From Your First Silver Coin to Retirement: Building a Precious-Metals Core
One investor is building a first small portfolio. Another is approaching retirement after decades in conventional financial assets. Their circumstances could hardly be more different — but both benefit from asking the same question: what role should gold and silver play here? A framework for sizing a strategic core, choosing the gold-to-silver mix, and keeping metal you own separate from companies that mine it.
Published · Updated · 17 min read
Key Takeaways
- The framework does not start with a price forecast. It starts with a portfolio question: should a strategic precious-metals core sit alongside the rest of your assets, and how large should it be given your circumstances?
- There is no single correct percentage. We illustrate 5%, 10%, 15% and 20% because comparing scenarios is useful — not because any one of them is the right answer for every investor.
- A $5,000 portfolio and a $1,000,000 portfolio ask the same question and get very different practical answers. At 5% of $5,000 the core is $250 — which does not buy a one-ounce gold coin, and barely buys three one-ounce silver coins after premiums.
- The most important distinction in the whole article: owning the metal is not the same as owning a business connected to the metal. A gold coin is gold. A junior miner is geology, financing, permitting and execution risk wearing a gold label.
- Track them separately. An investor with 10% bullion, 3% royalty companies and 2% juniors has 15% metals-related exposure — but only 10% of the portfolio is metal. The other 5% is equity risk, and collapsing both into one "gold" line hides that.
One investor has just accumulated their first few thousand dollars of investable savings. Another is eighteen months from retirement after three decades of disciplined contributions to workplace plans, index funds and bonds. Their circumstances could hardly be less alike. Both, however, benefit from asking exactly the same question: what role should gold and silver play in this portfolio?
For most people, investing begins with whatever is most accessible — a workplace retirement plan, a broad-market index fund, a bank mutual fund, a few individual stocks. Over time the portfolio expands into bonds, cash, property, perhaps a private business. Gold and silver are frequently left out altogether. That is rarely a considered decision against precious metals. More often, nobody ever explained where they might fit.
Our framework does not begin with a prediction that gold or silver is about to surge. It begins with a portfolio question: should a strategic precious-metals core have a place alongside the rest of your assets? And if so, that core should be sized according to your own needs, financial circumstances, risk tolerance, time horizon and investment strategy. There is no single correct percentage. Our tools use 5%, 10%, 15% and 20% as reference points because comparing scenarios is genuinely useful — not because every investor should land on one of them.
The two investors should not end up with identical portfolios. They should arrive there by the same reasoning.
The Core Is a Role, Not a Product
A strategic precious-metals core is the portion of a portfolio intended to provide durable exposure to gold and silver through changing economic and market conditions. It is not expected to outperform every year. Judged on that basis it will disappoint regularly. Its purpose is more fundamental.
- To diversify the portfolio — to hold something that does not move in lockstep with the rest of it.
- To provide exposure to assets outside the conventional stock-and-bond system.
- To hold something whose value does not depend on the operating performance of a company.
- To preserve a degree of financial optionality during periods of monetary, market or geopolitical stress.
For many investors the core will consist primarily of recognisable physical bullion coins or bars. Others will use clearly allocated vaulted metal, or combine physical ownership with a regulated fund for liquidity or account-management reasons. The ownership method matters, because physical bullion, vaulted metal and precious-metals funds carry different costs, custody arrangements and counterparty considerations — a comparison we work through in physical gold vs gold ETFs.
The most important distinction, though, is not between one ownership method and another. It is between owning the metal and owning a business connected to the metal.
A gold coin is gold. A gold mining stock is an ownership interest in a company that must still discover, finance, permit, build and operate a mine successfully.
Both may belong in the same portfolio: They should not be mistaken for the same investment — and, as we argue later, they should not be counted in the same line of your allocation either.
We compare the two side by side in bullion vs mining stocks, and the rest of this article keeps them in separate columns for exactly the reason above.
Investor One: Starting With a Small Portfolio
Imagine an investor who has accumulated their first $5,000 of investable assets. They may be in their twenties or thirties. They have started contributing regularly, but the portfolio is still small enough that a single one-ounce gold coin would represent a very large commitment — more than half of everything they own, at 2026 prices.
Their first priority is not to put everything into precious metals. Basic liquidity, expensive debt, near-term financial obligations and an emergency reserve all still matter, and money that may be needed for rent, mortgage payments, repairs or an unexpected bill should not be treated as long-term investment capital simply because it is currently sitting in an account.
Once those foundations are being addressed, this investor can begin thinking about diversification. And a $5,000 portfolio is precisely where percentage-based planning stops being abstract, because the dollar amounts are small enough to run straight into the friction of the physical market.
| Illustrative core allocation | Dollar amount | What that buys, roughly |
|---|---|---|
| 5% | $250 | About 3 one-ounce silver coins after premium — no gold |
| 10% | $500 | About 5–6 one-ounce silver coins, or one tenth-ounce gold coin |
| 15% | $750 | About 8 one-ounce silver coins |
| 20% | $1,000 | About 11 one-ounce silver coins, or two tenth-ounce gold coins |
Those are not recommended targets. They simply show what different allocations mean in practice — and they show something the percentages alone conceal. At this portfolio size, a full one-ounce gold coin does not fit inside any sensible allocation. Physical silver is what makes the core buildable at all.
Starting With a Silver Stack
"Silver stacking" usually means gradually accumulating physical silver over time. Rather than making one large purchase, an investor begins with a single recognisable one-ounce bullion coin and adds another periodically as their savings grow. The Silver Maple Leaf from the Royal Canadian Mint is one common starting point — a one troy ounce coin of 99.99% pure silver with several authentication features built into the design. The American Silver Eagle plays the same role for US buyers, though it typically carries a noticeably higher premium.
One caution worth absorbing early: the bullion version of a coin is not the same product as the proof, commemorative or collectible version. They share a name and a design, and they can carry very different premiums. A bullion coin is priced from its metal content. A collectible is priced from scarcity and condition, which is a different market with different risks. Our coin guides list specifications and typical premiums side by side.
The attraction of silver here is not that it is automatically a better investment than gold. It is that silver’s lower price per ounce makes physical ownership accessible in small increments. A new investor can start learning how the market actually works without making a purchase that overwhelms the allocation it was supposed to fit inside.
What the First Coin Teaches
Buying a first bullion coin converts several abstract concepts into concrete ones, usually within about ninety seconds of looking at a dealer’s checkout page. The spot price displayed online is not the price of a physical coin. A dealer sells physical metal above its underlying metal value — that difference is the premium. The dealer’s buyback price sits below their retail selling price — that difference is the spread. Together they mean the metal price must rise by a meaningful margin before the investor breaks even.
~20% Typical premium on a single one-ounce silver coin at a US retail dealer. Against roughly 4% on a one-ounce gold coin. Buy one silver coin and sell it back to the same dealer the same day and you do not get your money back — silver has to move first.
Our premium and break-even calculator works out exactly how far the metal has to move, at today’s prices and your dealer’s pricing. The rest of the education arrives alongside the first purchase, and it is the kind that does not transfer well from reading:
- Why recognisable bullion products are easier to resell than obscure ones.
- Why a dealer’s reputation is worth more than the last few dollars of price difference.
- Why bullion and numismatic coins are not interchangeable, whatever the sales page implies.
- How shipping, insurance and payment-method fees change the all-in cost — a wire discount is not a discount if you pay a wire fee.
- How storage and insurance will actually be handled once the package arrives.
- Why the eventual exit price matters exactly as much as the entry price.
The first coin is therefore more than an ounce of silver. It is a compact education in how physical precious-metals markets actually work — and it is considerably cheaper to learn these lessons on a $90 coin than on a $9,000 order. Our complete beginner’s guide to buying physical metal covers the mechanics in full.
Start With a Habit, Not a Price Forecast
New investors frequently become preoccupied with the entry price. Is silver too expensive today? Will it be cheaper next month? Should I wait for a correction? Nobody answers those questions consistently, and the investor asking them tends to spend two years waiting for a better price than the one they first rejected.
The more durable approach is to decide what role precious metals are meant to play, settle on an allocation, and build toward it over time — making occasional purchases rather than trying to identify the exact bottom, and pausing when the allocation has reached its intended size. The objective is not to accumulate the largest possible pile. It is to build and maintain an allocation that fits a broader financial plan. We take that distinction apart in investing or chasing the price.
Silver Can Be Part of the Core — But It Is Not Gold
Gold and silver are both precious metals and they do not always behave the same way. Silver carries substantial industrial demand and trades in a considerably smaller market, and it has historically experienced larger percentage swings than gold in both directions. Gold has broader monetary and reserve-asset demand and has generally been the more defensive of the two. World Gold Council research describes gold as the steadier strategic diversifier while silver’s heavier industrial exposure makes it more sensitive to the business cycle — which is a fair summary of the historical record, and worth holding alongside the fact that silver has also produced the larger gains in strong metals markets.
Gold in the core
- Value-dense — a large allocation occupies very little space
- Lower historical volatility than silver
- Monetary and central-bank demand alongside investment demand
- Lower premium as a percentage of the purchase, especially in one-ounce coins
- Fractional coins exist but cost meaningfully more per ounce
Silver in the core
- Low entry price — the core can be built one coin at a time
- Higher historical volatility, up and down
- Roughly half of demand is industrial, so the business cycle matters
- Higher premium as a percentage, and a wider spread on resale
- Bulk and weight become a genuine storage problem as the position grows
None of that rules silver out of the strategic core. It means the gold-to-silver mix should reflect the investor’s circumstances as deliberately as the size of the core does. A younger investor comfortable with volatility and buying in small increments may reasonably begin silver-heavy, then add gold as the portfolio grows and the storage and volatility arguments start to bite. Another investor may prefer a balanced mix from the start. The gold-silver ratio is sometimes used to time the shift between them — usefully, within limits we have written about at length.
Investor Two: Approaching Retirement Without Precious Metals
Now consider someone approaching retirement. They have spent twenty-five or thirty years building wealth through conventional channels — stocks, mutual funds, ETFs, bonds, certificates of deposit or GICs. They may have a pension and significant equity in their home. They have done a great many things correctly. But they have never owned gold or silver.
For this investor the relevant question is not "did I miss the rise in gold?" That question invites either regret or a rushed decision, and neither improves the portfolio. The better question is: what risks are already concentrated in what I own, and would precious metals improve its resilience?
It matters more now than it did, because the purpose of the portfolio is changing. During the accumulation years, employment income and regular contributions help an investor recover from market declines — a bad year is partly offset by continuing to buy. In retirement the investor may be withdrawing rather than adding, and liquidity, income, capital preservation and the order in which returns happen all become more important. A strategic precious-metals core may diversify some of those risks. It does not eliminate them.
Begin With a Portfolio Inventory, Not a Bullion Order
The first step is understanding what is already owned — which involves rather more than counting accounts. The useful inventory is by exposure, not by account label, because two accounts at two institutions frequently hold the same risk twice.
- Exposure to equities and to economic growth generally.
- Exposure to bonds and to interest rates.
- Reliance on a pension or on government benefits.
- Cash required for near-term spending, named and ring-fenced.
- Real-estate concentration, including the home.
- Debt and other fixed obligations that continue into retirement.
- Currency exposure — often invisible until it moves.
- Liquidity genuinely available during a market decline, as opposed to on paper.
Only then does the allocation question have a meaningful answer. A retiree with substantial pension income, low debt and ample liquidity is in a different position from someone whose retirement depends almost entirely on withdrawals from a market portfolio, and a highly risk-sensitive investor will choose differently from one comfortable with volatility. Age alone does not determine the percentage. We cover the mechanics of setting a target and adjusting it in when to increase or decrease your allocation.
Why Gold May Carry More Weight Near Retirement
For an investor primarily concerned with diversification and preservation, gold may deserve a larger share of the metals core than it did for the small investor building a first silver stack. Gold stores significant value in a compact form — a meaningful allocation fits in a safe deposit box rather than a floor-loaded storage problem — and it has a larger global market and broader investment and central-bank demand than silver.
But gold is not cash, and treating it as a cash substitute is a mistake that shows up at exactly the wrong time. Physical gold has dealer spreads and transaction logistics. It generates no interest, dividends or rent. It can decline significantly and can underperform other assets for years at a stretch. The World Gold Council’s own risk discussion is candid about both limitations: gold produces no regular cash flow, and its price has recorded calendar-year gains and losses approaching 30%. Its value as a diversifier comes from behaving differently to stocks and bonds — not from being stable.
11.8% → 11.3% Modelled annualised volatility of a 70/30 portfolio, before and after a 5% gold allocation. From World Gold Council analysis of the 20 years ending June 30, 2026, which also put the maximum drawdown at 41.0% without gold and 38.6% with it. Historical, US-dollar denominated, and specific to that portfolio and period — an illustration that a small allocation can have a measurable effect when the asset behaves differently, not a promise about the next twenty years.
Money expected to fund near-term retirement spending therefore serves a different purpose from a long-term precious-metals allocation. The investor may well need both, and confusing the two is how a diversifier gets sold at the bottom to cover a bill.
Physical Ownership Requires a Practical Plan
For an established investor, building a physical position involves more than choosing between coins and bars. Most of the questions that actually cause trouble later are administrative rather than financial: where the metal will be stored, whether it is insured, who else knows it exists, how purchase records will be kept, how a spouse, executor or beneficiary could locate and sell it, and whether the chosen products are readily recognised by dealers in the investor’s own market. A holding nobody can find is not an asset. Our guide to storing physical gold works through the options, and the records question has a tax dimension we cover in the plain-English guide to US tax on precious metals.
- Direct physical possession suits you if...: Holding the asset outside the financial system is part of the point; You are willing to solve storage, insurance and security properly; You are comfortable transacting with dealers on both the buy and the sell; Your heirs will be told where it is and how to sell it
- Allocated vaulted metal suits you if...: You want specific, identified metal without storing it yourself; The position is large enough that home storage is a real risk; You will read the custody terms and confirm what "allocated" means in that contract; Ongoing storage fees are an acceptable trade for professional custody
- A regulated fund suits you if...: The exposure needs to sit inside a retirement or brokerage account; Easy rebalancing matters more than direct possession; You accept a product structure, a manager and a counterparty in exchange; You have checked how the fund is taxed in your jurisdiction — it may not be what you expect
The right answer depends on what problem is being solved. Someone seeking direct possession will reach a different conclusion from someone seeking easy rebalancing inside a retirement account, and both can be correct.
Different first moves, same destination: an allocation sized to circumstances rather than to a price forecast.
Most Investors Fall Somewhere Between
Not everyone is just starting out or immediately approaching retirement. A mid-career investor may already hold a workplace pension, retirement accounts, home equity, index funds and cash savings — more capital than the first investor, a longer horizon than the second. They do not need a different framework. The same five questions apply:
- What purpose should precious metals serve in this portfolio?
- How large should the strategic core be, as a percentage of everything owned?
- How should that core be divided between gold and silver?
- Should the metal be held physically, in allocated storage, through a fund, or in some combination?
- How much additional precious-metals risk, if any, belongs outside the core?
The two cases in this article are bookends. Most readers will locate themselves somewhere between them, and the answers will shift over a lifetime — which is an argument for reviewing the allocation periodically, not for rebuilding the framework each time.
Two Measured Voices on Gold’s Portfolio Role
The precious-metals discussion tends to gravitate toward the extremes. At one end sit investors who regard gold and silver as unnecessary relics. At the other are commentators recommending the abandonment of most conventional assets in anticipation of imminent collapse. Neither position is necessary to make the case for a strategic core, and two more measured perspectives are more useful than either.
The portfolio-construction case
Juan Carlos Artigas, Global Head of Research at the World Gold Council, approaches gold primarily through portfolio construction, market structure and asset-allocation research rather than through price targets. The World Gold Council is an industry organisation and its research should be read in that light — it is funded by gold miners and it is not a disinterested party. Its portfolio modelling is nonetheless useful, because it examines gold as one component of a diversified portfolio and publishes its methodology.
Its strategic-asset research concludes that gold can complement stocks and bonds through a combination of diversification, liquidity and the absence of issuer credit risk, and it emphasises that the appropriate allocation varies with the risk and composition of the investor’s existing portfolio. The 70/30 portfolio analysis cited earlier — volatility from 11.8% to 11.3%, maximum drawdown from 41.0% to 38.6% with a 5% gold allocation over the 20 years to June 2026 — is a concrete example of the same argument. Those differences are meaningful and they should not be overstated. They are historical, US-dollar denominated, and dependent on that specific portfolio and measurement period. They do not prove a 5% allocation improves any particular investor’s future results. They illustrate something more modest and more durable: a relatively small allocation can still have a measurable portfolio effect when the asset behaves differently from everything around it.
The strategic-allocation case
Ray Dalio, founder of Bridgewater Associates, has argued along parallel lines from a very different starting point — that investors should treat gold as a strategic allocation rather than a short-term price trade. The All Seasons version of his framework, as he gave it to Tony Robbins in 2014, holds 7.5% gold; in 2017 he suggested 5 to 10% of a portfolio as a hedge, and his more recent commentary has pointed toward approximately 10–15% given the debt and geopolitical picture. He frames gold as a diversifier and a monetary asset that may become particularly valuable during periods of debt stress, currency devaluation or geopolitical disruption. We examine that framework, and where we think it is strongest and weakest, in Ray Dalio on gold.
That range is one investor’s view, arrived at through one framework, and it is not a universal rule. The important part of the argument is not the number. It is the idea that gold should be evaluated according to its portfolio function rather than solely according to whether its price looks high or low today. Artigas and Dalio start from different places — one from asset-allocation research, the other from a debt-cycle model — and arrive at the same measured conclusion.
Gold can complement a broader portfolio without replacing it. That is a smaller claim than either extreme makes — and a far more defensible one.
The Core Is Not the Whole Portfolio
Establishing a strategic precious-metals core does not dictate what happens with everything else. One investor may build the rest conventionally with diversified equities, bonds, cash and property. Another may choose considerably more exposure to the precious-metals sector — more coins and bars, allocated metal, gold or silver ETFs, royalty and streaming companies, established producers, developers, exploration companies or speculative junior miners. We assign no fixed allocation to that broader or more speculative portion. Its size depends entirely on objectives and willingness to accept risk. What matters is recognising that these are not the same exposure.
| Investment | What is actually owned | Possible portfolio role | Principal risks |
|---|---|---|---|
| Physical bullion coins or bars | Gold or silver | Strategic core, direct ownership | Metal price, premiums, spreads, storage, theft |
| Allocated vaulted bullion | Identified metal held by a custodian | Core exposure with professional storage | Fees, custody arrangements, legal terms |
| Gold or silver ETF / ETP | Units of a financial product | Liquid exposure, or account convenience | Product structure, fees, tracking, counterparty |
| Royalty or streaming company | Shares in a business | Growth-oriented metals exposure | Equity valuation, operator and counterparty risk |
| Established mining company | Shares in an operating producer | Geared exposure to metal prices | Costs, operations, management, jurisdiction, equity market |
| Developer or junior miner | Shares in an early-stage company | Highly speculative potential upside | Geology, financing, dilution, permitting, execution, total loss |
The table is not a precise ranking, and individual products and companies vary enormously within each row. It does show why a junior mining company should not be counted as though it were a gold coin. A junior can rise many times over if exploration, financing and development all go well. It can also lose most or all of its value while the gold price rises. That may be a perfectly acceptable risk in the speculative portion of a portfolio. It does not make the company a substitute for the bullion core.
Track Direct Metal Separately From Metals-Related Investments
An investor can own both a precious-metals core and speculative mining equities. Those exposures should be tracked separately, because collapsing them into one line conceals how much business risk is actually being taken. Consider an investor holding 10% of the portfolio in physical gold and silver, 3% in royalty and streaming companies, and 2% in junior miners. That is 15% total precious-metals-related exposure — but only 10% is direct metal.
The distinction is not pedantry. The bullion portion is exposed to metal prices, transaction costs and storage. The equity portion is exposed to all of that plus management decisions, financing, operating costs, capital markets, political jurisdictions, geology and company-specific execution. In a year when gold rises 15% and mining equities fall, an investor who thought they held "15% gold" discovers they held two quite different things.
Our portfolio tracker keeps the same separation, recording physical holdings and acquisition premiums alongside the metals allocation as a percentage of the broader portfolio.
A Practical Framework
Whether the investor is buying a first silver coin or reviewing a portfolio built over three decades, the process reduces to the same six steps.
- Define the purpose: Decide what precious metals are expected to do here. Diversification, direct ownership, long-term purchasing-power protection, reduced dependence on financial counterparties, speculative upside — or some combination. Different objectives point to different holdings, and an unstated objective usually produces an incoherent position.
- Determine the strategic core: Examine several allocation scenarios rather than starting from a number you already had in mind. We commonly illustrate 5%, 10%, 15% and 20%, but the appropriate result depends on the individual — liquidity needs, other assets, time horizon, volatility tolerance and how much monetary risk you actually believe exists.
- Choose the gold-to-silver mix: Gold generally offers the more defensive and value-dense exposure. Silver offers a lower entry cost and more upside in strong metals markets, at the price of greater volatility, higher premiums and a real storage problem at scale. The mix should reflect your budget and your tolerance for price swings, and it can change as the portfolio grows.
- Select the ownership method: Compare physical possession, professional allocated storage and exchange-traded products against the problem you are actually solving. Evaluate legal ownership, custody, premiums, ongoing fees, liquidity, tax treatment and counterparty exposure — not just convenience.
- Build the rest of the portfolio independently: The remainder can be conservative, growth-oriented or speculative. It can contain no further precious-metals exposure at all, or it can contain royalty companies, producers, additional coins and carefully sized junior-mining positions. There is no required formula — but keep the accounting separate from the core.
- Review rather than react: Track the core as a percentage of the complete portfolio and review it after major life changes or meaningful moves in asset values. Reviewing after a life change is discipline. Reviewing after every daily price move is the behaviour the framework exists to prevent.
Two Investors, One Principle
Our first investor may begin with a single silver coin. That purchase introduces them to spot prices, premiums, spreads, storage and the experience of holding an asset directly. As the portfolio grows they may add more silver, introduce gold, and gradually build a core that was sized before the first purchase was made.
Our second investor may begin with an inventory. They may discover that most of their wealth depends on financial markets, interest rates, company earnings or government promises — often in ways that three separate accounts had disguised — and decide that a measured allocation to physical gold and silver would improve diversification as retirement approaches.
The two should not end up with identical portfolios. They do not share resources, time horizons, liquidity requirements or risk tolerance. The principle underneath is the same: build a strategic precious-metals core that fits your circumstances, then construct the remainder according to your own strategy. That remainder can be conventional. It can lean heavily toward real assets. It can include more bullion, ETFs, royalty companies, established miners or a carefully controlled speculative sleeve. What matters is understanding what each investment is expected to do — and what could go wrong with it.
You do not need to predict the next financial crisis. You do not need to abandon stocks and bonds. And you do not need to become a precious-metals expert before making a first decision. Start by defining the role. Then choose the allocation. Then select the assets that genuinely serve that purpose. For one investor that process begins with a one-ounce silver coin. For another it begins with the realisation that after decades of careful investing, they have never once built a precious-metals core on purpose.
Define the role first. The allocation follows from the role, and the products follow from the allocation — never the other way round.
Continue Your Research
- Calculate my allocation — compare what different strategic core sizes would mean inside your complete portfolio.
- Gold vs silver — the different volatility, demand and portfolio characteristics of the two metals.
- Coin guides and dealer comparison — specifications, typical premiums and dealer pricing side by side.
- Premium and break-even calculator — how far the metal price must move before the premium and spread are covered.
- Physical vs ETF vs vaulted — direct ownership, convenience, fees, liquidity and counterparty considerations.
- Portfolio tracker — physical holdings, acquisition premiums, gains, and the metals allocation as a percentage of the whole.
- Top Voices — how analysts, investors and researchers across the spectrum think about hedging, portfolio construction and risk.
Sources & Further Reading
- World Gold Council — Gold as a Strategic Asset, 2026 edition: gold’s potential contribution to long-term returns, diversification and liquidity, together with its risks and limitations.
- World Gold Council — Gold: The Most Effective Commodity Investment, 2026 edition: the historical portfolio modelling comparing portfolios with and without a 5% gold allocation, source of the 11.8%/11.3% volatility and 41.0%/38.6% drawdown figures for the 20 years to June 30, 2026.
- Juan Carlos Artigas, Ray Jia and Taylor Burnette — "Has Gold’s Performance Structurally Changed?", World Gold Council: gold’s volatility, market liquidity and continuing role as a portfolio diversifier.
- FINRA — "4 Tips to Know Before Buying Physical Precious Metals": investor guidance on volatility, dealer due diligence, storage, leverage and obtaining a complete accounting of costs.
- Royal Canadian Mint — Silver Maple Leaf bullion coin: official specifications for the one-ounce, 99.99% pure bullion coin.
- Ray Dalio — public commentary through 2026 on portfolio gold allocation, and the All Weather framework as described in his own writing.