Lithium dendrite growth in Li-ion batteries is one of the most dangerous phenomena because it can cause inner short circuits and thermal runaways. However, the nucleation and growth of the dendrites are difficult to predict because of their complex behaviors, which depend on several factors such as the charging conditions and electrode-design parameters. In this study, a comprehensive mathematical model has been developed for Li-deposition on Li-ion battery electrodes. The model is based on the Single Particle model (to evaluate the Li-ion concentration fields) combined with dendrite-growth models based on the electrochemical and crystal growth theory. The effect of the SEI thickness distribution, the charging C-rate and cut-off voltage on the growth of dendrite tips have been statistically evaluated, and the risk of short circuit is discussed. The study focuses on the effects of the SEI-thickness distribution on the timing of the SEI breaking and density of the dendrite formation.