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Posted on • Originally published at retire-odds-ks.pages.dev

The 4% rule is a 1994 rule of thumb - here is the assumption it hides

The 4% rule is a rule of thumb from 1994, and most people misread what it actually promises. It was never "withdraw 4% and you are safe forever." It was the answer to a narrower question, tested against one country's market history, under one specific set of assumptions. Once you see those assumptions, you can decide whether the rule fits your situation or quietly lies to you.

Where the number came from

The rule traces to a single paper: William Bengen, "Determining Withdrawal Rates Using Historical Data," published in the Journal of Financial Planning in October 1994. Bengen ran empirical simulations against historical US market data and asked: what is the highest starting withdrawal rate a retiree could take, adjusted upward for inflation each year, without running out of money over a 30-year retirement? The answer that survived the worst historical starting years was right around 4%.

Two details usually get dropped when the rule gets repeated:

  1. It is inflation-adjusted. You withdraw 4% of the starting balance in year one, then increase that dollar amount by inflation every year after. You do not take 4% of the current balance each year. Those are very different spending paths.
  2. It was tuned to a 30-year horizon. Retire earlier, plan for 40 or 50 years, and the safe rate drops. The horizon is baked into the number.

Bengen himself has revised the figure over the years as he added asset classes and reran the data. The "4" was always a rounded rule of thumb, not a constant of nature.

The assumption that breaks it

Here is the part that matters for anyone actually planning: the 4% rule is a single-path answer to a multi-path problem.

Markets do not deliver the average return every year. They deliver a sequence of returns, and the order matters enormously when you are withdrawing money. Two retirees with the exact same average return over 30 years can end up with wildly different outcomes purely because of when the bad years hit. This is called sequence-of-returns risk, and it is the reason a flat 4% rule can pass in one scenario and fail in another with identical long-run averages.

A retiree who hits a deep bear market in the first five years of retirement is selling assets into a downturn to fund living expenses. Those sold shares are not there to recover when the market rebounds. The same crash arriving in year 25 barely dents the plan. Average return: identical. Outcome: not close.

The 4% rule collapses this entire distribution of futures into one worst-case historical path and hands you a single number. That is useful as a sanity check. It is dangerous as a plan.

What to do instead: think in probabilities

The honest version of the retirement question is not "what is the safe withdrawal rate?" It is "given my age, savings, contributions, and spending, what is the probability my money lasts?"

That is a Monte Carlo question. Instead of one historical path, you simulate thousands of possible market futures, apply your withdrawal plan to each, and count how many run out of money. The output is not a yes/no. It is an odds figure: your money lasts in, say, 87% of simulated futures, or 62%, or 94%. Now you can make a decision with the actual shape of the risk in front of you.

A quick way to reason about it without a spreadsheet:

  • Run enough paths. One or ten simulations tell you nothing. Thousands start to reveal the distribution.
  • Watch the early years. Because of sequence risk, a plan's fragility lives in the first decade. Stress-test a bad-first-five-years scenario specifically.
  • Treat the withdrawal rate as a dial, not a law. Lowering spending 0.5% often moves the success probability more than people expect. See where your plan sits on that curve.
  • Re-run when inputs change. A raise, a market year, a change in spending — each shifts the odds. The plan is a live number, not a one-time verdict.

The takeaway

The 4% rule is a fine first-pass gut check and a genuinely important piece of financial-planning history. But it answers a 1994 question with a 1994 method: one country, one horizon, one path. Real retirement planning is a probability problem, and the useful output is your odds, not a rounded rule of thumb.

If you want to see the actual number for your own inputs, I built a small tool that runs 10,000 Monte Carlo simulations on your age, savings, contributions, and spending and returns the probability your money lasts. You can see your odds for free; the full report is a one-time $19 (no subscription): RetireOdds. And if you want the deeper explainer on why order-of-returns wrecks flat withdrawal rules, I wrote that up here: sequence-of-returns risk.


Sources: William Bengen, "Determining Withdrawal Rates Using Historical Data," Journal of Financial Planning, Oct 1994 (William Bengen — Wikipedia); CNBC on Bengen's later inflation revisions; Morningstar's reevaluation of the 4% withdrawal rule.

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