This document reviews research on the effect of nanoparticle loading on the mechanical properties of silica-epoxy nanocomposites. It discusses how nanoparticle weight fraction and volume fraction can improve properties by creating a uniform and continuous interface between the nanoparticles and epoxy matrix. The document summarizes several models that describe how mechanical properties such as Young's modulus, tensile/compressive strength, and fracture toughness change with increasing nanoparticle loading. It concludes by deriving some empirical formulas for these properties as functions of nanoparticle weight or volume fraction.