A full f gyrokinetic particle-in-cell simulation including Coulomb collisions is shown to reproduce the results from analytic estimates for parallel plasma conductivity in the collisional parameter regime, with reasonably good agreement, when varying the temperature and impurity content of the plasma. Differences between the models are discussed.