A note about how many Monte-Carlo samples are required to accurately perform integrals over parameters at the bottom of the hierarchy in hierarchical models (e.g. parameter estimates for each observation in an analysis of a gravitational wave catalog). An open source scientific article created using the showyourwork workflow.