A worked example, from a frozen test household rather than a made-up one. Single, born 1965, age 61 in 2026, planning to stop in 2 years, with a sooner date of this year and a later date 3 years out. Savings: $180,000 taxable (mostly growth), $520,000 tax-deferred, $60,000 Roth. Still saving $1,500 a month, mostly pre-tax. Balanced style, 60% equity and 40% bonds, rebalanced yearly. Social Security $2,600 a month at full retirement age 67, claimed at 67. Spending target $68,000 a year, plus $16,000 a year for health coverage before Medicare. Modelled with a 5.0% real equity return, 2.0% real bond return, 2.5% mean inflation, a 0.40% annual fee, and federal tax only.
Across the 954 futures that reached all three dates, stopping this year paid for the spending in 31% of them, the planned date in 59%, and one more year in 71%. So one more year moved the shared odds about 11 points above the planned date, and stopping this year moved them about 28 points below it. On its own denominator, one more year came out at 71% and was labelled Mostly held, with about $368,000 left in the middle future. The planned date came out at 60% and was labelled Often short, with about $163,000 left in the middle future — a real balance in the middle, and still four futures in ten that came up short. Pressure showed up around age 71 for stopping this year, 76 for the planned date, and 78 for one more year.
Source: the single_tight fixture, engine 0.6.0 / schema m6.0, NumPy 2.4.6, Python 3.13.3, seed 20260812, 1,000 trials over 38 years. Every figure above comes from that one frozen run. It is an educational estimate for one specific set of assumptions, not a result for any real household, and not a forecast.
Educational estimates only. Not financial advice. Results are not guarantees, and they are not financial, investment, tax, accounting, or legal advice. This scenario simplifies real uncertainty, and it discloses each simplification rather than hiding it. Market returns and inflation are drawn from a simple statistical model. Lifespans come from SSA period life tables. Taxes are federal only. Your Social Security benefit is held constant across all three dates, even though working more or fewer years would move it a little. Assumptions, verdict bands, and stop-date limits may change. How calculations work.