@eldee, thank you. I was slowly coming to the same conclusion. Although I have submitted a question about the Number iteration steps and optimization routine to further my own understanding, I expect you are correct; that the sparse representation across my fixed effect factors across my nested random effect probably resulted in convergence problems.
Better data cleaning would likely have prevented that.
Your insight is much appreciated.