The geometry of Hilbert schemes is intimately tied to algebra and combinatorics. In his proof of the Macdonald Positivity Conjecture, Haiman showed through a derived equivalence that the equivariant K-theory of Hilbert schemes of points in the plane is described by the ring of symmetric functions with two parameters. In particular, the fixed point classes correspond to modified Macdonald polynomials. Later, relating to the proof of the Shuffle Conjecture by Carlsson-Mellit, Carlsson-Gorsky-Mellit described the equivariant K-theory of parabolic flag Hilbert schemes using algebraic methods. I will discuss recent work in collaboration with Dan Orr where we describe the fixed point classes of the equivariant K-theory of parabolic flag Hilbert schemes in terms of partially-symmetric modified Macdonald polynomials.