/ METHODOLOGY
CollectIQ turns fragmented collectible-market data into research you can act on. This page explains what data we currently have, how we match it to your card, and how we express confidence in a valuation. The exact proprietary weighting formula is not disclosed.
There is a real difference between what a seller is asking and what a buyer actually paid. CollectIQ treats these as two different categories:
We never present an active listing as a sale, "last sold," or completed transaction.
Every observation is matched against the card's core identifiers:
Each observation gets a match tier — Exact, Strong, Moderate, Weak, or Ignore — and, where relevant, a plain-language "Why this comp?" explanation such as "Strong match: same set, card number, parallel, grader, and grade."
Every valuation carries one of four confidence tiers:
When there are no verified sales, confidence is capped at Moderate — we will not display High Confidence based purely on active asking prices. When confidence is Low or Insufficient, we suppress directional buy/sell recommendations.
We identify and down-weight or exclude observations that skew results — bulk lots, damaged copies, misgraded slabs, reprint parallels being sold as originals, and "buy it now" listings priced far outside the recent distribution. Excluded rows remain visible on the asset page with an IGNORE tag so you can see the raw data.
Sources like TCGplayer's market price are aggregated index values — useful as a floor or sanity check but not a per-transaction sold price. We surface index/guide data separately from verified sales and factor it in at a lower weight.
The exact weighting formula that combines match quality, recency, sample size, verified-vs-active mix, and momentum into the CollectIQ Score is proprietary and not disclosed. This page documents the categories of inputs and the guardrails.
Our internal schema stores each observation with a category (Active Listing, Verified Sale, Auction Result, Aggregated Price Estimate, Price Guide Value, User-Imported Comp), so adding a new sold-comp provider does not require redesigning the app.
Questions? Contact us.