Monte Carlo Retirement Calculator
Instead of assuming 7% every year, this calculator simulates 1,000 different futures with randomized returns and inflation. See how your plan holds up across boom years, crashes, and everything in between.
Your Numbers
Current Account Balances
Total: $500,000
Annual Contributions
Total: $50,000/year
Guardrail Parameters
Borrow against brokerage instead of selling. Avoids capital gains tax.
Standard deviation of annual returns
Your PIA at full retirement age (67)
Success Rate
92%
of 1,000 simulations lasted through age 95
Median Final Balance
$1.2M
1st Year Withdrawal Rate
4.0%
Portfolio Survival
Portfolio Projection (1,000 Simulations)
Success Rate
92%
Median at End
$1.2M
10th Pctl
$0
Withdrawal Rate
4.0%
Strategy Insight
The 4% Rule withdraws a fixed inflation-adjusted amount each year. Simple and predictable, but doesn't adapt to market conditions.
IRMAA Warning
Roth Conversion Opportunity
Buy, Borrow, Die Analysis
Risk: In down markets, the loan-to-value ratio can spike, triggering forced asset sales (margin calls). The BBD strategy works best with large, diversified portfolios and conservative LTV limits.
Withdrawal Ordering: RMDs first (age 73+), then traditional to fill low brackets, brokerage next, Roth last. When Buy, Borrow, Die is enabled, brokerage spending is funded via securities-backed loans instead of selling.
* Monte Carlo simulations use randomized returns and inflation. Results change each time you adjust inputs. Past performance does not guarantee future results.
New to Monte Carlo simulation?
Our step-by-step guide explains every input, what the withdrawal strategies mean, how to read the fan chart, and common scenarios to model.
What Is Monte Carlo Simulation?
Traditional retirement calculators assume a fixed return every year — say 7%. But markets don't work that way. Some years you earn 30%, other years you lose 20%. The sequence of those returns matters enormously, especially in early retirement.
A Monte Carlo simulation runs your retirement plan through 1,000 different scenarios, each with a different random sequence of returns and inflation rates drawn from a normal distribution. The result: a probability that your money lasts, not just a single yes/no answer.
Named after the famous casino city, Monte Carlo methods use randomness to model uncertain outcomes. They're used in finance, physics, engineering, and anywhere uncertainty matters.
Withdrawal Strategies Compared
Fixed % (4% Rule)
Withdraw a fixed amount (adjusted for inflation) each year. The classic approach from the Trinity Study.
Pro: Predictable, easy to budget
Con: Doesn't adapt to market conditions — may overspend in crashes or underspend in booms
Guardrails (Guyton-Klinger)
Adjusts spending based on withdrawal rate. If it climbs too high, you cut spending. If it drops, you raise it.
Pro: Higher success rates, adapts to market
Con: Income varies year-to-year, requires flexibility
Variable % (VPW)
Withdraw a rising percentage of your portfolio each year, based on remaining life expectancy.
Pro: Mathematically never depletes, maximizes lifetime spending
Con: Income fluctuates with market, harder to plan around
Social Security Timing for High Earners
Each year you delay Social Security past 62, your benefit increases. From 62 to 67 (full retirement age), you gain about 6-7% per year. From 67 to 70, you gain a guaranteed 8% per year through delayed retirement credits.
For high earners, delaying to 70 is often optimal: you have other assets to bridge the gap, you're likely to live longer (actuarially), and the 8%/year guaranteed return is hard to beat risk-free. But if you have health concerns or a shorter expected lifespan, claiming earlier may make sense.
IRMAA: The Hidden Medicare Tax
Income-Related Monthly Adjustment Amounts (IRMAA) are surcharges on Medicare Part B and Part D premiums for high earners. If your modified adjusted gross income exceeds $103,000 (single) or $206,000 (married filing jointly), you'll pay more — sometimes significantly more.
IRMAA uses income from 2 years prior, so RMDs starting at 73 or large IRA withdrawals in your 60s can trigger surcharges at 65. Strategic Roth conversions in your low-income years between retirement and RMDs can reduce IRMAA exposure.
The Roth Conversion Ladder
If you retire before Social Security and RMDs kick in, you may have several years with very low taxable income. This is a golden opportunity to convert traditional IRA/401k balances to Roth at low (or zero) tax rates.
This calculator detects this window automatically. Converting during this period reduces future RMDs, lowers IRMAA exposure, and shifts money into a tax-free-growth account. The converted amounts become accessible from the Roth after 5 years.
Buy, Borrow, Die Explained
Buy: Build a large taxable brokerage portfolio of appreciating assets (index funds, stocks).
Borrow: Instead of selling assets (which triggers capital gains tax), take out securities-based loans against your portfolio. The loan proceeds are not taxable income. You pay interest, but avoid the 15-23.8% capital gains tax on appreciated shares.
Die: When the portfolio owner passes, heirs receive a stepped-up cost basis — the unrealized gains are never taxed. The loan is repaid from the estate, and heirs inherit the remainder tax-free.
How it works in practice: Brokerages like Schwab, Fidelity, and Interactive Brokers offer securities-based lending at rates typically 1-3% above SOFR. Typical loan-to-value ratios are 50-70% of the portfolio. If the portfolio drops significantly, a margin call may force partial liquidation.
Important: RMDs from traditional accounts are still required at 73+. BBD supplements the brokerage portion of spending only. This strategy primarily benefits those with $1M+ in taxable brokerage accounts.
Disclaimer
This calculator is for educational and illustrative purposes only. It is not financial, tax, or investment advice. Monte Carlo simulations model uncertainty but cannot predict the future. Past performance does not guarantee future results. Tax laws change frequently. Consult a qualified financial advisor and tax professional before making retirement or investment decisions.