Runway
Before You Run the Numbers

The only three things that actually
determine whether you run out of money.

Most retirement anxiety is about complexity. It shouldn't be. Strip away the noise and you're left with three variables. Everything else is a rounding error.

01 · Compounding

The most powerful force in finance
is also the most boring.

In 1626, Peter Minuit purchased Manhattan for roughly $24 worth of trinkets. It sounds like the greatest swindle in history. But historians who run the math note that had those trinkets been invested at a modest return, they'd have compounded into a sum that dwarfs the island's current value.[1] The point isn't the story. The point is what happens when you give money enough time.

At 7% — a reasonable long-run expectation for a diversified portfolio — money doubles roughly every ten years.[2] $100,000 becomes $200,000. Then $400,000. Then $800,000. Without you doing anything. This is why people who start early and do nothing are often better off than people who start late and do everything right.

"Compound interest is the eighth wonder of the world. He who understands it, earns it. He who doesn't, pays it." — attributed to Einstein, probably apocryphal, absolutely true.

There's a less-discussed corollary: the sequence of returns matters as much as the average.[3] Two portfolios with identical average returns over thirty years can produce wildly different outcomes depending on which years were good and which were bad. A market crash in year two of retirement does far more damage than the same crash in year twenty — because you're selling assets at a discount to fund living expenses, with less capital left to recover.

This is why the calculator doesn't assume average returns. It runs thousands of scenarios across different market sequences — some front-loaded with bad years, some back-loaded — and tells you the probability of surviving all of them. That probability is a more honest number than any average.

In the calculator · Toggle Expected Return between Conservative, Default, and Aggressive. Watch how the probability bands shift — not just the median, but the downside.

The boring truth: you don't need to beat the market. You need to stay in it long enough for time to do the work.

02 · The 4% Rule

Every million dollars
buys you about $40,000 a year.

In 1994, a financial planner named William Bengen asked a simple question: how much can a retiree withdraw each year without running out of money?[4] He studied historical market returns going back to 1926. His answer — 4% of your starting balance, adjusted for inflation each year — held up across every thirty-year period in the data. Including the Great Depression. Including the 1970s stagflation. Including every crash in between.

Four years later, three professors at Trinity University replicated and expanded the study.[5] The 4% rule held. It has become the most-cited finding in retirement planning — not because it's perfect, but because nothing better has emerged in thirty years of trying.

What it means in practice: $1 million supports roughly $40,000 per year. $2 million, $80,000. The math is linear on the way up.

Three things complicate it.

Longer retirements change the calculus. Bengen's rule was calibrated for thirty years. Plan to ninety-five and the same million safely supports closer to $33,000 a year. The rule didn't break — your horizon just got longer.

Social Security is free money you're already owed. Every dollar of Social Security income is a dollar your portfolio never has to provide. Waiting until seventy to claim increases your monthly benefit by 24% compared to claiming at sixty-seven.[6] For most people, that's the highest guaranteed return available anywhere.

Inflation compounds the draw, not just the portfolio. $8,000 a month today is $11,400 a month in twelve years at 3% inflation. Most rules of thumb skip this. The calculator doesn't.

In the calculator · Scenario 01 runs the 4% rule against your actual numbers — your horizon, your Social Security, your inflation assumption — not a textbook average.

The 4% rule isn't a guarantee. It's a starting point. What you do with the starting point is the plan.

03 · The Three Levers

There are exactly three ways
to make a retirement plan work.

Spend less. Save more. Don't die too soon.

The third one isn't a plan. So you have two.

Most retirement anxiety comes from treating the problem as more complicated than it is. There are asset allocation debates, tax optimization strategies, Roth conversion ladders, Monte Carlo methodologies. All of it sits downstream of three variables: how much you spend, how much you've saved, and how long you need it to last. Get the three right and the details compound in your favor. Get them wrong and no detail saves you.

Spend is the highest-leverage lever. Every $500 a month you cut from target spending is roughly $125,000 less you need in savings — because it reduces the draw and the required portfolio simultaneously. Most people optimize the portfolio and ignore the spend. That's the harder optimization working on the easier problem.

Savings compounds nonlinearly. An extra $1,000 a month contributed over twelve years at 7% becomes roughly $240,000 — not $144,000. The difference is compounding on the contributions themselves. Starting one year earlier has the same effect as saving about $100 more per month for the entire period. Time arbitrage is real.

Lifespan is the variable nobody wants to plan for. A plan built for eighty-five looks very different from one built for a hundred. With life expectancy rising and longevity risk the primary financial risk in retirement,[7] planning conservatively on lifespan isn't pessimism. It's the only honest assumption.

The interaction between the three is nonlinear. Cutting spend by 20% while extending contributions by three years often moves the plan more than doubling the return assumption.

The calculator holds all three in tension simultaneously. Change one input and you see exactly how the others respond — not in isolation, but together, the way they actually work.

In the calculator · Scenario 03 shows your work-optional age — the precise point where savings intersects spend and lifespan. That's where all three levers meet.

The goal isn't to optimize every variable. It's to understand which one is actually constraining you — and move that one.

Notes
[1]
The Manhattan Island compounding illustration is a well-worn thought experiment in finance education. Various versions appear in introductory finance texts. The underlying math: $24 at 8% for ~400 years exceeds $300 trillion.
[2]
Damodaran, A. (2024). Historical Returns on Stocks, Bonds and Bills: 1928–2024. Stern School of Business, NYU. US equity long-run nominal returns average ~10%; real returns ~7%. pages.stern.nyu.edu
[3]
Kitces, M. (2014). Sequence of Return Risk and Safe Withdrawal Rates. Kitces.com. Sequence risk is the primary driver of retirement portfolio failure; average returns are an insufficient planning metric. kitces.com
[4]
Bengen, W.P. (1994). Determining Withdrawal Rates Using Historical Data. Journal of Financial Planning, 7(4), 171–180. Original paper establishing 4% as the historically safe initial withdrawal rate over a 30-year horizon.
[5]
Cooley, P.L., Hubbard, C.M., & Walz, D.T. (1998). Retirement Savings: Choosing a Withdrawal Rate That Is Sustainable. AAII Journal, 20(2), 16–21. The "Trinity Study." Validated 4% across portfolio compositions over 30-year periods.
[6]
Social Security Administration (2024). Delayed Retirement Credits. Claiming at 70 vs. FRA (67) increases monthly benefits by 8% per year for three years, totaling 24%. ssa.gov
[7]
Blanchett, D., Finke, M., & Pfau, W. (2013). Low Bond Yields and Safe Portfolio Withdrawal Rates. Journal of Wealth Management, 16(2), 55–62. Longevity risk identified as the primary financial risk in retirement, exceeding market risk for most retirees.