Daniel Malter
2009-Aug-21 22:15 UTC
[R] intra-class correlation? coherence among multiple ordinal responses
I have a quick statistical question and hoped somebody has a tip for me without me having to go to the local statistician on Monday. I assess 4 statements from 90 subjects. Each of the 4 statements receives one of three responses (say -1, 0, or 1). I can use Cramer's V or Spearman correlations to assess the correlation between each pair of statements, but I am looking for a measure of coherence across/among all 4 statements. To me, this seems to be intraclass correlation. So I was wondering whether I can apply it here (specifically, ICC(2,1) or ICC(3,1)) or whether I should use an alternative procedure given that my responses are ordinal. I am grateful for your tips, Daniel ----------------------------------------------- "Who has visions should see a doctor," Helmut Schmidt, German Chancellor (1974-1982).
William Revelle
2009-Aug-22 15:22 UTC
[R] intra-class correlation? coherence among multiple ordinal responses
At 6:15 PM -0400 8/21/09, Daniel Malter wrote:>I have a quick statistical question and hoped somebody has a tip for me >without me having to go to the local statistician on Monday. > >I assess 4 statements from 90 subjects. Each of the 4 statements receives >one of three responses (say -1, 0, or 1). I can use Cramer's V or Spearman >correlations to assess the correlation between each pair of statements, but >I am looking for a measure of coherence across/among all 4 statements. To >me, this seems to be intraclass correlation. So I was wondering whether I >can apply it here (specifically, ICC(2,1) or ICC(3,1)) or whether I should >use an alternative procedure given that my responses are ordinal. >Daniel, The intraclass correlation is used if raters are all of the same ``class". That is, there is no logical way of distinguishing them. Examples include correlations between pairs of twins, correlations between raters. If the variables are logically distinguishable (e.g., different items on a test), then the more typical coefficient is based upon the inter-class correlation (e.g., a Pearson r) and a statistic such as alpha or omega might be used. The differences between the 3 types of ICCs are the type of generalization you want to make. Note that ICC3n is the same as coefficient alpha. ICC, alpha, and omega are all part of the psych package. Bill -- William Revelle http://personality-project.org/revelle.html Professor http://personality-project.org/personality.html Department of Psychology http://www.wcas.northwestern.edu/psych/ Northwestern University http://www.northwestern.edu/ Use R for psychology http://personality-project.org/r It is 5 minutes to midnight http://www.thebulletin.org
Maybe Matching Threads
- Help With Fleiss Kappa
- Response to query re: calculating intraclass correlations
- Interrater and intrarater variability (intraclass correlationcoefficients)
- Interrater and intrarater variability (intraclass correlation coefficients)
- How to extract ICC value from irr package?