Every retirement calculator is built around the same assumption: a 65-year-old retiree, Medicare starting on schedule, and 25 to 30 years of income to plan for. Retire more than a decade earlier, and the tool has no way of adjusting for it. It just keeps running the same math against a timeline that no longer applies.
A 65-year-old woman today can expect to live to about 87, and close to a third of today’s 65-year-olds will live past 90. Carry that life expectancy back to someone retiring in their early fifties, and a 35-year retirement stops looking like an aggressive assumption. It sits close to the middle of the range, well past the horizon most retirement software was ever built to test.
The Story of Colleen
Colleen is 53, planning to retire with a $1.8 million portfolio alongside her husband, Mark, who is 54 and still working. She ran the numbers herself first. Four percent of $1.8 million comes to $72,000 a year, the standard withdrawal rate most calculators default to, and when she plugged that number into a free online tool, it gave her the green light.
That is usually where the checking stops. Once a calculator says a plan is fine, most people trust the number and move on, which is exactly what makes it worth a second look before you do the same.
Problem One: One Inflation Rate for Every Kind of Expense
Colleen and Mark buy health coverage on the ACA marketplace with no employer subsidy, and their premium runs $28,000 a year, leaving $44,000 for housing, food, travel, and everything else. A generic calculator grows that entire $72,000 by one flat inflation rate, usually close to 3%, for every year of the plan. Run that forward ten years and the number lands around $96,800, a steady climb that still looks affordable on paper.
Split the spending into two lines instead, and the picture changes. Ordinary expenses grow at 3% a year, but health insurance grows closer to 6%, roughly the pace medical costs have kept relative to general prices since 2000, when medical care rose 121% against 86% for everything else. That gap holds because healthcare is a labor-heavy industry with steadily rising wages, a track record of hospital consolidation that limits competition, and an aging population using more care every year. None of that is reversing on its own.
Run both lines forward ten years and ordinary spending grows to about $59,100, while health insurance, growing twice as fast, grows to about $50,100. Together that is close to $109,000 a year, not $96,800, and nowhere near the $72,000 the calculator called safe. That $37,000 gap only widens after year ten, and because it pulls harder on the portfolio than the plan was built for, it becomes especially dangerous if it lands during an early market downturn, the classic setup for sequence of returns risk.
Problem Two: The ACA Subsidy Cliff Returning for 2026
For a two-person household, the ACA subsidy cliff sits close to $84,600 in modified adjusted gross income for 2026. Stay under that line, and a subsidy can bring a marketplace premium down to a few hundred dollars a month. Cross it, even by a small amount, and the subsidy does not taper off. It disappears entirely, all at once.
A household earning $83,000 might pay $700 to $900 a month for coverage. Push that income to $86,000, just $1,400 over the threshold, and the same household can suddenly owe more than $2,000 a month for the exact same plan. For a couple bridging to Medicare on marketplace coverage, that threshold sits right in the middle of the retirement plan, not at the edges of it.
Problem Three: The Account You Pull From Matters as Much as the Amount
Midway through year one, Colleen needed an extra $8,000 for a home repair, and her modified adjusted gross income was already close to the $84,600 line. Pulling that money from a traditional IRA would have counted toward her MAGI, pushed her over the threshold, and cost her the entire year’s subsidy, not just on the extra $8,000 but on the full premium. Pulling the same $8,000 from a Roth account or a taxable brokerage account would have left her MAGI untouched.
The dollar amount she needed was identical either way. The order she draws from her accounts, though, is no longer only a tax decision. It has become a health insurance decision too.
The Two-Bucket Bridge Plan
Colleen’s fix did not require a different portfolio. It required a different plan built around the one she already had, something we call the Two-Bucket Bridge Plan: split all retirement spending into ordinary expenses and healthcare, grow each line at its own realistic rate instead of one blended assumption, and run the full plan to at least age 90 rather than the 25 to 30 year default most software still uses. Every year of the bridge to Medicare, check modified adjusted gross income against the 400% federal poverty threshold before deciding which account to draw the next dollar from.
The exact figures shift for a shorter bridge, five years instead of twelve, but the underlying pattern holds for anyone retiring before Medicare eligibility, whether that is at 55, 58, or 60.
What Changed for Colleen
Colleen’s portfolio stayed the same, and so did her retirement date. What changed was her confidence. Instead of one number she half trusted, she had a year-by-year picture of what healthcare was likely to cost, a clear sense of how close she could get to the $84,600 line each year, and a plan for which account to draw from first when an unplanned expense came up.
That planning does not end once Medicare starts, either. The marketplace premium is replaced by Medicare Part B and Part D premiums plus a Medigap or Medicare Advantage plan. For 2026, standard Part B runs $202.90 a month per person, and IRMAA surcharges begin around $218,000 in MAGI for a married couple, reaching as high as $689.90 a month per person for higher earners. Fidelity’s most recent retiree healthcare estimate puts total costs for an average 65-year-old couple at more than $300,000 across retirement, and that figure does not include long-term care.
Retirement Planning Before 65
If your retirement starts before 65, split your spending into two lines before trusting any calculator: everything that is not healthcare, and healthcare itself. If marketplace coverage is part of your bridge, check your modified adjusted gross income against the 400% federal poverty threshold every year rather than assuming this year’s number still applies next year.
And before you pull an extra dollar from any account, know whether it counts toward that threshold, since a Traditional IRA withdrawal and a Roth withdrawal can cost very different amounts even when the number on the check is the same.
Ready to see how Oak Capital Advisors can help you run the numbers for early retirement? Schedule a meeting.
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