What is the recognition complexity of k-uniform k-partite hypergraphs?
The problem is NP-hard for $k=3$ already.

Indeed, testing if a graph is tripartite (i.e., there exists a partition $V_1 \sqcup V_2 \sqcup V_3$ of its vertex set $V$ such that each edge is between two different subsets) is cleary NP-hard, as it is exactly equivalent to $3$-coloring.

Now, I reduce the problem of the question to that problem. Given a graph $G$, construct the 3-uniform hypergraph $H$ by adding to each edge $e = \{v_1, v_2\}$ a fresh vertex $v_e$. I claim that $H$ is tripartite iff $G$ is. Indeed, a tripartition of $H$ clearly gives a tripartition of $G$. Conversely, given a tripartition of $G$, we can construct a tripartition of $H$ by assigning each fresh vertex $v_e$ to the one available class of the partition. The reduction is obviously PTIME.