The Short AnswerTax diversification means holding savings in accounts that are taxed in different ways: taxable accounts, tax-deferred accounts such as a traditional 401(k), and tax-free accounts such as a Roth. Investors diversify what they own; tax diversification spreads how it is taxed. The mix decides how much control you have over your tax bill in the years you actually spend the money.
Key Points
- Most money sits in one of three tax buckets: taxable, tax-deferred or tax-free. Each is taxed at a different moment.
- High earners often end up heavily tax-deferred, because pre-tax contributions are the easiest deduction available to them.
- A lopsided mix leaves little choice in retirement: nearly every dollar spent is taxed as ordinary income, and RMDs set a floor.
- A balanced mix lets you choose which bucket to draw from each year, based on that year's brackets.
Three Buckets, Three Tax Schedules
Every dollar you save is taxed at some point. The difference between accounts is when.
| Bucket | Examples | Taxed Going In | Taxed On Growth | Taxed Coming Out |
|---|---|---|---|---|
| Taxable | Brokerage accounts, savings, real estate held directly | Yes, you invest after-tax dollars | Yes, as interest, dividends and gains are realized | Only on gains not yet taxed |
| Tax-deferred | Traditional 401(k), 403(b) and IRA, pensions, cash balance plans | No, contributions are deducted | No, while it stays in the account | Yes, the taxable part as ordinary income |
| Tax-free | Roth IRA and Roth 401(k), qualified HSA withdrawals | Yes, after-tax dollars | No | No, for qualified withdrawals |
A few details matter for high earners. In a taxable account, long-term capital gains are taxed at 0%, 15% or 20%, and in 2026 the 20% rate begins at $613,700 of taxable income for a married couple. Investment income there can also carry the 3.8% Net Investment Income Tax once modified adjusted gross income passes $250,000 for a married couple or $200,000 for a single filer, thresholds that are not indexed for inflation. In a tax-deferred account, the taxable part of each withdrawal is ordinary income, taxed at rates that reach 37%. And a qualified Roth distribution, generally one made after the account has been open five years and after age 59½, is tax-free.
Why High Earners End Up Lopsided
For someone in the top brackets, the pre-tax contribution is the most reliable deduction there is. So the 401(k) is maxed every year, a profit-sharing plan is added, and a business owner may add a cash balance plan that shelters far more. Direct Roth IRA contributions phase out at high incomes, between $242,000 and $252,000 of modified adjusted gross income for a married couple in 2026, which removes one of the easier tax-free options.
After twenty years of doing the sensible thing, the result is often a balance sheet that is mostly tax-deferred. The total looks healthy. The mix is the problem: nearly every dollar that will fund retirement is a dollar the IRS has not taxed yet.
Why The Mix Matters In Retirement
In retirement, you choose which bucket to spend from each year, as long as you have more than one.
With only tax-deferred money, there is no choice. Every dollar you spend is ordinary income, stacked on top of Social Security. Required minimum distributions, which generally begin at 73 (and at 75 for people born in 1960 or later), set a floor on how much you must withdraw whether you need it or not. A large balance can keep a retiree in a high bracket for decades.
With a mix, each year becomes a decision. In a year with a large one-time expense, you might draw from the tax-free bucket and avoid pushing yourself into a higher bracket. In a low-income year, you might draw more from the tax-deferred bucket, or convert part of it to Roth, to use up the lower brackets while they are available. The total wealth can be identical; the lifetime tax bill will usually differ.
CalculatorSee the tax on the withdrawals your own pile will need
Liquidity And Flexibility Matter Too
Tax treatment is one axis. Access is another, and it is easy to overlook.
- Tax-deferred accounts generally carry a 10% additional tax on withdrawals before 59½, on top of income tax, with some exceptions.
- Taxable accounts are the most liquid, and assets held until death generally receive a new cost basis equal to their value at that date, which can erase the built-in gain for heirs.
- Roth accounts allow contributions to be withdrawn more freely than earnings, and the rules on conversions have their own five-year clocks.
- Health savings accounts are unusual: contributions are deductible, growth is tax-free, and withdrawals for qualified medical expenses are tax-free.
Where Life Insurance Fits, And Where It Does Not
Permanent life insurance is sometimes described as a fourth bucket, and Tyler designs these policies, so it is worth being precise. The death benefit is generally received by beneficiaries free of income tax. Cash value grows without current tax, and a properly structured policy can give access to that value through loans and withdrawals. But a policy funded too quickly can become a modified endowment contract, and then loans and withdrawals are taxed on an income-first basis, with a 10% additional tax before 59½. Policies also carry insurance costs, need underwriting and require ongoing funding. Whether one belongs in a plan depends on the need for coverage, health, cost and time horizon, and it is a decision to make with full illustrations in hand, alongside your CPA.
The Short Version
Tax diversification gives you choices later. Most high earners arrive at retirement with plenty of savings and very few choices about how they are taxed. Building a mix while you are still earning keeps more of those decisions in your hands. It works best as part of a plan that looks at this year’s bill and the retirement bill together, which is how Tyler builds the Tax Advantage Scorecard.
Sources
- Publication 575, Pension and Annuity Income, Internal Revenue Service. https://www.irs.gov/publications/p575
- Publication 590-B, Distributions From Individual Retirement Arrangements, Internal Revenue Service. https://www.irs.gov/pub/irs-pdf/p590b.pdf
- Retirement Topics: Required Minimum Distributions (RMDs), Internal Revenue Service. https://www.irs.gov/retirement-plans/plan-participant-employee/retirement-topics-required-minimum-distributions-rmds
- Revenue Procedure 2025-32 (2026 Inflation Adjustments), Internal Revenue Service. https://www.irs.gov/pub/irs-drop/rp-25-32.pdf
- Net Investment Income Tax FAQs, Internal Revenue Service. https://www.irs.gov/newsroom/net-investment-income-tax-faqs
- 26 U.S.C. § 1014, Basis Of Property Acquired From A Decedent, Legal Information Institute, Cornell Law School. https://www.law.cornell.edu/uscode/text/26/1014
- Publication 969, Health Savings Accounts And Other Tax-Favored Health Plans, Internal Revenue Service. https://www.irs.gov/publications/p969
- Publication 525, Taxable and Nontaxable Income, Internal Revenue Service. https://www.irs.gov/pub/irs-pdf/p525.pdf
- 26 U.S.C. § 7702A, Modified Endowment Contract Defined, Legal Information Institute, Cornell Law School. https://www.law.cornell.edu/uscode/text/26/7702A
- Topic No. 557, Additional Tax On Early Distributions From Traditional And Roth IRAs, Internal Revenue Service. https://www.irs.gov/taxtopics/tc557
- Notice 2025-67: 2026 Retirement Plan Limits And Roth IRA Phase-Out Ranges, Internal Revenue Service. https://www.irs.gov/pub/irs-drop/n-25-67.pdf
- Corporate-Owned Life Insurance (COLI): Insurance And Tax Issues (RL33414), Congressional Research Service. https://www.congress.gov/crs_external_products/RL/PDF/RL33414/RL33414.7.pdf
Education, not advice. This article explains general rules as of September 28, 2026. It is not tax, legal or investment advice, and it is not a recommendation of any product. Tax law changes and every situation is different; talk to your CPA or attorney before acting. Tyler Ostrovsky is a licensed insurance agent in California, not a CPA or attorney.


