While I agree we should leave the correct answer to simulation, analytical approximations are often surprisingly close and have the benefit of being intuition-building.
You learn a lot more from generating an analytical solution than a simulation, so it's usually worth at least taking a stab at it analytically before jumping to monte carlo methods.