The image below shows that a regular octahedron can be scaled by a factor of $2$ (resulting in a $2^3$ factor in volume) and decomposed as six octahedra and eight tetrahedra.
If $V_o$ and $V_t$ respectively represent the volumes of a regular octahedron and a regular tetrahedron with the same edge lengths, then $$ 2^3V_o = 6V_o + 8V_t, $$ and solving for $V_o$ yields $V_o = 4V_t$.
Image from Wikipedia
Is there a conceptual reason why the volume of an octahedron is $4$ times the volume of a tetrahedron that doesn't rely on a decomposition like this? For example, is there a way that you can chop up four tetrahedra to fit them into an octahedron?
Equally useful, is there some nice way to see that a square-based pyramid has twice the volume of a tetrahedron? Perhaps integrating as slices of equilateral triangles vs slices of squares?
A higher dimensional analog.
A "nice to have" quality of the answer would be if it generalizes to the higher dimensional case. If $V_o^{(n)}$ and $V_t^{(n)}$ denote the (hyper)volumes of the $n$-dimensional cross-polytope and $n$-dimensional simplex respectively, then
$$ V_o^{(n)} = \frac{\sqrt{2^n}}{n!} \text{ and } V_t^{(n)} = \frac{\sqrt{n+1}}{n!\sqrt{2^n}} \text { with ratio } \frac{V_o^{(n)}}{V_t^{(n)}} = \frac{2^n}{\sqrt{n+1}}. $$
Is there a conceptual reason why this relationship is "nice"?




Join the vertices of the unit-sided octahedron with its centre. That will divide it into eight regular pyramids, having the faces of the octahedron as bases and three lateral edges with length $1/\sqrt2$.
Pythagora's theorem gives then a height of $1/\sqrt6$ for these eight pyramids, whereas the height of a regular unit-sided tetrahedron is $2/\sqrt6$. The volume of the tetrahedron is then double that of each regular pyramid in the octahedron, which explains why the volume of the octahedron is four times the volume of the tetrahedron.