It's Just the Order  ·  sequence risk
An interactive note on sequence risk

It's Just the Order

Three games on the risk that only wakes up the day you stop saving — why two retirees with the identical set of returns can end up one broke and one rich, why simply spending a little less in the lean years removes most of the danger, and why the withdrawal rate is a cliff, not a dial — after William Bengen.

↓   play the first game
Game One · The order

Same returns, opposite endings

While you are still adding money, the order of your returns does not matter at all. A good decade followed by a bad one, or the bad one first — it makes no difference to where you land, because multiplication does not care about order: 1.2 × 0.8 is exactly 0.8 × 1.2. This is why the accumulation years feel forgiving. You can be unlucky early and the arithmetic forgives you completely.

The day you start spending, that forgiveness vanishes. Below are two retirees who get the exact same thirty annual returns — same set, same average, same everything — in opposite order. One meets the bad years early; the other meets them last. Each withdraws the same amount every year. Set the withdrawal, then flip spending off and watch the two endings snap together — proof that the gap is made entirely of the spending, not the returns.

Bad years early · ends with
Bad years last · ends with
Average return — both
unlucky — the crash comes first lucky — the same crash comes last
Each portfolio (vertical, in euros) over thirty years of retirement, both starting at €1,000,000. The two retirees draw the identical thirty returns in reverse order and withdraw the same euros each year. With spending on, the unlucky one — forced to sell into an early crash — can dig a hole the later good years never fill, while the lucky one rides the good years first and is almost untouchable by the time the crash arrives. Flip spending off and the two lines land on the exact same point: order, by itself, is nothing.

The mechanism is brutally simple. When you sell to live during a crash, you turn a paper loss into a permanent one — those shares are gone and can never recover. Sell into an early crash and you spend the rest of your life compounding a smaller base; the same crash at the end lands on a fortune that has already done its growing. Identical returns, identical average, identical withdrawals — and yet one retiree dies rich and the other runs dry, decided by nothing but when the bad years happened to fall.

“The retiree who encounters a bear market in the first years of retirement is in far greater danger than one who meets it later — even if their average return is identical.”

The sequence-of-returns problem · after William Bengen

So the danger isn't your average return — you can't control that anyway, and both retirees here had the same one. The danger is being a forced seller at the wrong moment. Which raises the practical question: if you can't choose the order, how do you stop a bad early year from forcing your hand? Game Two is the cheapest answer there is.

Game Two · The flex

Spend a little less when it's down

If ruin comes from selling too much into a downturn, the cheapest fix isn't a clever portfolio — it's a flexible one. Most retirees plan to spend the same amount every year, come what may. But the years that actually break a plan are the bad ones early on, and those are exactly the years you can afford to ease off a little: skip a trip, hold the line on the budget, don't take the inflation raise. A modest, temporary trim in the lean years gives the portfolio room to heal instead of bleeding it at the worst possible moment.

Below, the same retirement is simulated thousands of times over random markets. Spend the same withdraws a fixed amount every year, crash or boom. Trim in lean years cuts spending by a set amount whenever the portfolio is down on where it started — and restores it once the market recovers. Set the withdrawal rate and how much you're willing to trim, and watch how many retirements are still solvent at each year.

Ran out — spend the same
Ran out — trim in lean years
Danger removed
spend the same — fixed budget, every year trim in lean years — ease off while underwater
The share of simulated retirements still solvent (vertical, 0–100%) at each year. Both lines start at 100% and slope down as unlucky paths run dry. The red line — fixed spending — drops faster, because a bad early stretch keeps draining the same euros from a shrinking pot. The green line holds higher: a temporary trim while the portfolio is underwater takes the pressure off in exactly the years that decide the outcome. Same money, same returns — only your willingness to bend the budget changes.

Notice what the flexibility is really buying: it's not return, and it's not a big sacrifice. The trim only bites in the bad years — when you'd want to be careful anyway — and most retirements never need it at all. Yet that small willingness to bend is worth more than almost any tweak to the portfolio, because it attacks the actual cause of ruin: spending hard into a falling market. A cash reserve of a couple of years' spending is one popular way to fund those leaner years without selling — but the protection comes from the smaller withdrawal, not from the cash itself.

portfolio down on the start  →  spend a little less, let it heal
portfolio recovered       →  spend the full amount again
# same wealth, same returns — only how hard you spend into a slump changes.

Flexibility changes how you withdraw. But there is a blunter lever still — how much you withdraw — and it does not behave like a dial at all. Game Three is the one that should change what number you pick.

Game Three · The cliff

The withdrawal rate is a cliff, not a dial

It is tempting to treat the withdrawal rate as a slider you can nudge: take a little more, accept a little more risk, smoothly. It isn't. Because a portfolio under withdrawal lives or dies on whether it can outrun the spending, there is a band where the odds are gentle — and then a knee, where a single extra percent of spending stops being a small indulgence and becomes a sharp jump in the chance you outlive your money. The famous “4%” isn't a magic constant; it's roughly where, for a thirty-year horizon, the curve is still flat enough to feel safe.

Below, the same thousands of random retirements are run across a whole range of withdrawal rates. The curve is the chance of running out before the horizon. Drag your withdrawal rate and your horizon, and find the knee — the point where the line stops crawling and starts to climb.

At your rate · ran out
A safe-ish floor (3%)
One percent more (yours +1)
chance of running out, by withdrawal rate the “4% rule” reference your rate
The chance of running out before the horizon (vertical, 0–100%) against the yearly withdrawal rate (horizontal). The line hugs the floor through the low rates, then bends upward — the cliff. The dashed marker sits at 4%. Slide your rate toward the knee and the readouts show the cost of one extra percent: down in the flat zone it's almost free; past the knee it can double your odds of ruin. Shorten the horizon and the whole cliff slides right — a shorter retirement can safely spend much more.

This is why the right move is so rarely “just take a bit more.” In the flat zone, a smaller withdrawal buys an almost absurd amount of safety for very little forgone spending; past the knee, the same one percent you'd barely notice in your budget can be the difference between dying rich and running out at eighty. The number you pick matters far more than the fund you pick — and unlike the market, it's the one variable entirely in your hands.

In one line

While you're adding, the order is noise. The day you spend, it's everything.

Sequence-of-returns risk is the quiet reason that two people with the same average return, the same savings, and the same plan can retire into completely different lives. It comes from one fact: a forced seller turns a temporary loss into a permanent one. All three games are the same fact seen from three sides — the order of returns decides your fate only once you're spending (Game One), a modest, temporary trim in the lean years keeps an early crash from compounding into ruin (Game Two), and the withdrawal rate isn't a smooth dial but a cliff you want to stay on the gentle side of (Game Three). You can't choose your luck or its timing. You can choose to spend a little less when the market is down, and you can choose a number that keeps you off the cliff. In decumulation, that is almost the whole game.

“It is not the size of the average return that breaks a retirement. It is the order in which the returns arrive, and whether you are forced to sell when they arrive badly.”

Sequence-of-returns risk

Sequence-of-returns risk is the danger that the order of investment returns — not just their average — determines whether a portfolio under withdrawal survives, because selling assets to fund spending during an early downturn locks in losses the portfolio can never recover. The framing here leans on William Bengen's 1994 historical-data study that produced the “4% rule,” and on the flexible-spending and guardrail strategies developed by later retirement researchers. Game One is exact arithmetic: a single fixed sequence of thirty annual returns and its exact reverse, run through identical withdrawals — same multiset, so an identical average, and (with spending off) an identical ending. Games Two and Three are honestly-computed, seeded Monte-Carlo: thousands of thirty-year retirements drawing annual real returns from a normal distribution (about 5.5% mean, 15% volatility), with “ran out” defined as the first year the withdrawal can't be funded. The fixed strategy withdraws a constant real amount; the flexible strategy trims that amount by the chosen percentage in any year the portfolio sits below 85% of where it started, restoring it once recovered. (A naive cash buffer, by contrast, barely helps in this model — parking money at a near-zero real return is a permanent drag that costs roughly what the sequence protection saves; the gain comes from spending less, not from holding cash.) These are deliberately simple models — no taxes, no fees, no fat tails, normal returns understate real crashes — built to teach the shape of the risk, not to forecast any real portfolio, and nothing here is financial advice. Part of a family with It's Just Time (ergodicity — the same path-dependence without the spending), It's Just Patience (compounding — its mirror in the saving years), It's Just a Barbell (the barbell), and It's Just Subtraction (via negativa). See all concepts →

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