What actually determines the number. Six inputs do most of the work, and they push in both directions. Time horizon is the largest: a 45-year early retirement supports a materially lower rate than a 25-year one, because there are more sequences in which things go wrong. Asset allocation matters non-obviously — very conservative portfolios have historically supported lower rates, not higher, because they lose the growth needed to outrun decades of inflation. Fees come straight off the top; an advisory fee plus fund expenses reduces the sustainable rate roughly one-for-one. Taxes depend on which accounts the money comes from, so two retirees with identical portfolios and identical withdrawal rates can have very different spendable income. Other guaranteed income (Social Security, a pension, an annuity) changes the job the portfolio has to do, and a portfolio covering only discretionary spending can safely run a higher rate because failure is survivable. And spending flexibility is the input retirees most control: a willingness to trim in bad markets raises the sustainable starting rate more than almost any portfolio change.
Why the rate is far below average returns. Sequence-of-returns risk. A retiree withdrawing from a portfolio that falls early sells shares at depressed prices to fund spending, locking in losses that later recoveries cannot fully repair. The sustainable rate is therefore set by the worst historical sequences, not the average ones, which is also why, in most historical periods, a conservative fixed rate left retirees dying with several times their starting wealth. That spread between the median outcome and the worst case is the entire argument for flexibility rather than precision.
The four families of method. Each holds something different constant. Fixed real spending keeps your standard of living steady and lets the portfolio absorb all the uncertainty, the approach the original research tested. Percentage-of-balance takes a set share of the current portfolio each year, so it can never be depleted, but income falls exactly when markets do. Guardrails start from a spending figure and adjust it when the withdrawal rate drifts outside preset bands, capturing most of the flexibility benefit while keeping income reasonably stable. Floor-and- upside covers essential spending with guaranteed income and spends flexibly from investments, which changes the question from "will I run out" to "how much discretionary spending do I have." A variant of the percentage-of-balance approach simply follows the IRS required minimum distribution divisors, which has the appealing property of adjusting for remaining life expectancy automatically.
What the research says now. Work since Bengen, including his own later studies using broader asset classes, has generally supported somewhat higher starting rates for retirees who will adjust spending, while long early retirements, high fees, and low starting yields argue in the other direction. There is no professional consensus on a single number, and a page that offered one would be misleading you.