I helped implement production and labor planning software on top of FICO xpress some years ago. The paradigm of LP/ILP was all new to me though I was very much into math. Our software was solving hierarchical/nested optimization problems involving millions of variables and constraints every 15 minutes. It felt like magic that this was possible. I would really encourage anyone that has never worked with these tools before to explore them as it can open a palette of tools and ideas you may not have thought of before. A great free way to get into this is to read the examples and use PuLP for Python.