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Methodology overview

What we don’t model yet, and which way it pushes your results

Last updated October 2026 · Tax figures for the 2026 tax year

Each gap below is marked by its effect:

  • Optimistic your tax is likely understated, or your plan looks better than it is
  • Conservative your tax is likely overstated, or your plan looks worse than it is
  • Depends it can go either way
  • Minor a small effect either way, unlikely to change your results noticeably

If several optimistic items apply to you, understand that this may skew your results.

Health insurance and Medicare

  • Optimistic
    ACA premium subsidies. Extra income (a Roth conversion, a large gain) can cost marketplace subsidies, and the loss can be a cliff.
    Affects: Anyone retiring before 65 on marketplace insurance
  • Optimistic
    IRMAA Medicare surcharges. Income two years earlier can raise Medicare Part B and D premiums, in steps.
    Affects: Higher-income retirees 63 and over, especially those doing conversions

These two are the most likely reason a real Roth conversion plan should be less aggressive than Fikata might suggest.

Retirement accounts

  • Optimistic
    The five-year rule on Roth conversions (10% penalty on converted money withdrawn within five years, before 59½)
    Affects: Early retirees running a conversion ladder
  • Conservative
    After-tax IRA basis and the pro-rata rule (Form 8606). Every conversion and withdrawal is treated as fully taxable.
    Affects: Anyone with non-deductible IRA contributions, including backdoor Roth users
  • Conservative
    Penalty-free Roth IRA contributions. Contributions can always be taken out without penalty, but before 59½ the 10% penalty is charged on the whole withdrawal, not just the earnings.
    Affects: Early retirees drawing on a Roth IRA before 59½
  • Conservative
    The rule of 55: leaving a job in or after the year you turn 55 makes that employer’s 401(k) or 403(b) penalty-free. Fikata charges the penalty until 59½.
    Affects: People retiring between 55 and 59½ with a 401(k) or 403(b)
  • Optimistic
    The traditional IRA deduction phase-out for people covered by a workplace plan
    Affects: Higher earners contributing to a traditional IRA alongside a 401(k)
  • Optimistic
    The Roth IRA income limit. Direct Roth IRA contributions phase out at higher incomes, but Fikata lets anyone with earned income contribute.
    Affects: Higher earners saving into a Roth IRA
  • Conservative
    The Joint Life table for RMDs when a spouse is the sole beneficiary and more than 10 years younger
    Affects: Couples with a large age gap
  • Depends
    Inherited IRAs, the still-working exception to RMDs, and 401(k) plans that don’t allow in-service conversions
    Affects: Those specific situations

Investments

  • Dependshigher long-run returns, but deeper drawdowns
    Bonds and other asset classes. Every investment is modeled as the S&P 500, whatever the account actually holds.
    Affects: Anyone holding bonds, international stocks or other assets
  • Dependstoo much cash for some, too little for others
    A flat $50,000 emergency fund. The savings ladder fills it before tax-advantaged accounts, whatever your expenses are.
    Affects: Households whose real cash cushion is much smaller or larger
  • Conservativeslightly
    Saving into 529 plans. Spare cash never goes into a 529, so money you’d set aside for college grows in a taxable account instead.
    Affects: Families saving for college
  • Optimistic
    Tax on dividends. Returns include dividends, reinvested, but a taxable account pays no yearly tax on them; its gains are taxed only when sold.
    Affects: Anyone with a taxable brokerage account
  • Conservative
    Choosing which lots to sell. Shares are sold roughly oldest first, and today’s holdings are one lot at a blended cost.
    Affects: Anyone who would sell high-basis lots first
  • Optimistic
    The wash-sale rule
    Affects: Plans that harvest losses
  • Optimisticslightly
    A holding entered with its basis is assumed to be held over a year
    Affects: Anything bought within the last year
  • Conservativeslightly
    An unused capital-loss deduction in a year with almost no income is lost rather than carried forward
    Affects: Rare, small

Real estate

  • Optimisticsometimes significantly
    Passive activity loss limits. A rental loss offsets your other income in full; the law caps this at $25,000 and phases it out between $100,000 and $150,000 of income.
    Affects: Landlords with leveraged rentals, especially at higher incomes
  • Conservative
    1031 exchanges
    Affects: Landlords who would exchange rather than sell
  • Optimistic
    The home-sale exclusion’s two-of-five-year residence test and once-every-two-years limit
    Affects: People who move often
  • Conservative
    A surviving spouse’s two years of the $500,000 exclusion (Fikata uses $250,000)
    Affects: A home sold soon after a spouse’s death
  • Optimistic
    The $750,000 limit on deductible home mortgage interest
    Affects: Itemizers with large mortgages
  • Conservative
    Property tax in the SALT deduction
    Affects: Homeowners who itemize, where the cap doesn’t already bind
  • Minor
    Separate depreciation schedules for improvements, and partial first and last years
    Affects: Landlords
  • Optimistic
    Tax on selling a business, collectibles or other non-real-estate assets
    Affects: Anyone planning to sell one at a gain

Deductions and credits

  • Conservative
    Tax credits: child tax credit, saver’s credit, and others
    Affects: Families with children; lower-income savers
  • Conservative
    Charitable and medical itemized deductions
    Affects: Generous givers; people with large medical bills
  • Conservative
    The QBI deduction (up to 20% of qualified business income)
    Affects: Self-employed people and business owners
  • Optimistic
    The Alternative Minimum Tax
    Affects: Some high earners, especially with incentive stock options
  • Conservative
    The extra standard deduction for blindness
    Affects: Those who qualify

Work and self-employment

  • Dependson how it’s entered
    S-corp salary and distributions in a single income stream. Enter them as two streams (salary as wages, distributions as business income) to model correctly.
    Affects: S-corp owners
  • Optimisticslightly
    The Social Security wage base rises with prices rather than average wages
    Affects: High earners, over long simulations
  • Understates the employee arrangement’s true cost
    The employer’s half of FICA
    Affects: Comparing a salary offer to self-employment at the same headline pay

Filing status and family

  • Depends
    Marriage or divorce changing filing status partway through a plan
    Affects: Those expecting either
  • Conservative
    Qualifying surviving spouse status (joint brackets for two years with a dependent child)
    Affects: A widow or widower with a dependent child
  • Conservative
    Survivor benefits aren’t added automatically. When a spouse dies, their salary, pension and Social Security stop; a survivor pension or survivor benefit is only included if you add it as the survivor’s own income.
    Affects: Couples where one spouse is likely to outlive the other
  • Minor
    A death takes effect at the next step rather than on the exact date
    Affects: Everyone, slightly

State taxes

  • Depends
    Moving to another state partway through a plan. One state applies for the whole simulation.
    Affects: People who expect to relocate, especially between high- and no-tax states
  • Conservative
    State exclusions for pension and IRA income (separate from Social Security)
    Affects: Retirees in the many states that offer them
  • Conservative
    State credits, including Utah’s Social Security credit and personal-exemption credits in CA, OR, UT, AR, DE, IA and NE
    Affects: Residents of those states
  • Conservative
    Head-of-household and married-filing-separately state schedules (single schedules used instead)
    Affects: Heads of household
  • Depends
    Some states’ own joint brackets. For 26 of the 42 states with an income tax, a couple’s brackets are the single ones doubled (13 of those are flat-rate, where it makes no difference).
    Affects: Couples in states that don’t double
  • Optimistic
    Phase-outs of Minnesota’s standard deduction and Maine’s and Ohio’s exemptions
    Affects: Higher earners in those states
  • Optimistic
    States that don’t index their brackets are indexed anyway
    Affects: Residents of those states, over long simulations
  • Conservative
    Vermont’s legislated path to fully exempting Social Security by 2032
    Affects: Vermont retirees

Mechanics

  • Optimisticslightly
    The last year of a simulation isn’t settled at year end
    Affects: Everyone, in the final year only