Score multiple choice items and provide basic test statistics
Ability tests are typically multiple choice with one right answer. score.multiple.choice takes a scoring key and a data matrix (or data.frame) and finds total or average number right for each participant. Basic test statistics (alpha, average r, item means, item-whole correlations) are also reported.
score.multiple.choice(key, data, score = TRUE, totals = FALSE, ilabels = NULL, missing = TRUE, impute = "median", digits = 2,short=TRUE,skew=FALSE)
key |
A vector of the correct item alternatives |
data |
a matrix or data frame of items to be scored. |
score |
score=FALSE, just convert to right (1) or wrong (0). |
totals |
total=FALSE: find the average number correct |
ilabels |
item labels |
missing |
missing=TRUE: missing values are replaced with means or medians |
impute |
impute="median", replace missing items with the median score
|
digits |
How many digits of output |
short |
short=TRUE, just report the item statistics, |
skew |
Should the skews and kurtosi of the raw data be reported? Defaults to FALSE because what is the meaning of skew for a multiple choice item? |
Basically combines score.items
with a conversion from multiple choice to right/wrong.
The item-whole correlation is inflated because of item overlap.
The example data set is taken from the Synthetic Aperture Personality Assessment personality and ability test at https://www.sapa-project.org/.
scores |
Subject scores on one scale |
missing |
Number of missing items for each subject |
item.stats |
scoring key, response frequencies, item whole correlations, n subjects scored, mean, sd, skew, kurtosis and se for each item |
alpha |
Cronbach's coefficient alpha |
av.r |
Average interitem correlation |
William Revelle
data(psychTools::iqitems) iq.keys <- c(4,4,4, 6,6,3,4,4, 5,2,2,4, 3,2,6,7) score.multiple.choice(iq.keys,psychTools::iqitems) #just convert the items to true or false iq.tf <- score.multiple.choice(iq.keys,psychTools::iqitems,score=FALSE) describe(iq.tf) #compare to previous results
Please choose more modern alternatives, such as Google Chrome or Mozilla Firefox.