I would recommend doing the expensive coefficient calculations in parallel before calling JuMP’s macros. JuMP’s macros are not the bottleneck and have no need to run in parallel, so I don’t intend to consider the extra complexity of introducing (I assume) synchronization primitives into JuMP to allow them to do so.