First of all what do I even mean when I say ‘the method of exploitation of the fact that only mass distribution is what matters with respect to the principal axis(I will be referring this method as exploitation method for the post)’. let me illustrate this by describing the method and then afterwards by an example.
The Reason why Exploitation method works
I believe that the exploitation method is a very powerful method. Through this method moment of inertia can be calculated for the objects in reference to objects that have same mass distribution as them. Let me prove this method by stating a few points:-
Moment of inertia calculation of a continuous object is simply the addition of the particles making it up at various distances from the principal axis.
The only way to change $\mathrm{I}$ of these particles is by changing either the mass or the distance from the principal axis. It must mean that in the given below figure all have same moment of inertia. (source)
Now consider a system of particles in 2 cases and note that in both the cases, moment of inertia will also be same.(source:MSPaint)
The case of a hollow cone
Here Consider a cone of height $\mathrm{H}$ and radius $\mathrm{R}$ now to find the moment of inertia of this hollow cone. Now to calculate the moment of inertia of this one may use integration by taking a ring of mass $\mathrm{dm}$ but I know of the above technique that if this cone is put under a hydraulic press then finally we would be getting a disc of same mass and radius. This may be more imaginable if we consider many elementary rings making up the cone. But the mass distribution would be same thus the moment of inertia of both objects will be equal as shown below:-
The Question Is about a sphere
It can be seen that this method won’t work here as imagining the similar approach. We can divide the sphere into two hemispheres and consider similar approach as above as in putting under a hydraulic press. Through that, we would be getting a disc but we know that, $$\mathrm{I_{disc} \neq I_{Hemisphere}}$$
Therefore, my question is as follows;
Why does this method not work for hemisphere? And for what general cases is this method not valid?