Skip to main content
Quantitative modeling and simulationsPrompt 055

Model sequence-of-returns risk

Explains why average returns can mislead retirees.

Ready to ask

Prompt text

Ask Silvia
“Compare two portfolios with the same average return but different return sequences during the first ten years of retirement. Show how early losses affect depletion risk and which spending or allocation guardrails help most.”

Context Silvia can use

Retirement assets, spending and modeled return paths.

What a strong answer includes

Path comparison and guardrail results.

Useful follow-ups

  • Add a 25% first-year decline.
  • Test a two-year cash reserve.

Ask Silvia about your actual financial life

Connect the relevant accounts, add the goal or constraint that matters, and ask Silvia to show the evidence and assumptions behind the answer.

Ask Silvia
View all 150+