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March 10, 2026
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Tom Cochrane

From planning to claim design

Why lifetime income decisions are mostly about structure — not predictions
Plan Rules & Safeguards
Scoring & Product Fit
Pooling Power

"Planning" implies control. Choose the right assumptions, follow the right steps, and the outcome will cooperate.

That's not really how lifetime income works.

The things that most determine lifetime income outcomes — how long you live, how inflation moves, how markets time themselves against your withdrawal needs, whether risks are pooled or borne alone, how much discretion sits inside the systems you depend on — none of these sit inside any individual's plan. They're structural. They're external. And they interact with each other in ways that projections routinely miss.

So the more accurate description of what people and plan sponsors are actually doing isn't planning. It's design: selecting and assembling claims, each with rules that determine how income is generated, how risk is shared, whether capital is accessible, and how costs are charged when conditions change.

That shift — from planning to design — is what this piece is about.

Why the claim is the right unit of analysis

To design something well, you need the right unit of analysis. Too high and you lose the structural detail that determines behavior. Too low and you lose the rules that govern how resources become income.

Product labels are too high. Two arrangements that share a label — "annuity," "pension," "income fund" — can have completely different structural properties underneath. Same label, different claim. The label tells you the category. It doesn't tell you what you actually hold.

Individual assets are too low. A bond, a stock, a real estate holding — these are the raw material of backing. But they don't tell you how the rules governing income from those assets work, who can change those rules, or what happens to the income path when conditions change.

A claim sits at exactly the right level. It captures how risk is shared, what adjusts when conditions change, whether capital is accessible, and how costs are charged — simultaneously. It is specific enough to evaluate structurally and abstract enough to apply universally. Every lifetime income arrangement, regardless of label or legal form, can be described as a claim. That's not a simplification. It's a more precise way of seeing.

This matters beyond any single application. Wherever rules govern the conversion of resources into future income — in institutional finance, in benefit design, in any system where risk sharing, adjustment, liquidity, and cost must be specified — the claim is the unit at which design decisions actually live. Getting that unit right is what makes rigorous analysis possible.

The four properties of any claim design

Design is the set of choices embedded in a claim's structure. The Longevity Standard framework characterizes any claim through four structural questions that apply universally:

Risk sharing — who bears longevity and investment risk, and how. Is it borne individually, shared across a pool of participants, transferred to an institution, or distributed through some hybrid? This is the most consequential property because it determines where the structural value of the claim comes from. Pooling and transfer create value by spreading risk across many outcomes. Individual drawdown bears the full cost of uncertainty.

Adjustment mechanism — what changes when conditions change. Does the payout respond automatically to realized experience, stay fixed by contract, or change only at someone's discretion? A claim that can't adjust is either overbuilt or fragile. The question is which.

Liquidity — whether capital can be accessed. Is it fully preserved, partially accessible under specific conditions, or locked entirely? Liquidity isn't just about flexibility — it's about whether you can change course if your situation changes, and at what cost.

Cost structure — how the arrangement is paid for. Are costs explicit and visible, embedded in spreads, built into crediting parameters, or bundled into guarantee charges? How you pay often determines whether you notice what you're paying.

These aren't features to be compared on a checklist. They're the structural properties that determine how a claim behaves across the full range of conditions a life actually produces — not just the expected case.

Two claims can share the same projected income at inception and diverge dramatically over twenty years — because their adjustment mechanisms differ, because one pools longevity risk and one doesn't, because one preserves access to capital and one locks it irrevocably, because one has explicit costs and one has embedded costs that accumulate quietly. The projection didn't lie. It just described one path through a structure that was always capable of producing many.

The analytical question every design has to answer

Once the unit of analysis is a claim and the four properties are the characterization vocabulary, the evaluative question becomes concrete: what does a given level of lifetime income cost to fund through this claim — and how much of that cost is purchasing income versus purchasing something else?

This is the cost-of-income framework, and it's the centerpiece of the Longevity Standard analytical method. By fixing the income target and varying the claim design, the cost comparison becomes direct. A fixed income can be funded through solo drawdown, through a direct pool, through a SPIA, through a DIA, through any other structure — and each has a measurable cost that can be compared against the others.

The frictionless baseline is the independent reference point the framework uses. It's a hypothetical arrangement with zero costs and perfect pooling — not an available product, but a theoretical maximum that every real arrangement can be measured against. The difference between the frictionless baseline and any real arrangement is what the real arrangement costs in structural terms. Some of that cost purchases real value — guarantees, institutional backing, reduced dispersion of outcomes. Some of it is leakage that doesn't return value to the claimant.

For commercial arrangements — annuities, guaranteed income riders, indexed structures — the framework uses a specific metric: the capture rate. The capture rate measures what percentage of the underlying structural pooling benefit actually reaches the claimant after the institutional costs are accounted for. A SPIA with a 20 percent capture rate delivers a fifth of the pooling benefit; the insurer retains the rest. The capture rate makes commercial claims comparable on the same terms.

Efficiency, fairness, solvency, integrity — these are real analytical concepts that show up inside this framework. But they're not a standalone scoring system. They're what the cost-of-income comparison and the capture rate make visible. When a claim has a high capture rate, it's delivering structural value efficiently. When it has a low capture rate, the value is being consumed somewhere. That's efficiency and fairness expressed as a single measurable comparison, with solvency and integrity surfacing through how the claim performs under stress.

Design in practice — a simple illustration

Consider someone turning savings into steady lifetime income. Two options, both described as "income."

Option A keeps assets invested and applies a withdrawal rule — a target amount that can be raised, cut, or paused depending on how the portfolio performs.

Option B converts part of those assets into a lifetime payout under a stated rule — fixed, indexed, or tied to pool experience, depending on the design.

Claim design starts by ignoring the label and reading the structure through the four properties:

Risk sharing. Option A leaves longevity and investment risk fully with the individual. No pooling, no transfer, all exposure held alone. Option B transfers some combination of risks to a pool or institution — the specifics depend on whether it's a direct tontine, a SPIA, a DIA, or a hybrid. The structural value of Option B comes from this transfer.

Adjustment mechanism. Option A adjusts through spending changes — the withdrawal rule flexes based on portfolio performance or ad-hoc decisions. Option B adjusts through the rules of the underlying contract or pool: an indexed payout adjusts with inflation, a pool-based payout adjusts with realized experience, a SPIA doesn't adjust at all after purchase.

Liquidity. Option A preserves full access to capital — the individual can change course, reallocate, withdraw differently, or exit entirely. Option B typically surrenders liquidity: a SPIA is irrevocable, a DIA locks capital during the deferral period, a direct pool may allow partial withdrawal but at a structural cost to remaining participants.

Cost structure. Option A has explicit investment management costs plus whatever advisory or platform fees the individual pays — usually visible on statements. Option B typically has embedded spread costs built into pricing, invisible to the participant unless they examine the gap between gross actuarial value and net payout. Option A is cheaper to measure; Option B is often cheaper in absolute terms but harder to see.

Then the cost-of-income framework makes the tradeoffs quantifiable rather than hidden. What does it cost to fund a given level of lifetime income through each option? Option A requires enough capital to sustain withdrawals through the full planning horizon with individual longevity risk. Option B requires less capital per dollar of income because the pooling reduces the amount that must be held against the tail — but the capture rate determines how much of that reduction actually reaches the individual. Option A is purely an ownership-based claim on a declining asset base. Option B is a purchase of structural value at a specific price.

This isn't about picking a winner. It's about making the tradeoffs explicit through a consistent vocabulary — so the choice is structural rather than a label-driven guess.

Why this matters for how the series continues

The Foundations series has built to this point deliberately. The Claims Lens gave you the right unit of analysis. The Claim Economy showed that most people hold several simultaneously. The Claim Stack showed how different backing types behave and fail. How Longevity Standard Works showed how scenario-based briefs make claim behavior visible along paths. This piece has established that the right response to all of that isn't better planning — it's better design, evaluated through the four structural properties and quantified through the cost-of-income framework.

What comes next is application: pooling as a design technology, time and path dependence, stress and failure modes, governance and integrity. Each of those topics is an extension of the same framework — the claim as the fundamental unit, the four properties as the characterization vocabulary, the cost-of-income comparison as the analytical question.

The framework is designed to be durable. The same questions that apply to a defined benefit pension apply to a modern tontine, a deferred income annuity, a systematic withdrawal strategy, or any future structure where rules govern the conversion of resources into income. The label changes. The structure of the analysis doesn't.