A considerable fraction of the massive quiescent galaxies at z \approx 2 , which are known to be much more compact than galaxies of comparable mass today , appear to have a disk . How well can we measure the bulge and disk properties of these systems ? We simulate two-component model galaxies in order to systematically quantify the effects of non-homology in structures and the methods employed . We employ empirical scaling relations to produce realistic-looking local galaxies with a uniform and wide range of bulge-to-total ratios ( B / T ) , and then rescale them to mimic the signal-to-noise ratios and sizes of observed galaxies at z \approx 2 . This provides the most complete set of simulations to date for which we can examine the robustness of two-component decomposition of compact disk galaxies at different B / T . We confirm that the size of these massive , compact galaxies can be measured robustly using a single Sérsic fit . We can measure B / T accurately without imposing any constraints on the light profile shape of the bulge , but , due to the small angular sizes of bulges at high redshift , their detailed properties can only be recovered for galaxies with B / T \mathrel { \hbox { \hbox to 0.0 pt { \hbox { \lower 4.0 pt \hbox { $ \sim$ } } } \hbox { $ > $ } } } 0.2 . The disk component , by contrast , can be measured with little difficulty .