cattell {psych} | R Documentation |
12 cognitive variables from Cattell (1963)
Description
Rindskopf and Rose (1988) use this data set to demonstrate confirmatory second order factor models. It is a nice example data set to explore hierarchical structure and alternative factor solutions. It contains measures of fluid and crystallized intelligence.
Usage
data("cattell")
Format
A correlation matrix of the following 12 variables from 277 7th and 8th graders
- Verbal
A verbal ability test from Thurstone
- Verbal2
A verbal ability test from Thurstone
- Space1
A Spatial ability test from Thurstone
- Space2
A Spatial ability test from Thurstone
- Reason1
A reasoning test from Thurstone
- Reason2
A reasoning test from Thurstone
- Number1
A Numerical ability test from Thurstone
- Number2
A Numerical ability test from Thurstone
- IPATSer
A "culture fair" series from the IPAT
- IPATCLAS
A "culture fair" classification test from the IPAT
- IPATMatr
A "culture fair" matrix reasoning test from the IPAT
- IPATTop
A "culture fair" topology test from the IPAT
Details
Cattell (1963) reported on 8 cognitive variables from Thurstone and four from the Institute for Personality Assessment Test (IPAT). Rindskopf and Rose (1988) use this data set as an example of second order factor analysis. It is thus a nice set for examining alternative solutions such as bifactor rotation, omega
hierarchical, as well as esem
and interbattery
factor analysis.
Source
David Rindskopf and Tedd Rose, (1988) Some Theory and Applications of Confirmatory Second- Order Factor Analysis, Multivariate Behavioral Research, 23, 51-67.
References
Cattell, R. B. (1963).Theory of fluid and crystallized intelligence: A critical experiment. Journal of Educational Psychology, 54, 1-22.
David Rindskopf and Tedd Rose, (1988) Some Theory and Applications of Confirmatory Second- Order Factor Analysis, Multivariate Behavioral Research, 23, 51-67.
Examples
data(cattell)
corPlot(cattell,numbers=TRUE,upper=FALSE,diag=FALSE,
main="12 cognitive variables from Cattell (1963)",xlas=2)