The present invention relates to a process for preparing 1-olefins from 2-hydroxyalkanes by catalytic elimination of water under nonisomerizing conditions and to a catalyst which is particularly well-suited for this process and formally comprises yttrium oxide (Y.sub.2O.sub.3), zirconium dioxide (ZrO.sub.2) and an alkali metal oxide and/or alkaline earth metal oxide.