A practical guide to understanding your retirement plan. Browse the 12 lessons, or use the expanded Ask RetireByPlan assistant within the Retirement Planner. The same verified help system is available here and in the Retirement Planner.
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TOPIC 1 OF 12
Getting Started: How Retirement Planning Works
Retirement planning is not about predicting the future
No retirement plan can tell you exactly what will happen.
We do not know what the stock market will return next year, what inflation will be 15 years from now, how tax laws may change, how long we will live, or precisely how much we will spend at age 85.
A useful retirement plan does something different. It takes what you know today, combines it with reasonable assumptions about the future, and asks:
Does my retirement plan appear financially resilient across a reasonable range of possible futures?
That distinction is fundamental to understanding RetireByPlan. The objective is not to produce one precise forecast and treat it as the answer. It is to understand how your financial plan behaves when circumstances are better or worse than expected.
Start with the retirement you are actually planning
A retirement plan begins with a relatively small number of important questions:
How much have you accumulated for retirement?
How much do you expect to spend?
How might that spending change as you get older?
What Social Security, pensions or other income will you receive?
What investment return and volatility are reasonable for the portfolio you intend to own?
How much might inflation increase your future expenses?
How will investment costs and taxes affect your resources?
Are there major future expenses or cash inflows that should be included?
How long should your retirement plan last?
Do you intend to leave a financial legacy?
Which assumptions and decisions have the greatest effect on your retirement outcome - and which matter less?
RetireByPlan turns those answers into your Base Case assumptions.
The assumptions do not need to predict the future perfectly. They need to be reasonable enough to provide a useful starting point.
Your Base Case is the starting point - not the answer
Your Base Case asks:
What happens if the assumptions I entered generally unfold as modeled?
It provides a central planning scenario. It can show how your portfolio, spending, retirement income and other cash flows interact over the course of retirement.
For example, suppose a household enters:
$2 million investment portfolio
$100,000 of first-year spending
5% expected annual investment return
3% inflation
Social Security beginning several years from now
30-year planning horizon
RetireByPlan can project how those assumptions interact over those 30 years.
But that projection does not mean the household will actually earn exactly 5% every year, experience exactly 3% inflation, or spend precisely the amounts projected. It is a planning scenario.
“In preparing for battle I have always found that plans are useless, but planning is indispensable.” — Dwight D. Eisenhower
The more important question is what happens when reality differs from that scenario - which it almost certainly will.
RetireByPlan looks at the same retirement from several perspectives
Base Case: Shows what happens if your central assumptions generally unfold as modeled. This is the starting point for understanding your retirement plan.
Base Case Sensitivity: Changes important assumptions to help you see which ones have the greatest effect on your retirement outcome. What happens if returns are lower? Inflation is higher? Spending increases? You live longer?
Stress Tests: Ask what happens under particularly difficult economic or market conditions. A plan that looks comfortable under average assumptions may look very different if poor returns or high inflation occur at an unfavorable time.
Monte Carlo: Examines many different possible sequences of investment returns rather than relying upon a single investment path. This helps illustrate uncertainty and the importance of when good and bad investment years occur.
Spending Capacity: Reverses the usual retirement-planning question. Instead of asking, 'Will my planned spending work?' it asks, 'Approximately how much spending could these resources support at a selected modeled funding threshold?'
Graphs & Tables: Let you look beneath the headline results and see how portfolio value, spending, income and other cash flows change over time.
Together, these provide different views of the same retirement plan.
Why several views are better than one
Consider two hypothetical retirement plans.
Plan A: Looks excellent in the Base Case, but relatively small changes in return or inflation cause the portfolio to run out of money. Difficult stress tests cause serious problems, and Monte Carlo results are weak.
Plan B: Has a somewhat lower projected ending portfolio in the Base Case, but remains adequately funded when returns are lower, inflation is higher, or difficult investment sequences occur.
Simply comparing the Base Case ending values could make Plan A appear stronger.
Looking at the plans from several perspectives might lead to a very different understanding. That is what we mean by resilience.
Your assumptions matter
A retirement model can be mathematically precise and still produce misleading results if its assumptions are unrealistic.
A common mistake is to adjust assumptions until the model produces the result you want - for example, increasing expected investment return until an otherwise underfunded retirement appears successful.
A better approach is the opposite:
Choose assumptions that reasonably represent the retirement and investment strategy you actually expect to follow, and then see what the model tells you.
If the results are not satisfactory, you can then investigate which things you might realistically change - spending, retirement timing, investment strategy, future income, part-time work, major expenses, or other decisions.
Do not confuse precision with certainty
RetireByPlan may display dollar amounts, percentages and projections with considerable numerical precision. That precision is useful for calculations and comparisons.
It should not be confused with certainty about the future.
A projected ending portfolio of $1.2 million does not mean that $1.2 million is what you will actually have available as a legacy and/or financial cushion at the end of the planning horizon. Similarly, a 90% Monte Carlo funding result does not mean there is exactly a 90% probability that your retirement will “succeed.” It means that, under the model’s assumptions about expected returns, volatility and other inputs, 90% of the simulated investment paths finished the specified planning horizon with money remaining.
These are outputs of a model based on assumptions.
Their value comes from helping you understand relationships, risks and financial flexibility - not from predicting an unknowable future with false precision.
Retirement planning is a process, not a one-time calculation
Your retirement plan should change as your life changes.
Investment markets move. Inflation changes. Spending evolves. Social Security begins. Mortgages get paid off. Tax laws change. You may move, downsize, help family members, travel more or less than expected, or experience other significant changes.
That means retirement planning should be revisited periodically.
You do not need to react to every market fluctuation. But periodically replacing old assumptions with current information can tell you whether your financial margin has increased, decreased or remained relatively stable.
The central idea to carry forward
TOPIC 2 OF 12
Understanding Your RetireByPlan Results
There is no single number that is “the answer”
RetireByPlan produces several different types of results because retirement planning involves several different questions. A Base Case projection, a sensitivity test, a stress test, a Monte Carlo result and a spending-capacity estimate are not competing answers. They are different ways of looking at the same retirement plan.
The most useful interpretation comes from reading those results together. A plan that looks strong from several perspectives generally gives you more information about its resilience than a plan that looks strong only under one set of assumptions.
Begin with the Plan Overview
Before interpreting results, confirm that RetireByPlan is analyzing the retirement you intended to model. The Plan Overview summarizes the assumptions that make up your current Base Case: your household and planning horizon, beginning portfolio, spending, retirement income, expected return and volatility, inflation, investment costs, tax assumptions and other planned cash flows.
If an important assumption is wrong, even a perfectly calculated result can be misleading. The Plan Overview is therefore a checkpoint, not a results page.
Base Case: What happens if your assumptions generally occur?
The Base Case is your central deterministic projection. It shows how your retirement plan develops if the assumptions you entered generally unfold as modeled.
Among other things, it helps you see whether the portfolio remains funded through the planning horizon, how spending and retirement income interact, and what financial cushion or legacy may remain at the end.
A favorable Base Case is useful, but it is only a starting point. Markets will not deliver the same return every year, inflation will vary, spending may change, and future events will differ from your assumptions.
Base Case Sensitivity: Which assumptions matter most?
Sensitivity analysis asks what happens when one important assumption changes while the others remain at the Base Case.
For example, how much does the result change if expected return is lower, volatility is higher, inflation is higher, spending increases, tax drag changes, or the planning horizon is longer?
This can help distinguish assumptions that materially affect the plan from assumptions that have relatively little effect within the tested range. It can also identify where a modest planning change might create a meaningful improvement in financial resilience.
Sensitivity analysis is not a prediction that any particular assumption will change. It is a way to understand the structure of your plan.
Stress Tests: What if conditions are much worse than expected?
Your Base Case asks what happens if your assumptions generally occur. Stress tests ask what happens if important parts of that expectation break down.
A stress test deliberately imposes difficult conditions, such as unusually poor investment returns, elevated inflation, or an adverse sequence of events. These scenarios are not forecasts. They are designed to expose vulnerabilities that may not be visible in the Base Case.
A plan does not necessarily need to look comfortable under every extreme scenario. The useful question is what breaks, how severely it breaks, and whether you would have realistic ways to respond.
Monte Carlo: How often does the plan remain funded across many return paths?
Monte Carlo analysis examines many possible investment paths using assumptions about expected return and volatility. The order and magnitude of good and bad investment years vary from one simulated path to another.
If RetireByPlan reports that 90% of modeled paths remain funded through the selected horizon, that does not mean there is exactly a 90% probability that your retirement will succeed. It means that 90% of the simulated paths, under the assumptions used by the model, finished the specified planning horizon with money remaining.
The result is therefore conditional on the assumptions. Changing expected return, volatility, spending, inflation, the planning horizon or other inputs can change the modeled funding percentage.
Topic 10 will examine Monte Carlo in much greater detail, including why sequence-of-returns risk matters and why the modeled funding percentage should not be interpreted as an actuarial promise.
Spending Capacity: Reverse the question
Most retirement planning begins with a spending amount and asks whether the portfolio can support it. Spending Capacity approaches the problem from the other direction.
It asks approximately how much spending the modeled resources could support at a selected funding threshold. This can help you understand whether your current spending is close to the model’s limit or whether the plan appears to contain substantial spending flexibility.
A higher modeled spending capacity is not a recommendation to spend that amount. You may prefer to preserve a larger cushion, leave a legacy, prepare for future healthcare or family needs, or simply maintain a larger margin for uncertainty.
Graphs & Tables: Look beneath the headline numbers
Headline results are useful, but they do not always explain why a result occurs. The Graphs & Tables section lets you examine how portfolio value, spending, retirement income and other cash flows evolve over the planning horizon.
For example, a plan may show a satisfactory ending balance while experiencing a period in which the portfolio becomes uncomfortably low. Or a future increase in Social Security, a spending reduction, a one-time expense or another cash flow may explain an inflection point that is not obvious from the headline result.
The detailed views are especially useful when a result surprises you. Rather than immediately changing an assumption, first look at the underlying path and cash flows to understand what caused it.
What does “funded” mean?
In RetireByPlan, a plan or simulated path that remains funded through the specified planning horizon has money remaining at the end of that horizon. This is a modeling definition, not a statement that every financial objective has been achieved.
Two funded plans can be very different. One may finish with only a small remaining cushion, while another may finish with substantial assets available for unexpected needs or a legacy. Likewise, a plan that becomes depleted very near the end of a long horizon may represent a different planning concern from one that depletes much earlier.
That is why the funding result should be considered together with ending balances, the timing of depletion when it occurs, spending capacity, stress results and your own objectives.
Look for a consistent story across the results
The most useful question is not whether every screen produces an ideal result. Instead, ask whether the different analyses tell a broadly consistent story about the plan.
For example, a retirement plan may have a healthy Base Case, remain reasonably resilient when important assumptions are changed, withstand difficult stress scenarios without severe early depletion, show a strong proportion of funded Monte Carlo paths, and have spending capacity above current spending. Taken together, those results provide a much richer picture than any one result alone.
Conversely, a strong Base Case combined with weak sensitivity, stress and Monte Carlo results may indicate that the plan depends heavily on favorable assumptions.
Results should lead to questions, not automatic decisions
RetireByPlan is intended to help you identify the questions that deserve attention. If a result looks weak, the next step is not necessarily to cut spending, change investments or make another immediate decision.
Instead, ask why the result is weak. Is the plan especially sensitive to inflation? Does a long planning horizon create the pressure? Is spending high relative to the portfolio? Is a difficult early sequence of returns the main risk? Would future retirement income materially improve the picture? Is a legacy goal consuming financial capacity that you intentionally want to preserve?
Once you understand the cause, you can evaluate realistic responses such as changing spending, working longer or part-time, changing the timing of retirement income, modifying investment risk, revisiting major future expenses, or accepting a smaller or larger legacy objective.
The central idea to carry forward
TOPIC 3 OF 12
Inflation & Spending
Spending is one of the most important assumptions in a retirement plan
Investment returns receive a great deal of attention, but retirement spending is just as important. Your portfolio exists, in large part, to support the life you want to live. A useful retirement plan therefore needs a reasonable estimate of what that life costs today and how those costs may change over time.
In RetireByPlan, starting annual spending is the foundation for future spending. The model then applies your inflation assumption and any spending adjustments or one-time cash flows you enter.
Because retirement can last several decades, even modest differences in starting spending or inflation can compound into large differences in the amount the portfolio must ultimately support.
Begin with a realistic current spending number
Your starting spending estimate should represent the recurring household spending that you expect your retirement resources to support. A budget can help establish this number, but the goal is not necessarily to account for every dollar with perfect precision.
Include recurring expenses that are meaningful to your retirement lifestyle: housing, food, utilities, transportation, travel, insurance, healthcare, taxes that are part of household spending, gifts and other regular personal expenses.
Healthcare deserves particular attention. Medicare premiums and any applicable income-related Medicare surcharges (IRMAA) are healthcare expenses and are best treated as part of spending or the healthcare budget. They should not be blended into RetireByPlan's Effective Annual Investment Tax Drag, which is intended to represent taxes that reduce investment returns.
Income taxes on Social Security, pensions and traditional retirement-account withdrawals are also conceptually different from investment tax drag. Those belong in retirement-income tax modeling.
Inflation changes the future cost of the same lifestyle
Inflation measures the general increase in prices over time. If your lifestyle costs $100,000 today, maintaining roughly the same purchasing power will generally require more nominal dollars in the future.
At 3% annual inflation, $100,000 of spending grows to about $134,000 after 10 years, about $181,000 after 20 years, and about $243,000 after 30 years.
That does not mean every expense will rise by exactly 3% each year. Some costs may rise faster, some more slowly, and some may fall or disappear. The inflation assumption is a planning simplification that allows the model to estimate how the purchasing power required to support your spending may change over time.
Nominal dollars and real purchasing power
Retirement projections can be confusing because future dollar amounts may look much larger than today's amounts even when they represent approximately the same purchasing power.
For example, at 3% inflation, spending of about $181,000 twenty years from now has roughly the same purchasing power as $100,000 today. The future number is larger in nominal dollars, but it is not necessarily a more expensive lifestyle in real terms.
This distinction also matters when looking at future portfolio values. A $1 million portfolio many years from now will generally purchase less than $1 million purchases today.
Inflation compounds - and small differences matter over long horizons
The effect of inflation becomes increasingly important as the planning horizon gets longer because inflation compounds.
For $100,000 of current annual spending, after 30 years approximately:
2% inflation produces about $181,000 of annual spending.
3% inflation produces about $243,000 of annual spending.
4% inflation produces about $324,000 of annual spending.
A one-percentage-point difference can therefore become meaningful over a multi-decade retirement. This is one reason RetireByPlan includes inflation in Base Case Sensitivity and examines difficult inflation environments in stress testing.
Your personal spending may not move exactly with CPI
A broad inflation index describes changes in prices across an economy. Your household has its own mix of expenses, and that mix may change as you age.
Some retirees may spend more on travel and activities early in retirement and less later. Housing costs may decline after a mortgage is paid off or after downsizing. Healthcare costs may rise. Family support, charitable giving or other discretionary spending may change. A surviving spouse may spend less than the couple spent together, but not necessarily half as much because many household costs are fixed.
For that reason, simply applying one inflation rate forever may not capture every expected change in your spending. RetireByPlan allows planned percentage spending adjustments to begin at selected ages or years so that known or anticipated lifestyle changes can be modeled separately from general inflation.
Recurring spending changes and one-time cash flows are different
A permanent spending change should generally be modeled differently from a one-time expense or receipt.
For example, paying off a mortgage may permanently reduce annual spending. Downsizing could reduce ongoing housing expenses. A decision to travel less later in retirement could reduce discretionary spending. These are examples of recurring spending changes.
By contrast, buying a car, paying for a major home renovation, helping a child with a home purchase, receiving an inheritance, or receiving net proceeds from a home sale may be better represented as one-time cash flows.
Separating recurring changes from one-time events makes the projection easier to understand and avoids artificially increasing or decreasing spending in every subsequent year.
Housing is an important example
The free RetireByPlan Retirement Planner does not separately forecast the future market value of your personal residence. Instead, housing decisions can be reflected through the cash-flow tools already in the planner.
For example, a future downsize can be represented with a one-time net cash inflow or outflow and, if appropriate, a change in ongoing spending. A mortgage payoff can be represented through a spending reduction beginning when the mortgage ends. An upsize can similarly be reflected through the appropriate one-time cash requirement and change in ongoing expenses.
Spending flexibility can be a financial asset
Not all retirement spending is equally inflexible. Basic housing, food, insurance and healthcare costs may be difficult to reduce quickly. Travel, gifts, major purchases and some discretionary spending may be easier to postpone or reduce during difficult periods.
That flexibility can matter when markets perform poorly. A household able and willing to temporarily reduce discretionary spending may have more options than one whose entire budget is fixed.
RetireByPlan's current spending input does not attempt to classify every dollar as essential or discretionary. But when interpreting stress tests, Monte Carlo results and Spending Capacity, it is useful to remember that the ability to adjust spending can itself be an important source of resilience.
Do not automatically assume spending falls dramatically with age
It is tempting to assume that retirement spending will naturally decline as people get older. That may happen for some categories, but it should not be treated as certain.
Travel and entertainment may decline, while healthcare, caregiving, home assistance or other expenses may increase. Some fixed household expenses remain even when activity levels change.
If you expect spending to decline at a particular age, RetireByPlan can model that assumption. But it is generally better to make the reduction explicit than to quietly build an optimistic spending decline into the inflation assumption.
How to choose an inflation assumption
There is no single inflation assumption that will be correct for every retirement. The purpose is to choose a reasonable long-term planning assumption and then test how dependent your plan is on that assumption.
Rather than trying to predict inflation precisely, consider whether your Base Case assumption is reasonable for long-term planning and then use Base Case Sensitivity and Stress Tests to see what happens if inflation is materially higher.
A plan that remains resilient when inflation is somewhat higher than expected provides different information from one that works only if inflation remains unusually low.
Spending Capacity provides another perspective
Your planned spending answers the question, "Can my resources support the retirement lifestyle I intend to have?" Spending Capacity reverses the question and estimates how much spending the modeled resources could support at a selected funding threshold.
The difference between current planned spending and modeled spending capacity can help illustrate financial margin. But spending capacity is not a recommendation to increase spending to the maximum modeled amount.
You may intentionally prefer a larger cushion for uncertainty, future healthcare costs, family needs, charitable goals or a financial legacy.
The central idea to carry forward
TOPIC 4 OF 12
Social Security & Other Retirement Income
Retirement income changes how much your portfolio must provide
Retirement spending does not necessarily have to come entirely from investments. Social Security, pensions, annuities, earned income and other recurring income can reduce the amount that must be withdrawn from the portfolio.
That makes both the amount and the timing of retirement income important. Two households with identical portfolios and identical spending can have very different retirement outcomes if one receives substantially more reliable outside income.
RetireByPlan models retirement income alongside spending so you can see how those cash flows interact over the planning horizon.
Social Security is more than a monthly benefit amount
When entering Social Security, the important questions are not only how much you expect to receive, but also when the benefit begins and how it changes over time.
A benefit that starts later leaves the portfolio supporting more spending in the earlier years, but the later benefit may be larger. A benefit that starts earlier begins supporting spending sooner, but may provide a smaller annual amount thereafter.
RetireByPlan is not intended to determine your optimal Social Security claiming age. Instead, it lets you model the claiming decision you expect to make and see how that decision interacts with the rest of your retirement plan. Enter the estimated annual benefit in today’s dollars; RetireByPlan then applies the modeled inflation rate through the claiming age and continues inflation adjustments after benefits begin.
Model each spouse separately when appropriate
For a couple, Social Security benefits may begin at different ages and may be different amounts. RetireByPlan therefore allows benefits for the user and spouse to be modeled separately.
This matters because household retirement income can change as each benefit begins. It also matters later in retirement because the household's income and spending may change after the death of one spouse.
The Planner uses the ages, life expectancies, Social Security assumptions and survivor-spending assumptions you enter to represent these changes in a simplified planning framework.
Social Security benefits are generally inflation-adjusted
Social Security has an important characteristic that many other retirement-income sources do not: benefits are generally adjusted over time through cost-of-living adjustments. In RetireByPlan, the Social Security input is expressed in today’s dollars so the benefit can remain economically consistent when different inflation assumptions or stress scenarios are tested.
RetireByPlan increases the entered today’s-dollar benefit by modeled inflation from the beginning of the plan through the claiming age and continues doing so after benefits begin. For example, if a 65-year-old enters a $35,000 age-70 benefit in today’s dollars and the model assumes 3% inflation, the modeled age-70 nominal benefit is about $40,575. If a different inflation path is tested, the modeled nominal Social Security benefit changes with that path.
When interpreting a long-term retirement plan, distinguish inflation-adjusted income from income that remains fixed in nominal dollars.
Pensions and annuities require careful assumptions
Pensions and annuities can provide valuable recurring income, but their terms vary. Some payments are fixed for life. Some include inflation adjustments. Some end at the user's death, some at the spouse's death, some at the last death, and others end at a specified age.
In RetireByPlan, enter each pension or annuity as the nominal annual payment expected at the age payments begin—not in today’s dollars. For example, if an annuity will pay $35,000 per year beginning at age 70, enter $35,000 even if age 70 is several years away.
By default, RetireByPlan keeps that payment fixed in nominal dollars. If the pension or annuity is expected to rise with inflation, select “Inflation-adjust payments after they begin.” The first payment remains exactly the amount entered; modeled inflation adjustments begin only after payments start. With a $35,000 payment beginning at age 70 and 3% modeled inflation, an inflation-adjusted stream would be $35,000 at age 70, $36,050 at age 71, and about $37,132 at age 72.
Working years and the transition into retirement
RetireByPlan can begin its projections while you are still employed. The starting investment portfolio represents assets you have today, not an estimated balance at your retirement date. The Planner then models employment income, household spending, and other cash flows during the remaining working years as well as during retirement.
Enter each person’s expected employment income and retirement age separately. In a two-person household, one spouse may stop working while the other continues earning income. As each person retires, that person’s employment income ends in the model, while the other person’s income may continue. The retirement age marks the transition: regular employment income is modeled before that age, not in the year that age is reached.
For employment income, review whether the amount should remain fixed in nominal dollars or increase with modeled inflation during the working years. This choice can meaningfully affect projected savings, taxes, and the portfolio balance at retirement.
Working-year income may help cover spending and taxes and, when there is a modeled surplus, increase invested assets. If spending and other outflows exceed available income, the difference may require portfolio withdrawals even before retirement. These pre-retirement changes can affect the portfolio available to support later retirement spending.
Income after full-time employment
Consulting, part-time work, business income, or other earned income may continue after regular employment ends. These should be modeled as separate income streams with realistic start and end ages, rather than extending full-time employment income beyond the expected retirement date.
The Planner also distinguishes taxes on employment income during working years from the simplified effective retirement income-tax assumptions. Review these assumptions carefully when employment income changes or when spouses retire at different times.
Timing matters because portfolio withdrawals fill the gap
A useful way to think about retirement cash flow is that spending creates a need, retirement income covers part of that need, and the investment portfolio generally supplies the remaining amount.
For example, suppose a household spends $120,000 in a year and receives $50,000 of after-tax retirement income available for spending. In a simplified illustration, approximately $70,000 would still need to come from other resources.
If a new pension or Social Security benefit begins later, the portfolio may need to provide more before that date and less afterward. This is why the Graphs & Tables section can be useful: it lets you see when income streams begin and how portfolio withdrawals respond.
Taxes matter - but keep the tax concepts separate
Different retirement-income sources can have different income-tax treatment. Social Security may be partly taxable depending on the household's circumstances. Traditional pension income is commonly taxable. Withdrawals from traditional tax-deferred retirement accounts are generally taxable as ordinary income, while qualified Roth withdrawals are generally tax-free.
The free Retirement Planner uses simplified tax assumptions rather than attempting to reproduce a complete future federal and state tax return for every year.
This is also why retirement-income taxes should not be confused with Effective Annual Investment Tax Drag. Investment tax drag is intended to represent taxes that reduce investment returns. Income taxes associated with Social Security, pensions and other retirement income are a different modeling concept.
Medicare IRMAA is not investment tax drag
Some retirees pay higher Medicare Part B and Part D premiums because of income-related monthly adjustment amounts, commonly called IRMAA. Those additional Medicare premiums are healthcare expenses, not taxes on investment returns.
For the current free Retirement Planner, expected Medicare premiums - including any IRMAA you reasonably expect - should therefore be reflected in retirement spending rather than in Effective Annual Investment Tax Drag.
Income decisions can still affect IRMAA. For example, a large Roth conversion can increase modified adjusted gross income and potentially increase future Medicare premiums. That interaction belongs in more detailed tax and Roth-conversion planning rather than being hidden inside investment tax drag.
Lifetime value can help put recurring income in perspective
A monthly or annual benefit can be difficult to compare with a large investment portfolio. RetireByPlan therefore provides present-value information for certain lifetime income streams in the Base Case results.
Present value translates a stream of future payments into an equivalent value measured in today's dollars under the model's assumptions. It does not mean that you have that amount available to invest today, nor does it mean the income stream can necessarily be sold for that amount.
It is simply another way to understand the economic importance of recurring retirement income within the plan.
Guaranteed income and portfolio assets play different roles
An investment portfolio provides flexibility, liquidity and the possibility of growth and legacy. Social Security, pensions and annuities may provide more predictable lifetime cash flow but generally offer less access to principal.
Neither should automatically be viewed as superior. They perform different functions in a retirement plan.
A household with substantial reliable retirement income may be less dependent on portfolio withdrawals for essential spending. Another household may prefer greater liquidity and rely more heavily on investments. RetireByPlan is intended to show how the combination you actually have or expect to have affects the plan.
Use realistic income assumptions rather than optimistic ones
Retirement income should be modeled using amounts and start dates you reasonably expect to receive. If an income stream is uncertain, it may be useful to test the plan both with and without it or use a conservative estimate.
Be particularly careful about assuming future earned income that depends on continued work, business income that may fluctuate, or payments that are not contractually guaranteed.
As with investment return and inflation, the goal is not to choose an income assumption because it makes the plan work. The goal is to describe the retirement you reasonably expect and then test how resilient it is if reality differs.
The central idea to carry forward
TOPIC 5 OF 12
Investment Returns & Volatility
Why this matters. Investment return is one of the most powerful assumptions in a retirement plan, but return by itself does not describe investment risk. Two portfolios can have the same expected return and very different volatility. RetireByPlan uses both assumptions because retirement outcomes depend not only on how much a portfolio is expected to earn, but also on how unevenly those returns may arrive.
Expected Return: Your Long-Term Planning Assumption
Annual Return is the portfolio's expected annual investment return before the investment costs and taxes that RetireByPlan models separately. It is a long-term planning assumption, not a prediction that the portfolio will earn that exact percentage every year.
The assumption should reflect the portfolio you actually expect to hold. A conservative portfolio and an aggressive stock-heavy portfolio generally should not be modeled with the same expected return. The goal is not to select the highest plausible number; it is to use a reasonable long-term expectation that is consistent with the investment strategy.
Volatility: How Much Returns May Vary
Annual Volatility measures how widely investment returns can vary around the expected return. Higher volatility means a wider range of potential annual outcomes. Lower volatility means returns are expected to cluster more closely around the average.
Volatility is not the same as permanent loss. Markets can decline and later recover. But volatility matters in retirement because withdrawals may occur during weak markets and because uneven returns do not compound the same way as a perfectly smooth return.
Why Volatility Affects Compound Growth
Consider a simple example. If $100 rises 20% in one year, it becomes $120. If it then falls 20%, it ends at $96. The arithmetic average of +20% and -20% is 0%, but the investor has lost 4% over the two years.
This illustrates why a volatile series of returns generally compounds at a lower rate than its arithmetic average. The effect is often called volatility drag. As volatility increases, the difference between the arithmetic expected return and the compound growth rate generally becomes more important.
How RetireByPlan Uses Return & Volatility
RetireByPlan uses the same return and volatility assumptions in different ways depending on the analysis being performed.
In the Base Case, the planner creates a deterministic central planning path using a volatility-adjusted return calculation. It does not simply compound the portfolio at the entered Annual Return as though that return occurred smoothly every year.
Monte Carlo analysis uses the assumptions to create many different investment paths. Some paths experience strong returns early, others weak returns early, and others a mixture of gains and losses. This allows the planner to examine a distribution of potential retirement outcomes rather than a single path.
Stress Tests serve another purpose: they examine the plan under specifically defined adverse environments. Base Case, Sensitivity, Stress Tests, and Monte Carlo therefore answer different—but complementary—questions.
Return and Volatility Should Be Evaluated Together
A higher expected return can improve a retirement projection, but higher-return portfolios may also carry greater volatility. That additional variability can widen the range of outcomes and increase the importance of when gains and losses occur while the portfolio is supporting withdrawals.
This is the connection to sequence-of-returns risk: losses early in retirement can be more damaging than identical losses occurring much later because withdrawals after a decline leave fewer assets available to participate in a recovery. Topic 8 explores sequence-of-returns risk in depth.
Keep Investment Costs and Taxes Separate
Do not reduce the Annual Return input for costs that RetireByPlan models separately. Investment fund expenses, advisor fees, and Effective Annual Investment Tax Drag are separate assumptions. Keeping them separate makes the analysis easier to understand and helps avoid double-counting.
Effective Annual Investment Tax Drag represents the estimated annual reduction in portfolio investment returns caused by taxes. It is not your marginal tax rate or your overall effective income-tax rate.
The amount of investment tax drag can depend significantly on where investments are held. Assets in taxable accounts may generate current taxes, while investments held in tax-deferred accounts generally defer taxation until money is withdrawn, and qualified Roth accounts generally do not create current investment tax drag.
Within taxable accounts, tax drag also depends on what the portfolio owns and how its returns are generated. Interest, qualified and non-qualified dividends, realized short- and long-term capital gains, and tax-exempt income can receive different tax treatment. Municipal-bond interest may be exempt from federal income tax and, in some circumstances, state income tax.
U.S. Treasury interest is generally subject to federal income tax but exempt from state and local income taxes. Certain federal agency or government-sponsored enterprise obligations can receive similar state and local tax exemptions. Examples include qualifying Federal Home Loan Bank and Federal Farm Credit System obligations. Tax treatment depends on the specific security and applicable law, so an agency label by itself should not be assumed to determine the result.
Portfolio turnover and the timing of capital-gain realization can matter as well. A tax-efficient portfolio that realizes relatively few gains may experience substantially less annual tax drag than a portfolio with the same pretax return but more taxable distributions and realized gains.
This is why RetireByPlan uses the term Effective Annual Investment Tax Drag rather than simply “tax rate.” It is intended to represent the combined annual effect of the portfolio's account locations, investment types, tax characteristics, and realization patterns on investment returns.
It is also different from income taxes on Social Security, pensions, earned or other income, and traditional retirement-account withdrawals. Those are retirement-income tax considerations rather than annual investment tax drag.
Choosing and Testing Reasonable Assumptions
Historical returns and volatility can provide useful context, but they do not guarantee future results. Assumptions should be internally consistent with the portfolio allocation and reasonable for the planning horizon.
The Base Case Sensitivity Analysis is especially useful here. Lower the return assumption, raise volatility, or test other inputs while leaving the rest of the Base Case unchanged. If a modest change causes the projected result to deteriorate sharply, that tells you the plan is more dependent on that assumption.
Avoid solving a projected retirement shortfall merely by increasing expected return or reducing assumed volatility. If the plan works only under unusually favorable investment assumptions, that dependence is itself an important planning result.
Using Portfolio Construction to Inform Your Assumptions
Choosing an expected return and volatility for a retirement plan can be difficult because the two assumptions are connected. A portfolio's expected risk and return depend on how it is allocated among different investments—not simply on how much is invested in stocks versus bonds.
Combining asset classes whose returns do not always move together can potentially reduce overall portfolio volatility without reducing expected return by the same amount. This is one of the fundamental benefits of diversification.
RetireByPlan's Adaptive Retirement Portfolio Allocator (ARP Allocator) is designed to help you explore this relationship. It evaluates different combinations of asset classes and their expected returns, volatility, and correlations to help you understand the risk-and-return characteristics of different portfolio structures.
The ARP Allocator does not determine which portfolio you should own or predict future investment returns. Instead, it can help you explore alternatives and develop more informed assumptions about the expected return and volatility of a portfolio you are considering. You can then bring those assumptions back to the Retirement Planner and test how they affect your retirement plan.
A useful RetireByPlan workflow is: explore portfolio structure in the ARP Allocator → develop reasonable return and volatility assumptions → enter those assumptions in the Retirement Planner → test them using Base Case Sensitivity, Stress Tests, and Monte Carlo.
TOPIC 6 OF 12
Sequence-of-Returns Risk
Why this matters. Two retirement portfolios can earn the same long-term average return and still produce very different outcomes. Once withdrawals begin, the order in which good and bad returns occur can matter almost as much as the average return itself.
The Order of Returns Matters Once You Are Withdrawing
Before retirement, when a portfolio is receiving contributions, poor early returns may even create an opportunity for later contributions to buy investments at lower prices. With no contributions or withdrawals, however, the order of the same annual returns has no effect on the ending value. Once withdrawals begin, the sequence can have the opposite effect: poor early returns may force withdrawals from a depressed portfolio, leaving less invested for a recovery.
Those assets are then no longer present to participate fully in a later recovery. This interaction between investment losses and withdrawals is the essence of sequence-of-returns risk.
Volatility Drag Before Withdrawals
First, imagine that three investors each start with $1,000,000 and make no contributions or withdrawals for 25 years. Jill and Frank experience the exact same 25 annual returns, but in reverse order. Their returns average 6% arithmetically and compound at approximately 4.67% annually. The Steady Base Case earns 6% every year. CAGR (compound annual growth rate) is the single constant annual return that would produce the same ending value as the actual sequence of returns, assuming no cash flows. It is the geometric average return and captures the effect of compounding; the arithmetic average simply adds the annual returns and divides by the number of years.
25-year result: no cash flows
Jill
Frank
Steady Base Case
Annual arithmetic average
6.00%
6.00%
6.00%
Geometric return (CAGR)
4.67%
4.67%
6.00%
Ending portfolio balance
$3.13 million
$3.13 million
$4.29 million
With no cash flows, reversing the same returns cannot change the ending balance: Jill and Frank both finish with about $3.13 million. The steady 6% portfolio finishes with about $4.29 million, or approximately $1,161,637 more. This gap illustrates volatility drag: the variable returns average 6% but compound at only 4.67%, a difference of about 1.33 percentage points a year. This is not a fee or an additional deduction; it is the mathematical effect of compounding fluctuating returns. We refer to this mathematical effect as volatility drag.
Same Returns, Different Order, Different Retirement Result
A Simple Example
Now assume each retiree starts with $1,000,000 at age 65 and withdraws $50,000 at the end of the first year (age 66). Withdrawals then increase 3% each year to reflect inflation. Annual investment returns occur before each year-end withdrawal. Taxes and fees are excluded. Once a portfolio is depleted, its balance remains zero; later scheduled spending is no longer funded by that portfolio.
Jill receives the 25 variable annual returns in the order shown below, with stronger returns early. Frank receives the exact same returns in reverse order, with weaker returns early. The Steady Base Case receives 6% every year. All three have a 6% arithmetic average annual return, but only Jill and Frank experience volatility.
25-year comparison: annual returns, inflation-adjusted withdrawals, and year-end balances
Age
Withdrawal
Jill return
Jill balance
Frank return
Frank balance
Steady 6% balance
66
$50,000
+4%
$990,000
-26%
$690,000
$1,010,000
67
$51,500
+19%
$1,126,600
-15%
$535,000
$1,019,100
68
$53,045
+29%
$1,400,269
-11%
$423,105
$1,027,201
69
$54,636
-6%
$1,261,617
+15%
$431,934
$1,034,197
70
$56,275
+19%
$1,445,048
+20%
$462,046
$1,039,973
71
$57,964
+18%
$1,647,193
+4%
$422,564
$1,044,408
72
$59,703
+22%
$1,949,873
-17%
$291,025
$1,047,370
73
$61,494
+8%
$2,044,369
+7%
$249,904
$1,048,718
74
$63,339
+15%
$2,287,686
+5%
$199,060
$1,048,303
75
$65,239
+22%
$2,725,738
+23%
$179,605
$1,045,962
76
$67,196
+21%
$3,230,948
+13%
$135,758
$1,041,524
77
$69,212
-27%
$2,289,380
+4%
$71,977
$1,034,804
78
$71,288
-16%
$1,851,791
-16%
$0
$1,025,604
79
$73,427
+4%
$1,852,436
-27%
$0
$1,013,714
80
$75,629
+13%
$2,017,623
+21%
$0
$998,907
81
$77,898
+23%
$2,403,778
+22%
$0
$980,943
82
$80,235
+5%
$2,443,732
+15%
$0
$959,564
83
$82,642
+7%
$2,532,151
+8%
$0
$934,496
84
$85,122
-17%
$2,016,564
+22%
$0
$905,444
85
$87,675
+4%
$2,009,551
+18%
$0
$872,095
86
$90,306
+20%
$2,321,155
+19%
$0
$834,115
87
$93,015
+15%
$2,576,314
-6%
$0
$791,147
88
$95,805
-11%
$2,197,114
+29%
$0
$742,811
89
$98,679
-15%
$1,768,868
+19%
$0
$688,700
90
$101,640
-26%
$1,207,322
+4%
$0
$628,383
Arithmetic average return
Arithmetic average return
6.00%
6.00%
6.00%
Geometric return (CAGR)
Geometric return (CAGR)
4.67%
4.67%
6.00%
Annualized volatility
Annualized volatility
16.08%
16.08%
0.00%
Ending balance at age 90
Ending balance at age 90
$1,207,322
$0
$628,383
Note: Annualized volatility is the population standard deviation of these 25 annual returns. The arithmetic average, CAGR, and volatility summarize the full return sequences, including years after Frank’s portfolio is depleted; CAGR is not the growth rate of a portfolio balance after withdrawals. Amounts are rounded for display; calculations use unrounded values.
Jill finishes with $1,207,322. Frank’s portfolio is depleted at age 78, even though he receives the same 25 returns as Jill, simply in reverse order. The steady 6% portfolio finishes with $628,383. Jill and Frank have identical 6.00% arithmetic averages, 4.67% CAGRs, and 16.08% annualized volatility. The dramatic difference between their retirement outcomes is sequence-of-returns risk.
The comparison also shows why a fixed 6% return is not equivalent to an unpredictable sequence with a 6% arithmetic average. Fluctuations reduce the compounded return by about 1.33 percentage points a year in this example. Withdrawals can then magnify the damage when weak returns arrive early. These are related but distinct risks: volatility drag affects compounded growth; sequence risk affects the results when cash flows interact with the order of returns.
The Early Retirement Years Can Be Especially Important
Losses near the beginning of retirement can be particularly damaging because the portfolio must still support many years of future spending. A severe decline combined with withdrawals can permanently reduce the capital base from which future returns compound.
This does not mean that later losses are harmless. But an early adverse sequence can create a path that is difficult to reverse even if long-term average returns eventually look reasonable.
Inflation Can Make a Bad Sequence Worse
Sequence risk can become more difficult when poor investment returns coincide with high inflation. Falling asset values reduce the portfolio while rising prices increase the dollars needed to maintain the same lifestyle.
This combination is one reason retirement planning should not examine investment returns and inflation independently. A period of weak markets and elevated inflation can place much greater pressure on withdrawals than either condition alone.
Spending Flexibility Can Help
A retiree who can temporarily reduce discretionary spending after a major market decline may need to sell fewer assets at depressed prices. Even modest spending flexibility can sometimes preserve more capital for a later recovery.
That does not mean retirees should plan on large lifestyle cuts whenever markets fall. Rather, it illustrates why the relationship between essential spending, discretionary spending, and portfolio withdrawals can affect retirement resilience.
Portfolio Structure Also Affects Sequence Risk
A portfolio's expected return is only part of the story. Volatility, diversification, correlations among asset classes, and the size of potential drawdowns can affect how severely an adverse sequence damages the portfolio.
A portfolio with a somewhat lower expected return but meaningfully lower volatility or smaller drawdowns may sometimes support retirement spending more reliably than a higher-return portfolio with substantially greater fluctuations. The appropriate tradeoff depends on the overall retirement plan, not on return alone.
As discussed in Topic 5, RetireByPlan's Adaptive Retirement Portfolio Allocator (ARP Allocator) is intended to help users explore how different portfolio structures may affect expected return and volatility. Those assumptions can then be tested in the Retirement Planner.
Why a Straight-Line Projection Is Not Enough
A Base Case projection is useful because it shows what happens if the planning assumptions occur in an orderly way. But actual markets do not deliver the same return every year. A plan that looks well funded under a smooth return assumption can still be vulnerable to an unfavorable sequence.
That is why RetireByPlan does not stop with the Base Case. The next layers of analysis examine the plan under specific adverse environments and across many different possible return paths.
How RetireByPlan Tests Sequence Risk
RetireByPlan approaches uncertainty in several complementary ways. Stress Tests examine specific difficult environments and show how the plan responds when adverse conditions occur. Monte Carlo analysis evaluates many different modeled return paths, allowing the timing and magnitude of returns to vary. Spending Capacity then asks how much spending the plan may be able to support at a selected level of modeled funding confidence.
These tools do not predict the future. Their purpose is to expose vulnerabilities that a single average-return projection can hide and to help users understand how much margin exists in the plan.
How Is This Information Useful in My Retirement Planning?
The goal is not to eliminate sequence risk; no retirement portfolio can eliminate uncertainty. Instead, use the analysis to understand how dependent the plan is on favorable early returns and what levers could improve resilience.
The RetireByPlan tools help turn these insights into decisions. The Budgeter helps distinguish essential spending from expenses that could be adjusted during difficult markets. The ARP Allocator helps users explore the tradeoffs among expected return, volatility, and diversification. The Retirement Planner then brings those assumptions together to test retirement timing, one-time cash flows, spending adjustments, and financial cushion under Base Case, Stress Test, Monte Carlo, and Spending Capacity analyses. The goal is not a single prescribed answer, but a clearer understanding of the choices available and their potential consequences.
TOPIC 7 OF 12
Understanding Stress Tests
Why this matters. A retirement plan can look comfortable under normal assumptions but become strained when investments decline, inflation rises, or unfavorable conditions arrive early. Stress testing helps you see where the plan is vulnerable—and how much flexibility it may need.
A Base Case Is a Starting Point, Not a Forecast
The Base Case shows the results of the assumptions you entered for spending, investment returns, inflation, income, and other cash flows. It is useful for understanding how the pieces of a retirement plan fit together. But it does not tell you what happens when the economy follows a much less favorable path.
A stress test deliberately changes selected assumptions or imposes a difficult sequence of returns and inflation. It then calculates how your plan would respond. Stress testing does not say that any particular crisis will occur.
What RetireByPlan Stress Tests Examine
The Retirement Planner includes several types of deterministic stress tests. “Deterministic” means the model follows a specified scenario rather than drawing thousands of random possible futures.
Scenario
What it helps illustrate
Lost Decade
Prolonged weak investment returns and/or high inflation during the first 10 years, followed by a return to your Base Case assumptions for the remaining planning horizon.
Mild / Severe Poor Start
Illustrative five-year sequences that place unfavorable returns near the beginning of the plan.
Depression Early Years (1928–1932)
A historical five-year return and inflation environment.
Depression Later Years (1937–1941)
A different historical five-year return and inflation environment.
High Inflation (1977–1981)
The combined effects of historical investment returns and elevated inflation.
Pandemic (2020–2024)
A more recent five-year historical return and inflation sequence.
Historical data source: Aswath Damodaran, NYU Stern, historical annual returns for U.S. stocks (including dividends), 10-year Treasury bonds, 3-month Treasury bills, gold, and inflation. Historical data are illustrative and are not forecasts.
For historical scenarios, the Planner uses historical annual asset returns and inflation. You can select a portfolio mix or enter custom weights for stocks, 10-year Treasuries, gold, and Treasury bills. The chosen allocation determines the modeled annual portfolio returns; historical inflation remains the same. These are illustrative portfolios, not a reconstruction of your exact holdings. Each historical scenario applies its five-year return and inflation sequence before returning to your Base Case assumptions for the remaining planning horizon. The Lost Decade instead applies its selected assumptions for 10 years before returning to the Base Case.
How to Read the Results
The Planner reports the five-year gross return CAGR, the after-tax and investment-cost return CAGR, and the five-year inflation CAGR for relevant scenarios. CAGR means compound annual growth rate: the constant annual rate that would produce the same cumulative result over the specified period. The gross investment-return CAGR is nominal; the inflation CAGR separately describes the change in the price level. These are investment and inflation statistics—not the growth rate of a portfolio after withdrawals.
The Planner reports the five-year gross return CAGR, the after-tax and investment-cost return CAGR, and the five-year inflation CAGR for relevant scenarios. CAGR means compound annual growth rate: the constant annual rate equivalent to the cumulative result over the period. These are investment and inflation statistics—not the growth rate of a portfolio after withdrawals.
The selected five-year path also shows annual portfolio returns, inflation, spending, and portfolio balances. Historical scenarios apply their five-year sequence first and then revert to the normal Base Case assumptions. The Lost Decade uses its selected assumptions for 10 years before reverting to the Base Case methodology.
Why Inflation Can Change the Story
Inflation affects more than the cost of groceries. It changes the future dollar amounts needed to maintain spending and may change inflation-linked Social Security benefits. A period of deflation can have the opposite effect. This means a scenario with weak nominal investment returns does not always produce the lowest nominal ending balance. Look at both investment returns and inflation before drawing conclusions.
What Stress Tests Cannot Tell You
Stress Tests and Monte Carlo answer different questions. Stress Tests examine identifiable adverse conditions. Monte Carlo examines many modeled investment-return paths based on your Base Case expected-return assumptions, estimated annual return volatility, and inflation assumptions, and summarizes the range and frequency of retirement outcomes under those modeling assumptions. We will explore Monte Carlo in Topic 8.
Stress Tests and Monte Carlo answer different questions. Stress Tests examine identifiable adverse conditions. Monte Carlo examines many modeled return paths and summarizes the range and frequency of outcomes. We will explore Monte Carlo in Topic 8.
How Is This Information Useful in My Retirement Planning? These comparisons help you understand how your retirement plan might withstand a recurrence of difficult historical investment periods—or future periods with similarly unfavorable combinations of investment returns and inflation.
Use Stress Tests to ask practical questions: Could I withstand several poor investment years early in retirement? Would high inflation create a spending shortfall? Would changing retirement timing, planned one-time cash flows, or spending assumptions meaningfully improve resilience?
RetireByPlan’s Retirement Planner lets you explore those household-level choices and assess your financial cushion. The Budgeter is intended to help distinguish essential spending from spending that may be flexible, while the ARP Allocator is intended to help explore portfolio risk, diversification, and trade-offs. Together, these tools can help turn a stress-test result into a clearer understanding of the decisions available to you.
The goal is not to eliminate uncertainty. It is to build a plan you understand well enough to adjust when conditions change.
TOPIC 8 OF 12
Understanding Monte Carlo
Why This Matters
A Base Case follows one assumed path. Actual investment returns vary from year to year, and the order of those returns can affect how long retirement savings last. Monte Carlo explores many possible market paths to show a range of outcomes rather than a single forecast.
What Monte Carlo Does
RetireByPlan runs 1,500 modeled market scenarios using the plan's Base Case nominal investment-return and annual volatility assumptions. Each scenario has its own sequence of annual returns. Household spending, income, taxes, fees and other modeled cash flows interact with those returns to produce a different portfolio path. These are model-generated possibilities, not 1,500 predictions.
A basic idea from statistics helps explain the method. Many measurements in nature and everyday life cluster around a typical value, with fewer observations farther away. A normal distribution is a familiar bell-shaped model of that pattern. Its center represents an assumed average, while its standard deviation (volatility) describes how widely individual observations vary. For illustration, if the assumed average annual nominal return is 6% and annual volatility is 12%, a normal model places roughly two-thirds of annual returns between −6% and +18%, and about 95% between −18% and +30%. These ranges describe the model, not guaranteed market behavior.
Monte Carlo repeatedly draws annual returns from the assumed distribution and combines them into many different multi-year sequences. This is useful because the order of good and bad years matters when retirees are withdrawing money. The normal distribution is simple, understandable, and a reasonable first approximation for exploring uncertainty—not proof that financial markets follow a bell curve. Real investment returns can be skewed, show unusually large losses or gains, and change behavior during crises. Alternative models can capture some of those features, but also require assumptions that may be difficult to estimate reliably.
Reading the Funded-Paths Result
The optional portfolio-path visualization shows the same 1,500 scenarios used in the calculations. Paths that run out of money reveal depletion risk; paths ending with modest or substantial balances reveal the range of potential outcomes. Showing or hiding the graph does not change any calculations.
Understanding the 1,500 Paths
The optional portfolio-path visualization shows the same 1,500 scenarios used in the calculations. Paths that run out of money reveal depletion risk; paths ending with modest or substantial balances reveal the range of potential outcomes. Showing or hiding the graph does not change any calculations.
CAGR and Ending-Balance Percentiles
The Planner reports percentiles for full-horizon gross portfolio-return CAGR and for ending portfolio wealth. CAGR means compound annual growth rate—the constant annual rate equivalent to a series of annual returns. A portfolio's return CAGR is not the same as its account-balance growth rate when withdrawals or contributions occur. Ending-balance percentiles show the spread of modeled final wealth; they do not identify a guaranteed inheritance.
Why the Assumptions Matter
The result depends heavily on expected return, volatility, inflation, investment tax drag, investment costs, spending, Social Security and other income, and planning horizon. Changing an assumption can change the funded-path percentage. A precise-looking percentage is still conditional on the model and inputs.
Markets do not follow a known, stable distribution. A normal distribution is a practical modeling approximation, but it can understate unusually severe outcomes and does not fully capture prolonged inflation, changing correlations, tax-law changes or personal surprises. Monte Carlo should complement, not replace, the Base Case and historical or deterministic Stress Tests.
What Monte Carlo Does Not Capture Perfectly
Markets do not follow a known, stable distribution. Extreme events, prolonged inflation, changing correlations, tax-law changes and personal surprises may differ from the simulation assumptions. Monte Carlo should complement, not replace, the Base Case and historical or deterministic Stress Tests.
How Is This Information Useful in My Retirement Planning?
Compare your funded-path result with your spending cushion and the distribution of ending balances. Test whether more spending flexibility, different retirement timing, adjusted cash flows or a different portfolio risk level improves resilience. RetireByPlan's Budgeter can help examine flexible spending; the ARP Allocator is intended to help explore investment risk and diversification.
TOPIC 9 OF 12
Understanding Spending Capacity
Why This Matters
Knowing whether a retirement plan is funded is useful. Knowing how much spending the plan can support—and how much room remains above or below your current spending assumption—is often more useful for making retirement decisions.
Start with Current Spending
The Planner begins with the household spending assumptions you enter. Spending capacity is expressed as an estimated first-year annual spending amount, with later spending following the Planner's modeled inflation and spending rules. It is not necessarily the same as a constant nominal withdrawal.
Three Different Perspectives
RetireByPlan presents spending capacity through the Base Case, stress scenarios, and the 90% Monte Carlo measure. These answer different questions. The Base Case is a deterministic break-even-style planning lens; stressed results test selected adverse conditions; the 90% Monte Carlo measure searches for the starting spending amount that leaves at least 90% of the 1,500 modeled paths funded through the horizon.
Understanding the Spending Cushion
A spending cushion is the difference between a modeled spending-capacity amount and your current first-year spending. A positive cushion suggests room under that particular set of assumptions. A negative cushion suggests current spending exceeds the modeled threshold. Dollar and percentage cushions help make that difference easier to interpret.
A 90% Threshold Is Not a Safety Guarantee
The 90%-funded starting spending figure is conditional on the Monte Carlo model, inputs and horizon. It does not mean there is exactly a 10% chance of running out of money in the real world. Nor does it mean a household should automatically spend the full indicated amount.
What Can Change the Answer?
Investment returns, volatility, inflation, tax drag, fees, retirement timing, Social Security timing, pensions, longevity assumptions, and one-time cash flows can all influence capacity. Spending reductions or increases at specified ages also change the modeled path.
A Simple Interpretation Example
If a household enters $150,000 of first-year spending and a particular model view indicates $175,000 of spending capacity, the modeled cushion is $25,000, or about 16.7% of current spending. These figures are illustrative only—not results from a specific household plan.
How Is This Information Useful in My Retirement Planning?
Use spending capacity as a decision range, not a spending target. Compare the Base Case, stress and Monte Carlo views. Identify essential versus discretionary spending with the Budgeter, evaluate portfolio trade-offs with the ARP Allocator, and revisit the Retirement Planner when your circumstances change.
TOPIC 10 OF 12
Taxes & Effective Annual Investment Tax Drag
Why this matters. Taxes can reduce the portion of an investment return that remains available to compound. But the relevant number is usually not your marginal income-tax bracket. RetireByPlan uses Effective Annual Investment Tax Drag to represent the estimated annual reduction in portfolio investment returns caused by taxes.
Tax Drag Is Different From a Tax Rate
A tax rate tells you how a particular type of income may be taxed. Effective Annual Investment Tax Drag asks a different question: after considering where investments are held, what they earn, and when taxable income or gains are recognized, approximately how much do taxes reduce the portfolio's annual investment return?
For that reason, a household in a high marginal tax bracket can still have relatively modest annual investment tax drag if much of the portfolio is sheltered from current taxation or invested tax-efficiently. Conversely, a taxable portfolio producing substantial interest, non-qualified dividends, or frequently realized gains may experience greater annual drag.
Account Location Matters
The same investment can create different current tax consequences depending on the account in which it is held. Taxable accounts can generate current taxable interest, dividends, distributions, and realized gains. Traditional tax-deferred retirement accounts generally defer tax on internal investment activity until withdrawals occur; those withdrawals are generally taxed as ordinary income, subject to applicable rules and any after-tax basis. Qualified Roth accounts generally do not create current investment tax drag, and qualified withdrawals are generally tax-free.
This is why the percentage of the portfolio held in taxable, tax-deferred, and Roth accounts can materially affect an appropriate tax-drag assumption. Tax-deferred accounts can still carry a significant future income-tax liability. That future withdrawal tax is conceptually different from annual investment tax drag.
Account type can also affect legacy value. Traditional tax-deferred retirement accounts and Roth accounts can have very different consequences for beneficiaries. Traditional retirement-account distributions are generally taxable to beneficiaries as ordinary income, while qualified distributions from inherited Roth accounts are generally income-tax-free. Under current law, many non-spouse beneficiaries must fully distribute inherited traditional and Roth retirement accounts by the end of a 10-year period, although the timing requirements within that period can differ depending on the circumstances.
These differences can matter when evaluating Roth conversions, particularly when assets are unlikely to be needed for current spending and may ultimately become legacy assets. Roth assets may have an extended period to compound without current income taxation, including during an applicable inherited-account distribution period. Topic 7 — Roth Conversions & Tax Planning examines these tradeoffs in greater detail.
What the Taxable Portfolio Owns Matters Too
Within taxable accounts, different sources of return can receive different tax treatment. Ordinary interest and non-qualified dividends may be taxed differently from qualified dividends and long-term capital gains. Short-term gains can receive different treatment from long-term gains, and unrealized appreciation generally does not create the same current tax cost as a realized gain.
Municipal-bond interest may be exempt from federal income tax and, depending on the bond and the investor's state, may also receive state tax benefits. U.S. Treasury interest is generally subject to federal income tax but exempt from state and local income taxes. Certain federal agency or government-sponsored enterprise obligations can receive similar state and local exemptions; qualifying Federal Home Loan Bank and Federal Farm Credit System obligations are examples. The specific security and applicable tax law matter, so an agency label alone should not be treated as determining the tax result.
Realization, Turnover, and Tax Efficiency Matter
Capital appreciation does not necessarily create a current tax bill every year. Tax is generally affected by when gains are realized. A portfolio with low turnover and fewer realized gains may therefore experience less annual tax drag than a portfolio that frequently sells appreciated assets or distributes taxable gains.
Tax-loss harvesting, the timing of sales, and the mix between income and appreciation can also affect realized taxes. RetireByPlan's tax-drag input is intended to summarize these recurring effects at the portfolio level rather than model every individual security and transaction.
What Is Not Investment Tax Drag
RetireByPlan separates taxes generated by investment returns from taxes associated with retirement income. Income taxes on Social Security, pensions and annuities, earned or other income, and traditional retirement-account withdrawals are not part of Effective Annual Investment Tax Drag.
Roth conversions are also a separate tax-planning decision. A conversion can create current ordinary income tax and can affect other items such as Medicare income-related premiums, but that conversion tax is not annual investment tax drag. Topic 7 addresses Roth Conversions & Tax Planning.
Estimating a Reasonable Tax-Drag Assumption
A practical estimate starts with the portfolio's account mix and then considers the taxable portion in more detail. Ask how much is taxable versus tax-deferred or Roth; how much taxable return is expected from ordinary interest, qualified and non-qualified dividends, and realized gains; whether tax-exempt or state-tax-exempt securities are meaningful; and how much portfolio turnover or gain realization is expected.
The goal is not false precision. Effective Annual Investment Tax Drag is a planning estimate that converts many tax characteristics into one annual assumption. If the portfolio structure or asset location changes materially, the assumption should be reconsidered.
Tax drag can change over time. For example, a household with substantial assets in traditional tax-deferred retirement accounts might undertake a series of Roth conversions. The conversions can create significant current income-tax costs, but assets moved to Roth accounts generally no longer create current annual investment tax drag, and qualified Roth withdrawals are generally tax-free. If conversion taxes are paid from taxable assets, the household's taxable portfolio may also become smaller, potentially reducing future annual investment tax drag further.
When conversion taxes are paid from assets outside the retirement account, the conversion itself moves assets from the traditional account to the Roth rather than reducing those converted assets by the tax. The tax payment reduces other household assets, while the conversion also eliminates the corresponding traditional account's future ordinary-income tax exposure. Whether that tradeoff improves long-term after-tax wealth depends on many factors and is addressed more fully in Topic 7.
Because tax circumstances vary considerably, consider reviewing the tax-drag assumption with a qualified tax professional. A professional who understands your taxable, tax-deferred, and Roth assets—and how those balances, holdings, and asset locations may change over time—may be able to help you develop a more appropriate Effective Annual Investment Tax Drag assumption for your plan.
RetireByPlan's Roth Conversion Planner is intended to help users explore potential conversion strategies and their long-term effects. It does not replace individualized tax advice, but it can help users compare scenarios and identify questions and strategies to discuss with their tax professional. Topic 7 — Roth Conversions & Tax Planning develops these concepts further.
RetireByPlan is designed to let you test different assumptions rather than imply that one tax-drag percentage is correct for every investor. A useful approach is to establish a reasonable Base Case estimate and then use sensitivity analysis to see whether the retirement result is highly dependent on that estimate.
How Tax Drag Fits Into the Retirement Planner
The Retirement Planner keeps expected return, investment fund expenses, advisor fees, and Effective Annual Investment Tax Drag separate so that each assumption can be understood and tested independently. This also helps prevent double-counting.
If you enter a pretax portfolio return assumption, do not separately reduce that return for the same tax drag that you also enter in the tax-drag field. RetireByPlan applies the modeled tax drag as its own component.
TOPIC 11 OF 12
Roth Conversions & Tax Planning
Why this matters. A Roth conversion deliberately accelerates income tax: money is moved from a traditional tax-deferred retirement account to a Roth account, creating taxable income today in exchange for potentially reducing future taxable withdrawals. The decision is not simply whether today's tax bill is large or small. It is whether paying tax sooner can improve the household's long-term after-tax outcome.
What a Roth Conversion Does
A Roth conversion transfers assets from a traditional IRA or other eligible tax-deferred retirement account into a Roth account. The taxable portion of the conversion is generally included in ordinary income for the year of conversion. Once in the Roth, future investment growth is generally not subject to current annual income taxation, and qualified Roth withdrawals are generally income-tax-free.
The conversion changes the tax character of the assets; it does not create investment value by itself. If conversion taxes are paid from assets outside the retirement account, the converted amount can remain invested in the Roth while the outside taxable portfolio is reduced by the tax payment.
The Right Comparison Is After-Tax Wealth
A large conversion tax can look unfavorable when viewed by itself. But a traditional retirement account contains an embedded future tax liability. Comparing a $1 million traditional IRA directly with a $1 million Roth therefore does not compare equal after-tax economic values.
A useful analysis compares the household's total after-tax wealth under two paths: leave assets tax-deferred and pay taxes as withdrawals occur, or convert some or all of the assets and pay conversion tax earlier. The analysis should include the assets used to pay the conversion tax, not just the balances inside the retirement accounts.
When conversion taxes are paid from outside taxable assets, the full converted amount can generally remain invested in the Roth rather than having part of the retirement account used to pay the tax. That can increase the amount able to compound in the Roth for many years and can materially improve the economics of a conversion. But the outside assets used to pay the tax have their own value and lost future growth, so a complete comparison must count that opportunity cost as well.
Current and Future Tax Rates Matter
One of the central questions is the tax rate paid on the conversion compared with the tax rate that would otherwise apply to future traditional-account withdrawals. If conversion income is taxed at a lower rate than the future withdrawals it replaces, that can strengthen the case for conversion. If the conversion rate is higher, the case may be weaker—but a conversion can still make economic sense.
Tax-rate comparison alone is not enough. A conversion at a higher current tax rate can still produce a better long-term after-tax result in some circumstances—for example, when conversion taxes are paid from outside assets, the converted assets have a long period to compound in the Roth, future investment returns are meaningful, required distributions are reduced, or the Roth has substantial legacy value. The correct comparison therefore considers the entire after-tax wealth path rather than relying on a simple “convert if today's rate is lower” rule.
The comparison can involve much more than federal tax brackets. State income taxes, changes in residence, Medicare income-related premium surcharges (IRMAA), the taxable percentage of Social Security benefits, deductions, credits, filing status, future tax-law changes, and the tax rates of eventual beneficiaries can all affect the result. A surviving spouse may also face different tax brackets after moving from married filing jointly to single status.
Time and Compounding Can Change the Economics
The longer converted assets remain in a Roth, the longer future growth can compound without current income taxation. This can be particularly important when Roth assets are expected to be among the last assets spent or are intended partly for heirs.
Under current law, many non-spouse beneficiaries must fully distribute inherited retirement accounts by the end of an applicable 10-year period. Traditional inherited accounts can also require annual beneficiary distributions during that period in some circumstances. Inherited Roth IRAs are subject to beneficiary distribution rules too, but Roth IRA owners are treated as having died before their required beginning date; for many beneficiaries subject to the 10-year rule, no annual distribution is required during years 1 through 9, although the account must be emptied by the end of year 10. Qualified inherited Roth distributions are generally income-tax-free. Special rules apply to surviving spouses and other eligible designated beneficiaries.
That potential for continued tax-free compounding can add to the legacy value of Roth assets. It does not mean a Roth conversion is automatically best: the conversion tax must still be paid, and the value and future growth of assets used to pay that tax must be included in the comparison.
Required Minimum Distributions Can Matter
Traditional retirement accounts can eventually require minimum distributions under applicable law. Those distributions can increase taxable income even when the retiree does not need the money for spending. Roth IRAs generally do not require lifetime minimum distributions for the original owner.
After the owner's death, Roth beneficiaries are subject to inherited-account distribution rules. A surviving spouse may have options that can extend Roth treatment, and many non-spouse beneficiaries subject to the 10-year rule can generally leave the inherited Roth invested without annual distributions during years 1 through 9, provided the account is fully distributed by the end of year 10. Traditional inherited accounts can require annual distributions during the 10-year period in some circumstances. Because beneficiary rules are detailed and can change, they should be reviewed for the particular situation.
Converting traditional assets before future required distributions can reduce the balance on which later required minimum distributions are calculated. This may reduce future taxable income and can change the composition of the household's remaining assets.
Conversions Can Affect More Than Income Tax
Conversion income can interact with other parts of the tax and retirement system. A conversion may increase Medicare income-related premiums, affect the taxation of Social Security benefits, alter deductions or credits, or cause additional income to fall into a higher marginal bracket.
These interactions are one reason that a series of partial conversions over several years can produce a different result from one large conversion. The objective is not necessarily to minimize taxes in any single year, but to evaluate taxes and related costs across the entire planning horizon.
Paying the Conversion Tax From Outside Assets
When practical, paying conversion taxes from taxable assets rather than withholding taxes from the retirement account can allow the full converted amount to enter the Roth. The taxable assets used to pay the tax are no longer available to invest, so their lost future growth must be counted as part of the conversion's economic cost.
At the same time, reducing the taxable portfolio and increasing the Roth portfolio can change future Effective Annual Investment Tax Drag. This is why the appropriate tax-drag assumption may evolve after a substantial conversion program, as discussed in Topic 10.
Partial Conversions and a Multi-Year Strategy
Roth conversion planning does not have to be an all-or-nothing decision. A retiree may evaluate annual conversions sized to use selected tax brackets, manage Medicare-related thresholds, reduce future required distributions, or take advantage of years when taxable income is temporarily lower.
“Filling the tax bracket” is a common Roth-conversion strategy. A household may convert enough each year to use the remaining room in a selected federal or state marginal tax bracket while avoiding the next higher rate or another tax-related threshold. This can be a useful way to manage conversion taxes, but the top of a tax bracket should not automatically be treated as the optimal stopping point.
Converting only to a selected tax-bracket ceiling can sometimes result in converting too little, too slowly. If substantial traditional retirement assets remain, future RMDs, Social Security, pensions, or other income may leave less room for conversions in later years. Delaying conversions also gives assets less time to compound in the Roth. As a result, it can sometimes be economically preferable to convert additional amounts today—even when those additional dollars are taxed at a higher marginal rate—rather than preserve traditional assets that may ultimately face higher lifetime taxes, larger RMDs, or a shorter Roth compounding period.
Even when current assumptions suggest that converting a very large amount—or even the full traditional balance—today produces the highest modeled value, there can be a reason to preserve flexibility by converting over time. A multi-year approach retains optionality if tax laws change, markets or portfolio values change, expected returns change, the household's spending needs change, residence or state taxes change, or other features of the retirement plan evolve.
That flexibility also has a cost: delaying a conversion can leave more assets exposed to future traditional-account taxation and RMDs and gives those assets less time to compound in the Roth. The best pattern therefore cannot be determined from a single rule of thumb. Conversion amount, timing, future spending, Social Security, pensions, required distributions, portfolio returns, state taxes, IRMAA, legacy goals, and the value of preserving future choices can all interact.
Using RetireByPlan to Explore Roth Strategies
RetireByPlan's planned Roth Conversion Planner is intended to help users compare potential conversion strategies rather than prescribe a conversion. The analysis can compare conversion taxes paid today with future taxes avoided, model the opportunity cost of the assets used to pay conversion taxes, and examine the effect of different future tax rates, investment returns, taxable-account tax drag, and planning horizons.
It can also help users examine consumption-oriented and legacy-oriented scenarios. A strategy that is attractive when all assets are expected to be spent during retirement may differ from one in which substantial Roth assets are expected to pass to beneficiaries.
The results can provide a structured basis for discussion with a qualified tax professional or financial adviser. Tax laws and individual circumstances can be complex, and RetireByPlan's educational tools are not a substitute for individualized tax, legal, or investment advice.
TOPIC 12 OF 12
Housing & Your Home
Why Housing Belongs in Retirement Planning
Housing affects retirement through recurring expenses and potentially large one-time transactions. Property taxes, insurance, maintenance, mortgage payments and relocation costs can all change future spending.
Your Home: Both a Place to Live and a Financial Asset
Your home is different from the investments in your retirement portfolio. Stocks, bonds, and other financial investments are generally owned to produce income, appreciate in value, or both. A home may also appreciate and contribute substantially to your net worth, but its primary purpose is to provide a place to live.
Housing is an essential household expense, whether you own or rent. Homeownership involves property taxes, insurance, maintenance, and potentially mortgage payments. At the same time, owning a home can build equity as property values increase or mortgage debt declines.
Home equity is therefore an important part of your overall wealth, but it is not the same as money readily available for retirement spending. You generally cannot use that equity to pay everyday expenses without selling the property, borrowing against it, or making another financial arrangement. And if you sell your home, you may still need to pay for replacement housing.
This distinction is why RetireByPlan treats your investment portfolio and your personal residence differently. The Retirement Planner focuses on financial assets available to support spending, while allowing you to model housing decisions that affect those assets and your future expenses.
What the Free Retirement Planner Does—and Does Not—Model
The free RetireByPlan Retirement Planner does not directly project your personal residence's market value or include home equity as part of the invested portfolio. This avoids mixing an illiquid asset that serves both as a home and a potential investment with financial assets available to fund annual retirement spending.
Modeling a Downsize or Upsize
Use a one-time cash flow at the expected age to represent the net amount added to or removed from investments when you sell and purchase a home. Include realistic selling costs, buying costs, taxes if applicable, mortgage balances and other transaction expenses in the amount you enter. A gross sale price is not the same as investable proceeds.
Modeling Mortgage Payoff and Housing Expense Changes
If a mortgage will be paid off, or a move will change ongoing housing costs, use the Planner's age-based percentage spending adjustments to represent the net change in household spending. Consider whether taxes, insurance, HOA dues and maintenance continue after the mortgage ends.
Avoiding Double Counting
If a housing transaction is represented by a one-time cash flow, do not also count the same proceeds as ordinary income. If the spending budget already excludes a future mortgage payment, do not subtract it a second time. Keep transaction proceeds and ongoing spending changes separate.
Home Equity Is Not the Same as Spendable Investments
Home equity may provide options, but accessing it generally requires selling, borrowing or another transaction. Each option has costs, timing and risks. The Planner's portfolio projections should not be interpreted as including home equity unless you explicitly model net cash entering the investment portfolio.
Your Home as a Potential Legacy
For many households, their personal residence represents an important part of the wealth they hope to leave to their children or other beneficiaries. If their investment portfolio and other income are sufficient to support retirement spending, they may be able to retain their home throughout retirement and ultimately pass its value to their heirs.
However, this potential legacy can also provide financial flexibility. If retirement expenses exceed expectations, investment returns disappoint, or unexpected needs arise, homeowners may choose to access some of their home equity through downsizing, selling, borrowing against the property, or potentially a reverse mortgage when it makes financial sense. These choices have different costs, eligibility requirements and risks, and can reduce the amount ultimately available to beneficiaries, but may help protect the retiree’s financial security.
RetireByPlan does not automatically count the value of your home as part of your investment portfolio or projected ending portfolio wealth, so any potential housing-related legacy should be considered separately when evaluating your overall estate.
Inflation, Appreciation and Uncertainty
Home prices may rise or fall differently from general inflation, and local housing markets vary. The free Planner intentionally does not forecast home appreciation or housing-price volatility. For a planned transaction, consider testing alternative net proceeds and expense assumptions.
What About a More Detailed Housing Model?
A future advanced or paid module may separately model a residence, mortgage and home-value scenarios. That functionality is not assumed to be part of the current free Planner.
How Is This Information Useful in My Retirement Planning?
Use the Retirement Planner to compare whether downsizing, relocating, paying off a mortgage or changing housing costs improves your spending cushion. Use the Budgeter to understand your housing expenses, and revisit assumptions when your plans or local market conditions change.