We make a quantitative comparison between spectral vs filter measureme
nt and analysis techniques for extraction of solar vector magnetic fie
lds from polarimetric data using as a basis the accurately calibrated,
high angular resolution Stokes profile data from the Advanced Stokes
Polarimeter. It is shown that filter-based measurements deliver qualit
ative images of the field alignment for sunspots that are visually sim
ilar to images derived from the more detailed analysis of the Stokes p
rofiles. However, quantitative comparison with least-squares fits to t
he full Stokes profiles show that both the strength of the field predi
cted by the filter-based analysis and its orientation contain substant
ial errors. These errors are largest for plage regions outside of suns
pots, where the field strengths are inferred to be only a fraction of
their true values, and errors in the orientation of 40-50 degrees are
common. Within sunspots, errors of 20 degrees are commonplace. The gre
atest source of these errors is the inability of the filter-based meas
urements to account for the small fill fraction of magnetic fields or,
equivalently, scattered light in the instrument, which reduce the deg
ree of polarization. The uncertainties of the full profile fitting met
hods are also discussed, along with the errors introduced by coarser w
avelength sampling of the observed Stokes profiles. The least-squares
fitting procedure operates best when the profiles are sampled at least
as frequently as one Doppler width of the line.