Closure properties of some partial orderings under mixing

We investigate under which conditions a partial ordering between distributions is preserved when these are used as mixing distributions with the same kernel distribution. We find that the (nth order) stop-loss ordering is closed in this sense under mixing of a scale parameter, and that the (nth order) failure rate ordering is closed under scale mixing when the kernel density is totally positive of order 2 in the observation and the scale parameter.