About
Our Methodology
How we research, write, and verify the information we publish — and the standards the work is held to.
Our Approach
Every page is built to be checked
Wise With Gold is built to be read like a publication of record. Every page is designed to educate — not to sell, hype, or mislead — and every factual claim is meant to be traceable back to a named, primary source.
This page documents exactly how the work is made: where the numbers come from, how they are checked, how reviews are scored, what keeps the coverage independent, and what happens when we get something wrong.
How a page gets made
Research
We start from primary sources: government and central-bank data, regulatory filings, peer-reviewed research, and the original long-run price series — not secondary commentary or other people’s summaries.
Cross-check & date
Figures are cross-referenced across independent sources and anchor-validated against the original series. Anything that moves over time is stamped with an explicit “as of” date.
Write & fact-check
Claims are checked against the source again at the sentence level. Where a number is genuinely contested, we show a range and say so, rather than inventing false precision.
Publish & correct
Time-sensitive pages carry a last-updated date. When something is wrong, we fix it in the open and log material corrections on our errata page.
Sourcing
Where our numbers come from
The datasets behind our charts, tools, and country profiles are built from named, citable sources — never from anonymous aggregators. The most important ones:
| What we report | Primary source |
|---|---|
| National gold reserves & central-bank flows | World Gold Council (Goldhub) & the IMF International Financial Statistics |
| Long-run historical gold prices (back to 1257) | MeasuringWorth (Officer & Williamson) and the London market fixings |
| Inflation & real (inflation-adjusted) values | U.S. Bureau of Labor Statistics CPI-U, spliced with UK price-index data for the pre-1774 era |
| Asset-class returns (S&P 500, Treasuries) | Aswath Damodaran (NYU Stern) |
| U.S. home-price returns | Robert Shiller (Case-Shiller) |
| Live spot gold & silver prices | Third-party market-data APIs, displayed on an indicative basis only |
The “as of” convention
Gold prices, reserve tonnages, and market data are moving targets. Wherever we cite a figure that changes over time, we date it — “as of early 2026,” or with an explicit reference period — so you can judge how current it is. We treat a dated, sourced number as more honest than an undated round one.
Each interactive tool carries its own methodology page documenting the exact dataset, assumptions, and known caveats behind its figures:
Gold Investment Calculator
Five-asset annual returns, 1928–2025 — gold, the S&P 500, Treasuries, housing, and CPI.
Methodology768-Year Price Ribbon
Nominal and real gold prices back to 1257, spliced across four monetary regimes.
MethodologyGold Reserves Cluster
WGC / IMF holdings and central-bank flows for 38 nations, each dated and sourced.
MethodologyHonest Uncertainty
When sources disagree
Good sources do not always agree. National statistics get revised; the World Gold Council’s estimated central-bank demand runs well above the IMF’s reported flows, because some official buying goes unreported.
When that happens, we do not quietly pick the number that tells the better story. We show the range, name which basis we are using, and flag the gap on the page itself. Precision we cannot defend is worse than an honest “about.”
Independence
What keeps this independent
Three lines we hold, so the reader can trust that the coverage serves them and no one else.
No paid placement
No company can pay to be included, to rank higher, or to have criticism removed. We do not sell rankings, reviews, or editorial coverage — full stop.
No undisclosed affiliates
We currently earn no affiliate commissions; outbound links to dealers and providers are plain reference links. If that ever changes, the relationship will be disclosed on the page — and it will not change how we research or score anything.
Education, not advice
We teach you how to think about gold — we do not tell you what to do. Nothing here is personalized financial advice; every investor’s situation differs. See our Disclaimer for the full statement.
Reviews
How we score reviews
Our reviews draw on independent research — public product specifications, manufacturer documentation, regulatory disclosures, and user feedback.
Scores are computed from a fixed, weighted rubric applied identically to every product in a category — not assigned by gut feel, and never influenced by a commercial relationship. A score reflects our assessment at publication; pricing and availability change, so we date our reviews.
Accuracy & corrections
We would rather be corrected than wrong
Pages with time-sensitive information carry a last-updated date, and every material correction is logged openly on our Corrections page — what changed, and when.
If you spot an error, a stale figure, or a claim that does not hold up, we genuinely want to hear it. Write to the editor — challenges to anything we have published are welcome.
For the literature our editorial is grounded in, see the Sources & Research Library; for the legal position, our Disclaimer.
Our Standards
Built to be checked, not taken on trust.
Every figure traces to a named source, every score to a published rubric, every correction to a public log. If something here does not hold up, tell us — we will fix it in the open.