FAQ 🔍
Methodology

How we keep COAD accurate.

COAD deals with fast-moving evidence — AI capability, labour market data, government reports. Here's the process we follow to keep our research and this website honest.

Content last independently verified: 17 August 2026

This page describes our process, not a running public list of corrections. We fix things as part of normal, ongoing maintenance — the same way any careful publisher does.

1Where our numbers come from

We ground our claims in named, authoritative sources rather than assertion. Where a figure or claim can't be verified against a source like this, we say so rather than presenting it as settled fact.

Australian Treasury ABS Reserve Bank of Australia Commonwealth legislation Peer-reviewed research PMI standards

2Our weekly review

Every week we run a structured review of COAD's evidence base. We check what's changed, brief ourselves on new AI and policy developments, update our internal documents and this website where the evidence has moved, and specifically audit the live site against our source material to catch drift between what we've published and what the sources actually say.

3We look for what might prove us wrong

Part of that weekly review is a deliberate search for the strongest evidence against COAD's case — not only evidence that supports it. If we find something that cuts against our position, we say so rather than leaving it out. Some weeks that turns up nothing; when it does, we'd rather know.

4Checking quotes and figures over time

Where we cite a named person's quote, or a figure tied to a periodic release — a fund's quarterly update, a statistics agency release — we periodically re-check it against the original source. Quotes can be mis-attributed as they circulate, and periodic figures go stale between updates, so we treat both as needing a periodic recheck rather than a one-off verification.

5Watching for things we know are coming

Some of our key figures update on a predictable schedule — a fund's half-yearly report, a statistics release, a regulator's results. We keep a calendar of when the sources we rely on are next expected to update, so a figure doesn't quietly go stale just because nobody happened to check it that week.

6Our standards

We apply the PMBOK® Guide's principles-based framework to how we plan and govern this work, and the Australian Government Style Manual to how we write it. Neither guarantees we'll always get it right — but both give us a consistent bar to check our own work against, rather than relying on our own judgement alone.

If you spot something on this site that looks wrong or out of date, we want to know about it. Get in touch, or dig into the sources yourself.