Journal · Retirement Planning
The longevity risk audit: how to plan for a 30-plus-year retirement without running out of money.
Author: Scott Moscowitz / Wistaria Advisors
July 2026 · Free Consultation

Running out of money before you run out of time is the defining financial risk of a 30-plus-year retirement, and a deliberate longevity risk audit is the only reliable way to close that gap. At Wistaria Trading Inc., the firm's advisors have coordinated these audits alongside clients' CPAs and attorneys since 1991, and the patterns that surface are consistent: most plans underestimate lifespan, ignore inflation compounding, and leave tens of thousands in taxes on the table.
What is longevity risk and why does it matter more now than it did for your parents?
Longevity risk, the financial danger of outliving your savings, becomes statistically probable the moment you treat retirement as a fixed-length event rather than an open-ended one.
Your parents likely planned to age 80 or 85 and called it conservative. That math no longer holds. A 65-year-old couple today has a 53% chance that one of them will live past 90 (RBC Wealth Management), and a 22% chance one of them will reach 95. Plan only to the average and you've already accepted a coin-flip chance of running short.
A retiree who lives to 95 needs substantially more savings than one who lives to 85, but most planning tools still use a single life expectancy number. That single number is the crack in the foundation. The audit exists to replace it with a probability range and build a strategy around the realistic tail rather than the comfortable midpoint.
Traditional retirement planning assumed a fixed end date and worked backward from it. A longevity risk audit works forward from uncertainty, stress-testing your portfolio against age 100 and asking what breaks first.
How to sequence withdrawals across your accounts to minimize taxes and stretch your money further
The right withdrawal order is the single highest-leverage decision most retirees never make deliberately.
The standard sequence and why it's only a starting point
The conventional withdrawal order runs taxable brokerage accounts first, traditional IRA and 401(k) second, Roth IRA last. This sequence minimizes lifetime taxes by drawing from lower-taxed accounts early and preserving tax-free Roth growth as long as possible. That logic is sound as a default. The problem is that following it mechanically ignores the most valuable window in early retirement: the gap between retirement and age 73, when strategic conversions of traditional IRA money to Roth at low tax rates are possible before Required Minimum Distributions force larger taxable withdrawals.
The bracket-filling strategy in practice
Consider a couple retiring at 65 with $1.2M split across a $700K traditional IRA, $300K in a taxable brokerage, and $200K in a Roth. The instinct is to live on the brokerage account and leave the IRA untouched. That instinct is expensive.
In years 65 to 72, before RMDs begin and potentially before full Social Security, many retirees have unusually low taxable income. Living on taxable account withdrawals taxed mostly at 0 to 15% capital gains rates means federal tax liability can be minimal. Those are exactly the years to convert traditional IRA funds to Roth at 10 to 12% rates.
T. Rowe Price's modeling found that a coordinated approach kept one couple in or below the 10% tax bracket for eight years longer than conventional sequencing, ultimately saving $35,000 in federal taxes and leaving $106,000 more to their children (T. Rowe Price, Tax-Efficient Retirement Withdrawal Strategies). Same portfolio, same spending, different order.
To see how that plays out mechanically, the table below illustrates the bracket math for the same illustrative couple. In the conventional sequence, drawing from the traditional IRA from the start pushes taxable income into the 22% bracket almost immediately. The conversion strategy holds income lower by drawing from the taxable brokerage while converting IRA funds only up to the top of the 12% bracket each year.
| Year range | Without conversion | With conversion | Marginal rate | Cumulative saved |
|---|---|---|---|---|
| Ages 65–68 | ~$95,000 | ~$62,000 | 22% vs. 12% | ~$11,500 |
| Ages 69–72 | ~$98,000 | ~$65,000 | 22% vs. 12% | ~$23,000 |
| Ages 73+ (RMDs begin) | RMDs push income higher | Smaller RMDs due to prior conversions | 22% vs. 12–22% | ~$35,000 cumulative |
Figures are illustrative, based on T. Rowe Price modeling for a couple with the portfolio described above. Actual results depend on Social Security timing, filing status, and current-year brackets.
The common mistake is treating the IRA as the "safe" account to draw from first because it feels like the most accessible bucket. Pulling from it early without bracket awareness accelerates the tax bill and shrinks the Roth's compounding window at the same time.
| Account type | Tax on withdrawal | RMD required? | Best used when |
|---|---|---|---|
| Taxable brokerage | Capital gains rates (0–20%) | No | Early retirement, low-income years |
| Traditional IRA / 401(k) | Ordinary income | Yes, from age 73 | Fill lower brackets before RMDs kick in |
| Roth IRA | Tax-free | No | High-income years, late retirement, legacy |
| HSA | Tax-free for medical costs | No | Healthcare expenses at any age |
How should you adjust your spending plan for inflation across a 30+ year retirement?
A flat dollar withdrawal amount is a retirement plan that quietly fails. Inflation is the mechanism, and over 30 years it is not subtle.
What 3% inflation actually does to your purchasing power
A retiree who needs $60,000 in year one of retirement would need over $145,000 by year 30 just to keep up with 3% annual inflation (SmartRetireCalc). That figure reflects a historical average, not a stress scenario.
The 4% rule, developed by financial planner William Bengen in 1994, was designed to address this. It suggests that retirees can withdraw 4% of their retirement savings in the first year and then adjust that amount for inflation each subsequent year. The rule was calibrated for a 30-year horizon, which already falls short for a couple with a realistic shot at a 35-year retirement.
Beyond the flat 4%: dynamic adjustment strategies
When Morningstar published its most recent "State of Retirement Income" report, the firm recommended a slightly more conservative 3.7% withdrawal rate for those who want a steady-state approach, adjusting the same amount each year for inflation. A static percentage applied to a fixed dollar amount still breaks down when inflation spikes.
The more durable approach is to withdraw a consistent percentage of the current portfolio value each year rather than a fixed dollar amount. Withdrawing 4 to 4.5% of whatever the portfolio is actually worth means income varies more, but the portfolio adjusts automatically and never gets locked into a withdrawal rate that outpaces its actual returns.
Two expense categories consistently outpace headline inflation for retirees: healthcare, where medical inflation has historically run 1 to 2 percentage points above general CPI, and housing. Any inflation assumption built on a single blended rate will understate the real cost of aging past 80.
What gaps does a standard retirement plan miss, and how do you audit your own strategy?
Most retirement projections rest on four assumptions that stop being true within a decade: stable spending, predictable markets, average health costs, and a single life expectancy. A longevity risk audit replaces each with a range.
The four blind spots
Sequence-of-returns risk: A 20% market decline in year two of retirement does far more damage than the same decline in year twelve, because early losses force you to sell assets at depressed prices to fund living expenses, and the portfolio never fully recovers. A cash or short-term bond reserve covering two to three years of expenses is structural protection, not excessive caution.
Healthcare cost acceleration: Medical costs tend to accelerate sharply after 80. Long-term care, meaning assistance with daily living activities due to chronic illness or cognitive decline, is the expense most plans omit entirely. A plan that doesn't model at least one long-term care scenario hasn't been properly stress-tested.
Surviving spouse longevity: When one spouse dies, income often drops because one Social Security benefit disappears, while fixed costs do not. The surviving spouse's plan needs its own projection.
Tax-law changes: Today's brackets, RMD ages, and Roth rules are not permanent. A plan that assumes current law holds for 30 years is built on an optimistic assumption the audit is designed to replace.
The audit checklist
The table below organizes the five core audit tests by who they affect most and what happens if they go unaddressed.
| Risk factor | Who it hits hardest | Severity if ignored | Mitigation tool |
|---|---|---|---|
| Sequence-of-returns | Retirees in years 1–5 of drawdown | Portfolio may never recover from early losses | 2–3 year cash or short-term bond reserve |
| Healthcare cost acceleration | Anyone retiring before 65 or living past 80 | Costs outpace inflation by 1–2 points annually | Model healthcare at CPI + 2%; consider long-term care coverage |
| Surviving spouse income gap | Couples with unequal Social Security benefits | One benefit disappears; fixed costs remain | Separate longevity projection for surviving spouse |
| Tax-law changes | High-IRA-balance retirees | RMD-driven bracket creep; loss of Roth advantages | Roth conversions in low-income years; flexible withdrawal plan |
| RMD bracket impact | Traditional IRA/401(k) holders from age 73 | Forced income pushes marginal rate higher | Bracket-filling conversions before age 73 |
Run this checklist on your own plan before taking anyone's word for where the gaps are. Firms like Charles Schwab offer complimentary digital financial planning tools that handle the modeling efficiently for straightforward situations. Where those tools fall short is in cross-border complexity, business-owner coordination, or cases where a client's CPA, attorney, and financial advisor need to work from the same set of assumptions. That coordination gap is where a boutique advisory relationship earns its keep.
Across the audits I have coordinated since 1991, the most common surprise arrives between ages 70 and 72. Clients who deferred their traditional IRA throughout their working years often have no clear picture of what their RMD will be until we run the projection together. The number routinely pushes them into a bracket one or two steps above where they spent their early retirement years. The clients who avoided that outcome were almost always the ones who started modest Roth conversions at 65 or 66, before Social Security was fully in payment and before the IRA balance had another seven years to grow. The clients who did not convert early rarely had a bad reason for waiting; they simply had no model showing them what waiting would cost.
The costs of life insurance and annuity products from A-rated carriers are often lower than people expect when structured correctly as part of a broader estate planning strategy. Understanding the types of life insurance available also matters here: permanent policies with cash value can serve as a tax-efficient reserve in late retirement, functioning as more than a death benefit.
The biggest longevity risk, in my experience coordinating these audits, is a plan that was accurate at 65 and never updated. Markets recover. A plan that hasn't been revised since the year you retired will not.
Wistaria Trading Inc. is an established boutique international consulting firm founded in 1991 with physical operations in North Miami Beach, Florida, and Tokyo, Japan. The firm's financial literacy events for adults over 50 reflect a long-standing commitment to helping clients understand exactly these audit mechanics before they need them.
FAQs
Should I annuitize part of my portfolio to guarantee retirement income?
For most retirees with a realistic 30-plus-year horizon, annuitizing a portion, typically enough to cover essential fixed expenses, is a sound hedge against longevity risk. The key word is “portion”: annuitizing everything sacrifices flexibility, while annuitizing nothing leaves you fully exposed to the risk of outliving your portfolio.
What is the 4% rule, and does it still work for a 35-year retirement?
It works as a starting point, but a couple planning to age 95 or 100 should consider a 3.5 to 3.7% starting rate, or shift to a dynamic percentage-of-portfolio method that adjusts with market performance. William Bengen designed the rule in 1994 for a 30-year horizon, and a 35-year retirement stretches it past its tested range.
How much cash should I keep if I'm worried about a market downturn early in retirement?
A two-to-three-year cash or short-term bond reserve is the standard buffer against sequence-of-returns risk. Picture markets dropping 25% in your first two years: that reserve funds your living expenses without forcing you to sell equities at a loss, giving the portfolio time to recover before you need to draw from it.
Can I adjust my withdrawal strategy mid-retirement if my situation changes?
Yes, and you should. A spouse's death, a spike in healthcare costs, or a large RMD pushing you into a higher bracket all warrant an immediate review of the withdrawal sequence. Treating the plan as a living document reviewed annually is standard practice.
What happens to my retirement plan if I live significantly longer than expected?
The plan runs short unless it was stress-tested to a longer horizon from the start. The practical fix combines a lower initial withdrawal rate, a guaranteed income floor from Social Security delayed to 70 or an annuity, and a Roth reserve that continues growing tax-free with no RMDs. Together those three elements give the plan structural resilience against an unexpectedly long life.
Why do most retirees draw from their IRA first, and is that a mistake?
In many cases, yes. Most people start with the IRA because it feels like the natural “retirement account.” The years between retirement and age 73 are often the lowest-tax years of a retiree's life, and using them to do Roth conversions or bracket-filling IRA withdrawals rather than depleting a taxable brokerage can save tens of thousands in lifetime taxes.
How does a longevity risk audit differ from a standard retirement plan review?
A standard review checks whether you're on track against a fixed target. A longevity risk audit explicitly stress-tests the plan against a range of lifespans, inflation scenarios, healthcare cost trajectories, and tax-law changes, asking not whether the plan works but under what conditions it breaks and how to protect against those conditions.
Key takeaways
- A 65-year-old couple has better than a one-in-five chance that one spouse reaches 95, which makes a 30-year planning horizon a floor that demands a longer build.
- The window between retirement and age 73 is the most valuable tax-planning period most retirees leave unused: bracket-filling conversions and sequenced withdrawals in those years can mean tens of thousands less paid to the IRS over a lifetime.
- At 3% average annual inflation, a $60,000 spending need more than doubles over 30 years, which is why a fixed dollar withdrawal amount eventually fails anyone who lives long enough.
- A longevity risk audit probes four things a standard plan typically skips: sequence-of-returns exposure in early retirement, healthcare cost acceleration after 80, income gaps for the surviving spouse, and the effect of future tax-law changes.
- Retirees with a realistic shot at a 35-plus-year retirement should build a guaranteed income floor from Social Security (delayed to 70) or annuities, maintain a dynamic withdrawal strategy tied to actual portfolio value, and review the full plan every one to two years.
Sources
- myannuitystore.com — Life Expectancy Tables
- RBC Wealth Management — Health Care and Life Expectancy Planning
- CalcBee — Longevity Risk Calculator
- T. Rowe Price — Tax-Efficient Retirement Withdrawal Strategies
- TIAA Institute — Tax-Efficient Sequencing of Accounts to Tap
- PLANADVISER — Does the 4% Rule Still Stand?
- SmartRetireCalc — U.S. Inflation Calculator
- fyrslf.com — Inflation: The Silent Threat to Retirement
- Retirement Researcher — Why the 4% Rule Is a Starting Point, Not a Plan
- Schedule a virtual meeting with Scott Moskowitz