I'm using xtmixed (using the item as the dependent variable and the
subject as the group variablle) and the postestimation estat icc to
calculate ICCs for a test-retest reliability study of several
Likert-type items. For only one item, the LR test (vs linear regression)
had a chibar2 value of 0, p = 1, and the icc failed to calculate with
error r(498) and the error message "Maximum number of iterations
exceeded" (the xtmixed model itself took 3 iterations to converge). As I
looked through the data, the responses changed between time1 and time2
for many of these subjects (it's probably unreliable), only in this one
item, and I'm not sure what a valid next approach would be to estimate
this, or how to interpret this result/error.