According to one embodiment, a method for selecting drilling components is disclosed. The method may include determining properties of drilling components. The drilling components may include a bottom hole assembly (BHA) and drilling fluid. The properties of drilling components may include BHA properties and drilling fluid properties. The method may also include determining a total organic carbon content in a rock formation unit using a computer. The method may further include determining a pyrite content in the rock formation unit using the computer. The method may still further include determining whether the BHA and the drilling fluid are incompatible for use in the rock formation, based upon the BHA properties, drilling fluid properties, the total organic carbon content, and the pyrite content.