Benchmarking and validation
During development, SimuPlan's projection, tax, randomized Monte Carlo, and
historical simulation engines were benchmark-tested against other respected planning
tools under comparable assumptions. The goal was to keep results within a tight
tolerance where assumptions overlap, investigate differences, and harden the model.
- Compared against respected planning tools where assumptions could be aligned
- Checked deterministic projections, taxes, Monte Carlo outputs, and historical simulation behavior
- Investigated differences caused by taxes, inflation, withdrawal order, rounding, and tool-specific assumptions
- Focused on consistency, transparency, and explainability rather than false precision
Different tools can still produce different results because they may use different assumptions, tax simplifications, return models, withdrawal ordering, or rounding rules.