CHEM97Na: An incomplete two-level dataset which consists of A/AS-level...

In micemd: Multiple Imputation by Chained Equations with Multilevel Data

An incomplete two-level dataset which consists of A/AS-level examination data from England

Description

This dataset is an extract of the CHEM97 dataset (Fielding, A. et al, 2003) dealing with point scores of 31,022 pupils grouped in 2,280 schools. CHEM97Na reports point score for Schools with more than 70 pupils only, i.e. 1681 pupils grouped in 18 schools. Systematically missing values and sporadically missing values have been added according to a missing completely at random (MCAR) mechanism (Little R.J.A. and Rubin D.B., 2002). Systematically missing values are values that are missing for all pupils of a same school, while sporadically missing values are values which are missing for an individual only (Resche-Rigon, et al 2013).

Usage

data("CHEM97Na")

Format

A data frame with 1681 observations on the following 5 variables.

School

a numeric indexing the School

Sex

a factor with levels M F

Age

a numeric indicating the age in months

GSCE

a numeric vector indicating the point score at the General Certificate of Secondary Education

Score

a numeric vector indicating the point score on A-level Chemistry in 1997

Details

For more details, see Fielding, A. et al (2003).

Source

Fielding, A., Yang, M., and Goldstein, H.(2003). Multilevel ordinal models for examination grades. Statistical Modelling, 3 (2): 127-153.

Available at http://www.bristol.ac.uk/cmm/learning/mmsoftware/data-rev.html#chem97

References

Fielding, A., Yang, M., and Goldstein, H. (2003). Multilevel ordinal models for examination grades. Statistical Modelling, 3 (2): 127-153. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1191/1471082X03st052oa")}

Resche-Rigon, M., White, I. R., Bartlett, J., Peters, S., Thompson, S., and on behalf of the PROG-IMT Study Group (2013). Multiple imputation for handling systematically missing confounders in meta-analysis of individual participant data. Statistics in Medicine, 32(28):4890-4905. \Sexpr[results=rd]{tools:::Rd_expr_doi("10.1002/sim.5894")}

Little R.J.A., Rubin D.B. (2002) Statistical Analysis with Missing Data. Wiley series in probability and statistics, New-York

See Also

matrixplot

Examples

data(CHEM97Na)

#summary
summary(CHEM97Na)

#summary per School
by(CHEM97Na,CHEM97Na$School,summary)

micemd documentation built on Nov. 17, 2023, 5:07 p.m.