How We Project Distributions

Definition

Distribution projections are the forward-looking numbers behind your portfolio's Yearly Income, the projected dividends chart, the income calendar, and the long-range forecast: Dividend Vision's estimate of the cash each holding will pay over the months ahead, per share, on its actual payment schedule.

Every projected dollar on the site sits on a ladder of certainty, and the charts shade each rung differently so you always know which kind of number you're looking at:

1. Received — cash that has already landed, from your broker's transaction history or the fund's realized per-share record. Not an estimate at all.
2. Announced — a payment the issuer has formally declared: a known per-share amount with a stated pay date that hasn't arrived yet. Nearly certain; only the settlement is pending. We capture many of these from issuer announcements within hours of posting.
3. Estimated — everything beyond the declared horizon, projected from the fund's payout cadence and its recent distribution record.

Most of this article is about rung 3, because that's where methodology actually matters — and where we do considerably more than the industry default of "take the last payment and multiply by 12."

Why It Matters

Here is the uncomfortable truth about how forward income is usually calculated, across trackers, brokers, and even fund sponsors themselves: the most recent payment is annualized by the payment frequency, and that's the whole model. Last payment × 12 for monthly payers, × 52 for weekly. It's the industry-standard "indicated rate," and for a steady quarterly payer it works fine.

For the modern generation of variable-distribution funds, it breaks badly:

• Weekly option-income ETFs routinely swing their payout ±40% week to week. Annualizing one fat week overstates the next twelve months by thousands of dollars on a modest position; annualizing one thin week understates it just as hard. The number whipsaws every week and tells you very little.
• Year-end specials masquerade as run-rate. A fund that pays a $0.15 quarterly and one $6.72 year-end capital-gains distribution briefly "yields" 181% to any tool that annualizes blindly. Real tools published exactly that.
• The workarounds are avoidance, not solutions. One major broker simply excludes weekly payers from its income estimates entirely. Fund sponsors publish the same latest-payment-annualized rate with a disclaimer that it "does not imply future distributions."

We think income investors deserve better than a disclaimer. Projections drive real decisions — how much you can withdraw, when a portfolio covers your expenses, whether a holding is pulling its weight — so the estimate underneath them should be built like it matters.

How It's Calculated

Our projection engine works in two independent layers: when each payment lands, and how much it pays. Both layers are recomputed with the daily data build, and every surface — the dividends page, the dashboard, the income calendar, widgets, the forecast — reads the same engine, so no two pages ever disagree about your income.

The schedule layer

• Each holding's payment dates are projected forward from its last declared ex-dividend and payment dates, stepped by its real cadence — daily, twice-weekly, weekly, semi-monthly, monthly, quarterly, and everything between.
• Distributions settle on market days. A weekly payer whose cadence lands on a holiday rolls forward the way it does in real life, without letting the schedule drift; daily payers step only through actual market sessions (about 252 a year, not 365 — a calendar-day walk would overstate a daily payer's income by roughly 45%).
• Dates are marked Exact when they come from a declared ex/pay date on file and Estimated when they're cadence projections, so the calendar is honest about which is which.

The amount layer

For each future payment, the engine takes the best number available, in strict order:

1. The declared amount, when the issuer has announced it. Declared beats estimated, always.
2. Your selected estimate basis (next section) for everything past the declared horizon.

Before any amount is projected, it has to survive a battery of sanity checks that most tools simply don't run:

• One-off specials are detected and refused. A payment more than 3× the median of its own two-year neighborhood is classified as a special — a year-end capital-gains distribution, a one-time supplemental — and is never annualized into your forward income. The payment itself still shows (it's real money); only projecting it forward is blocked. See Section 19(a) notices for how these distributions are disclosed.
• Bunched supplementals are caught by spacing. An extra payment that lands days after a regular one — ordinary in amount, wrong in timing — is recognized by its gap, not its size, so it can't distort the run-rate.
• Stale payers don't project. A fund whose last distribution is far overdue for its cadence (a suspended dividend the data never cleared) is not annualized against today's price — that's how other tools end up showing 300% "yields" on funds that stopped paying years ago.
• Split-adjusted history. All per-share amounts are restated to the current share count, so a reverse split can't fake a payout jump.
• Implausible values are rejected. A recorded "payment" larger than the share price is bad data, not a 8,000% yield, and is discarded.

The estimate basis: Latest, Smoothed, or TTM

This is the part nobody else offers: you choose which number gets annualized, with one setting that applies consistently across every projection surface. On the portfolio dividends page, look for the *Estimate basis* control above the chart.

• Latest *(default)* — the most recent regular payment, annualized. The industry-standard indicated rate: most responsive, and the right choice for steady payers. This is the same basis as everyone else's — our floor is the industry's ceiling.
• Smoothed — an average of the fund's recent regular payments, with the window sized to its cadence. Specials are already filtered out, and the window is measured from the *observed spacing* of the payments themselves — so a mislabeled frequency can't skew it, and a fund that just switched from monthly to weekly payments averages only its weekly-era history instead of blending in month-sized amounts.
• TTM — the trailing twelve months of actual payments, spread across the payout schedule. The most conservative basis: it can't be surprised by a single week, and it's the slowest to believe a raise — or a cut.

The Smoothed basis also has a Short / Long window toggle. Short reacts faster; Long — matching the trailing-quarter convention popular in the option-income community — rides out even a rough month. How many payments each averages, by cadence:

A fund with fewer payments on record than its window simply averages what exists — and notice the bases form a smoothing dial: Latest is a window of one, Smoothed Short and Long widen it, and TTM is the full twelve-month window.

The right basis depends on what you hold. A SCHD-style dividend grower barely differs across the three. A variable weekly payer like ULTY can differ meaningfully — which is precisely the information the toggle gives you: the spread between Latest and TTM is itself a measure of how volatile the fund's payout really is.

Example

Suppose a weekly option-income ETF has paid these last five regular distributions per share: $0.10, $0.11, $0.09, $0.10 — and then a big week, $0.25. You hold 1,000 shares at a $10 share price.

• Latest basis: $0.25 × 52 = $13,000/yr projected — a 130% implied rate, driven entirely by one week.
• Smoothed basis: the average of the last four regular payments (($0.25 + $0.10 + $0.09 + $0.11) ÷ 4 = $0.1375) × 52 = $7,150/yr — the big week still counts, but as one week out of four, not as the new permanent run-rate.
• TTM basis: if the fund actually paid $5.20/share over the trailing year, the projection is $5,200/yr — exactly what the last twelve months delivered.

Now add a wrinkle: in December the same fund pays a $0.90 year-end capital-gains special. Every naive tracker's projection triples overnight. Ours doesn't move: the special is more than 3× its neighborhood median, so it's flagged, displayed as real received cash — and excluded from every forward number on all three bases.

Common Mistakes

• Reading a projection as a promise. Every estimated figure assumes distributions continue at the basis rate. Funds cut, raise, and suspend; a projection is a structured estimate, not a forecast with a warranty. Pair it with the Distribution Safety Score™ to judge how durable the payout behind it looks.
• Leaving a variable weekly payer on the Latest basis and trusting the spike. If your projected income jumped 40% the week after a fat distribution, that's the basis talking, not the fund. Switch to Smoothed or TTM before drawing conclusions.
• Comparing our forward projection to a trailing number and calling one of them wrong. Forward (what the current rate implies) and trailing (what was actually paid) answer different questions. We show both — Yearly Income vs. TTM Yield — on purpose.
• Expecting specials to repeat. A year-end capital-gains distribution was real income once. Budgeting as if it arrives every quarter is how a 12% plan becomes a 7% reality.
• Forgetting that smoothing works both ways. After a genuine cut, the Smoothed and TTM bases take a few periods to fully believe it — they'll read slightly high while the average catches up. The Latest basis reacts immediately. That trade-off is exactly why the control is yours.

FAQ

Where do I change the estimate basis?

On the portfolio dividends page, above the projected chart — Latest, Avg (smoothed), or TTM. The setting applies to the projected chart, the income KPIs, the top-earners list, the income calendar, and the other portfolio surfaces, so every page tells the same story. The Yearly Income card's sub-line names the active basis.

Which basis should I use?

For portfolios of steady payers, Latest is fine — the three bases barely differ. The more variable weekly/monthly option-income funds you hold, the stronger the case for Smoothed as your everyday view, with TTM as the conservative floor when you're planning withdrawals. Checking all three takes two clicks and shows you the honest range.

Do special distributions count in my projection?

No — and this is deliberate. A payment more than 3× the median of its two-year neighborhood is classified as a one-off special and excluded from every forward basis. It still appears in your received history and trailing yield, because it was real cash; it just doesn't get annualized into next year.

Why does my projection differ from my broker's estimate?

Most brokers publish an "estimated annual income" built from the latest regular payment × frequency — equivalent to our Latest basis, minus the specials filtering, the staleness guard, and the market-day schedule walk. If you're on Smoothed or TTM, or your broker is annualizing a payment we've flagged as special or stale, the numbers will differ — usually in our favor for realism.

How often do projections update?

With the daily data build, plus intra-day upgrades when an issuer declares a payment we capture from announcements. A newly declared amount immediately replaces the estimate for that payment and shades it as Announced.

Does the projection use the fund's price?

Not directly — we project cash per share first, then derive yield from it, never the reverse. Projecting yield and back-solving for cash is how a collapsing share price can make a "forecast" look accurate while the income quietly shrinks. Price enters only as a sanity check (a payment larger than the share price is rejected as bad data) and in the yield figures derived from the projected cash.