Stress Test

Monte Carlo and scenario analysis

5,000 trials of the student-t (fat tails) model, run in the browser. Returns are serially correlated, inflation is stochastic, spending can flex on guardrails, longevity varies by trial, and a long-term care shock can strike late in life.

Success rate
99.8%
0.0% met 0% of spending
Median ending value
$9.26M
Mean $11.1M
5th percentile (CVaR)
$3.40M
Worst-5% average $2.34M
Median max drawdown
27.9%
Median depletion year 10

Engine settings

Spending guardrails
Cut spending 10% after a bad stretch, raise it after a good one.
Stochastic longevity
Horizon varies around age 92.
Long-term care shock
$110K/yr for 3 years at 35% probability.

Portfolio outcome fan

Percentile bands across all trials. The shaded core is the 25th–75th percentile; the outer band spans the 5th to 95th.

Distribution of ending values

Fat-tailed models widen both ends: more ruin paths and more very large outcomes.

Probability of depletion by year

Cumulative share of trials that have run out of portfolio assets.

Sample trial paths

A random subset of individual trials, showing how sequence of returns — not just average return — decides the outcome.

Deterministic return-sequence scenarios

Historical and hypothetical sequences applied to the same starting portfolio and spending plan.

ScenarioDescriptionFirst 3 yearsInflationEnding valueDepletes
Base CaseExpected return every year with baseline inflation.5.1% · 5.1% · 5.1%2.5%$17,025,359Survives
Early Bear MarketTwo-year drawdown immediately at retirement — classic sequence risk.-20.0% · -10.0% · 0.0%2.5%$8,969,441Survives
1973–74 RepeatDeep back-to-back losses paired with high inflation.-17.4% · -29.4% · 31.0%5.5%$7,062,912Survives
2008 ShockA single -37% year followed by a sharp recovery.-37.0% · 26.4% · 15.0%2.5%$12,430,869Survives
Lost DecadeTen years of near-zero real returns, then normal returns.2.0% · 2.0% · 2.0%2.5%$8,615,123Survives
Inflation ShockNormal returns but persistent 4.5% inflation on spending.5.1% · 5.1% · 5.1%4.5%$15,450,732Survives
StagflationWeak returns and high inflation at the same time.-8.0% · -5.0% · 1.0%5.0%$3,844,868Survives
The engine starts from $4.85M of investable assets and $37K of first-year portfolio withdrawals, net of $0 in Social Security and pension income — consistent with the Fill 22% Bracket projection. Simulations model market and longevity risk only; they do not re-run the full tax engine inside each trial.