We consider the Cauchy problem for the nonlinear Schrödinger equation with derivative nonlinearity (i∂t + ∆)u = ±∂(u m) on R d , d ≥ 1, with random initial data, where ∂ is a first order derivative with respect to the spatial variable, for example a linear combination of ∂ ∂x 1 ,. .. , ∂ ∂x d or |∇| = F −1 [|ξ|F ]. We prove that almost sure local in time well-posedness, small data global in time well-posedness and scattering hold in H s (R d) with s > max d−1 d sc, sc 2 , sc − d 2(d+1) for d + m ≥ 5, where s is below the scaling critical regularity sc := d 2 − 1 m−1 .