Many modified Kozeny-Carman (KC) equations have been used to predict the saturated permeability coefficient (K s ) of porous media in various fields. It is widely accepted that the KC equation applies to sand but does not apply to clay. Little information is available to clarify this point. The effectiveness of the KC equation will be evaluated via laboratory penetration tests and previously published data, which include void ratio, specific surface area (SSA), liquid limit (LL), and permeability coefficient values. This paper demonstrates how to estimate the SSA of cohesive soil from its LL. Several estimation algorithms for determining the effective void ratio (e e ) of cohesive soil are reviewed. The obtained results show that, compared to the KC equation based on porosity and geometric mean particle size (D g ), the KC equation based on the SSA and the e e estimation algorithm can best predict the K s of remolded loess. Finally, issues associated with the predictive power of the KC equation are discussed. Differences between measured and the predicted K s values may be caused by the uniformity of the reconstructed specimen or insufficient control of the test process and errors in the SSA and e e .