I think of a few reasons you might be experiencing trouble at higher tiers.
#1) Low rolls by the party, high rolls by the GM.
#2) Bad party composition. A chain is after all only as strong as its weakest link.
#3) The party may not be as properly geared.
#4) The party may just simply be under-leveled for the encounters in a higher tier within a scenario.