate the omega estimate of factor saturation
read.clipboard

shortcut for reading from the clipboard