In rough-wall boundary layers, wall-parallel non-homogeneous mean-flow solutions exist that lead to so-called dispersive velocity components and dispersive stresses. They play a significant role in the mean-flow momentum balance near the wall, but typically disappear in the outer layer. A theoretical framework is presented to study the decay of dispersive motions in the outer layer. To this end, the problem is formulated in Fourier space, and a set of governing ordinary differential equations per mode in wavenumber space is derived by linearizing the Reynolds-averaged Navier-Stokes equations around a constant background velocity. With further simplifications, analytically tractable solutions are found consisting of linear combinations of exp(−kz) and exp(−Kz), with z the wall distance, k the magnitude of the horizontal wavevector k, and where K(k, Re) is a function of k and the Reynolds number Re. Moreover, for k → ∞ or k1 → 0, K → k is found, in which case solutions consist of a linear combination of exp(−kz) and z exp(−kz), and are Reynolds number independent. These analytical relations are verified in the limit of k1 = 0 using the rough boundary layer experiments by Vanderwel and Ganapathisubramani (J. Fluid Mech. 774, R2, 2015) and are in good agreement for ℓ k /δ ≤ 0.5, with δ the boundary-layer thickness and ℓ k = 2π/k.