Ease of use, reliability, run time and battery availability are the most important considerations.
Agree, plus another for me: multi-level brightness. Many tasks when backpacking/camping are close-up — cooking, reading, map-reading, fiddling with equipment — where softer light might be desirable (bringing with it the added advantage of extending battery life).
Dan