Recent measurements of the magnetoresistance (MR) of amorphous superconducting thin films in tilted magnetic fields have displayed several surprising experimental details, in particular a strong dependence of the MR on field angle at low magnetic fields, which diminishes and then changes sign at large fields. Using a generalized site-bond percolation model, that takes into account both the orbital and Zeeman effects of the magnetic field, we show that the resulting MR curves reproduce the main experimental features. Such measurements, accompanied by the corresponding theory, may be crucial in pinpointing the correct theory of the superconductor-insulator transition and of the MR peak in thin disordered films. [7]. Over the years, several paradigms for the transition have been put forward, which can be broadly grouped into a pure bosonic paradigm, so called the "dirty boson" model [8][9][10], and variants of the percolation model [11][12][13][14][15][16][17]. A further insight into the nature of the transition was made possible due to magneto-resistance (MR) measurements in the normal phase [18,19], where giant resistance peak has been observed beyond the SIT, followed by a dramatic drop as the field is further increased. This dramatic observation has been explained by a phenomenological percolation approach [15], which emphasized the competition between the SC and the fermionic degrees of freedom, due to the persistence of SC islands (SCIs) into the insulating phase. An alternative explanation, based on the boson-only picture was put forward in Ref. [10], where the role of the fermionic degrees of freedom was played by vortices.While experiments indeed indicated the formation of SC puddles [11,[20][21][22][23] and of critical (classical or quantum) percolation behavior [2,[24][25][26][27][28], it is clear that more experimental data are needed to establish the nature of the transition and of the insulating phase. In recent years, detailed examinations of the MR dependence on the direction of the field were performed [29,30] (see Fig. 1(a) and (b)). The main observations are (1) highly anisotropic MR in the low field regime, reflected by high dependence of MR amplitude, SIT critical field B c and MR peak field B max on the field direction. (2) Lower peak resistance was measured for shallower angles. (3) The magnitude of the anisotropy decreases with the strength of the field, up to a point beyond the peak, where the MR curves seem to converge to isotropic MR, that is, angle independent resistance at a certain magnetic field intensity B iso . (4) In samples that are SC at zero field the anisotropy is reversed at higher fields, i.e., higher resistance for shallower angles [29], while samples that are insulating at zero field depict nearly isotropic behavior for all B > B iso [30].These new results are yet to be accounted for in any of the theoretical pictures for the SIT, and thus are a key observation to discern the correct theory. In this letter we demonstrate that a phenomenological model within the framework o...