Selective reductions of fatty materials occur using a catalyst consisting of essentially of zerovalent nickel dispersed on a support which shows strong metal, support interaction. A particularly desirable catalyst is one where the nickel is dispersed on titania which is subsequently activated in hydrogen at a temperature above about 325.degree. C. The catalyst is sufficiently selective so as to permit continuous reduction of fatty material using a fixed bed of catalyst.