Aiming to extract cosmological information from linear scales of the WISE×SuperCOSMOS photometric redshift catalog, we perform a characterization of the systematic effects associated with stellar content, evidencing the presence of contamination and obscuration. We create an integrated model for these effects (which together we call "usurper contamination"), devise a method to remove both of them simultaneously and show its functionality by applying it to a set of mock catalogs. When administered to WISE×SuperCOSMOS data, our method shows to improve the measurements of angular power spectra on scales 15 and the extraction of cosmological parameters therefrom, even though a significant excess of power remains at these scales. When ignoring scales < 15, we still find strong indications of systematics, albeit these can be localized in the southern equatorial hemisphere. An independent analysis of the northern hemisphere at ≥ 15 agrees with the ΛCDM model with parameters from the Planck satellite and gives Ω c = 0.254 ± 0.020 and Ω b < 0.065 at 95% confidence limit when combined with priors on H 0 , A s and n s . lensing of the cosmic microwave background (CMB) -which serves as a consistency check for our cosmological model, besides helping improve constraints on halo bias and on the amplitude of matter perturbationspeaks at large angular scales [25]. This is also the case for the integrated Sachs-Wolfe effect [26], probed by the cross-correlation of CMB temperature maps with galaxy distribution, whose signal comes from the evolution of gravitational potential along the CMB photon path. Another topic that requires almost full-sky galaxy surveys is the measurement of our own peculiar velocity with respect to all other galaxies [27][28][29]. Large galaxy surveys can also help us improve our understanding of galaxy bias, that could be enhanced at the largest scales if we assume that galaxies form at density peaks (see e.g. [30]).This type of studies are among the main aims of the largest forthcoming surveys. The Large Synoptic Survey Telescope 1 (LSST) [31] will cover 18, 000 deg 2 up to redshifts z 3, while the Euclid space telescope 2 will observe 15,000 deg 2 and detect galaxies up to z 2 [32]. The huge volume probed by these surveys will lead to such a high number of observed galaxies and quasars that spectroscopic measurements will be performed only for a small fraction of them, while for most sources we will have to rely on photometric redshifts (photo-zs hereafter) and photometric classification. These techniques are, however, plagued with high contamination levels, large systematic effects and uncertainties, which must be controlled and understood in order to fully mine the relevant datasets.An existing testbed for such surveys is the WISE×SuperCOSMOS catalog [33] (WSC hereafter), a fullsky photometric galaxy dataset reaching z 0.4. Our goal in this paper is to estimate cosmological parameters from this sample under the standard cosmological model ΛCDM. In this process, we characterize the systematic effects ass...