August 22, 2026
Almost every article about retirement risk is about the same fear: running out of money. It is a real risk, worth taking seriously. But there is a mirror-image mistake that gets almost no attention, working and saving for years longer than you actually needed to, and it is just as real, just quieter. Nobody writes headlines about it because nothing visibly goes wrong. You just spend less of your own life than you had to.
Say someone, call her Marion, retires with a 97% probability of success according to a standard retirement calculator. That number sounds unambiguously good, and in one sense it is. But a probability of success only measures one thing: across many simulated futures, how often did the money last. It says nothing about what happened in the futures where it did more than last.
In Marion's case, the same simulation that produced her 97% success rate also shows that in most of those successful outcomes, she dies with a portfolio larger, often much larger, than the one she retired with. Her plan did not just survive. It survived with room to spare in the large majority of cases, room she never spent, on herself or on anything else.
A 97% success rate and a plan where most outcomes end with a large unspent surplus are not two different results. They are the same simulation, described two different ways. The screenshot below is a real example, a household whose plan never depletes in the median outcome, and where 75% of the 1,000 simulated futures end with more money than they started retirement with.

The median outcome for this plan is a portfolio of $3.7 million at the end of a plan that started with far less. That is not a rounding error. That is three-quarters of all simulated futures ending in a place where more spending, sooner, would very likely have been affordable. A plain success rate would show this exact same plan as a comfortable, unambiguous pass, and never raise the question at all.
Nobody sets out to over-save on purpose. It happens gradually, and for understandable reasons. Running out of money in your 80s is a frightening, concrete image. Having more than you needed is an abstract, invisible cost, foregone travel, foregone time with family while you were healthy enough to enjoy it, a few more years at a job you were ready to leave. One risk feels real because you can picture the headline. The other doesn't feel like a risk at all, it feels like prudence, right up until it's the reason you worked five extra years for a balance you never touched.
The math tools most people reach for reinforce this asymmetry. A single success percentage rewards caution and never charges anything for excess safety. There is no equivalent number that says "you probably over-saved by this much," so the mistake stays invisible even to people who are making it.
The fix is not a better formula. It's asking a different question of the same simulation you already have. Instead of "did it survive, yes or no," split the same outcomes three ways: ran out before the plan ended, spent it down about right, or ended up with meaningfully more than the plan started with. All three numbers come from the exact same 1,000 simulated futures a success rate already runs. Nothing new has to be calculated, the existing data just gets reported honestly instead of collapsed into one number that only tells you about the failures.
A high "broke" share is a real warning worth acting on, spend less, work longer, adjust something. A high "rich" share deserves the same kind of attention, just pointed the other way: spend more, retire sooner, or stop measuring success only by the years you avoided running out.
None of this is an argument for spending recklessly or aiming for a 0% success rate. A real cushion against a bad decade is worth having, and some people genuinely want to leave a large inheritance on purpose, that's a legitimate goal, not a mistake, as long as it's a choice rather than an accident. The point isn't that saving too much is always wrong. It's that most people have no way of knowing they're doing it, because the number they're shown was never built to tell them.
Running out of money is loud and gets all the attention. Dying with too much left over is silent, and costs just as much, paid in years instead of dollars.
Not financial advice
This article is for informational purposes only. Nothing here constitutes financial, tax, or legal advice. The example above is illustrative, not a real household. Past market performance does not guarantee future results. Always consult a qualified professional before making significant financial decisions.
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