The stretch factor of a pseudo-Anosov homeomorphism equals its homological stretch factor if and only if the associated stable foliation is transversally orientable. In this talk, we will explore the relation between stretch factor and homological stretch factor of automorphisms of free groups along the same lines as for pseudo-Anosov homeomorphism. This is joint work with Spencer Dowdall and Sam Taylor.