Suppose $V$ is a nonzero finite dimensional vector space over $F = R$. If $T: V \rightarrow V$ is linear, and $B = \{v_1, ..., v_n\}$ is an ordered eigenbasis of $V$ with respect to $T$, show that there exists some inner product on $V$ where $T$ is self-adjoint.
My attempt:
By the orthogonality theorem, given $B = \{v_1, ..., v_n\}$, there is an orthonormal basis $\{u_1, ..., u_n\}$ of $V$.
By the spectral theorem, $V$ has an orthonormal basis with respect to $T$ if and only if $T$ is self-adjoint.
So, $[T]_B = [T*]_B \implies T = T*$.
From here, I'm not sure how to proceed. I can't think of how to prove that there is an inner product where $T$ is self-adjoint. Any tips or assistance is much appreciated!
There is a unique inner product $\langle -,-\rangle$ on $V$ satisfying $$ \langle v_i, v_j \rangle = \delta_{ij} = \begin{cases} 1 & \text{if $i=j$},\\ 0 & \text{otherwise.} \end{cases} $$ With respect to this inner product, your basis $B$ is an orthonormal basis.
Since $B$ is also an eigenbasis of $T$, the spectral theorem yields that $T$ is self-adjoint with respect to $\langle - , -\rangle$.
Note that the basis $B=\{v_1,\dots,v_n\}$ of $V$ yields an isomorphism of vector spaces $\Phi\colon V\to \mathbb R^n$ such that $\Phi(v_i)=e_i$ is the $i$-th standard basis vector of $\mathbb R^n$ for all $i$. The inner product given above is now obtained by transferring the standard dot product from $\mathbb R^n$ along this isomorphism: $$ \langle v, v' \rangle := \Phi(v)\cdot\Phi(v'). $$ We have $$ \langle v_i, v_j\rangle = \Phi(v_i)\cdot\Phi(v_j) = e_i \cdot e_j = \delta_{ij} $$ so this does indeed give the desired product.
Since the dot product is an inner product on $\mathbb R^n$, this product is an inner product on $V$, rendering $\Phi$ an isometry.