Methodology
Players Invest records what sports cards actually sold for, where it sold and in what grade. This page explains exactly where that data comes from, how a completed transaction is separated from a listing price, and where the limits of the data are — so you can decide how much weight to put on any number you see.
Each sale record keeps the marketplace it came from. Sources fall into two groups: places where a card changed hands, and places that merely list one for sale. Only the first group is ever counted as a sale.
Sold listings collected through eBay comp data. This is the largest source of confirmed transactions and the one that most often carries a card number and grade.
Auction results, including the final hammer price and the lot page the sale came from.
Completed purchases recorded against the athlete they relate to.
Heritage Auctions, Pristine Auctions, MySlabs, Lelands, Memory Lane, SCP Auctions, Mile High, Love of the Game, 90s Auctions, Iconic Auctions, Huggins & Scott, Beckett, Sirius Sports, Sac River, Wheatland, Goodwin & Co, RR Auction, Collect Auctions and similar houses, when a result is recorded.
Live marketplace listings. These are asking prices, so they are excluded from every sale total, median and chart.
Retail listings of graded cards. Asking prices, excluded from sales.
Marketplace records that include apparel and accessories as well as cards. Excluded from card sale totals.
Collectible sources are added as they are connected. A marketplace appearing on this list means its records exist in our sales table, not that every sale on that marketplace is captured.
A record is treated as a completed transaction only when all of the following are true:
Transaction types. Auction results are recorded at the final price. Fixed-price purchases are recorded at the price the item sold for. A best offer is recorded once the accepted amount is known; until then the visible asking price stays a listing price and is not counted. Records that are withdrawn or cancelled are not presented as sales, and a record without a final price is never shown as one.
Asking prices. Current listings are shown alongside confirmed sales but in their own section, always labelled as asking prices. They are never mixed into medians, averages or charts.
We do not publish a formal verification badge we cannot support. Where a listing's card details are incomplete, the sale is labelled as a partial match rather than presented as an exact card.
Sales are collected by scheduled jobs that run daily, and the newest records appear as each job completes. Every sale keeps its own sale date, so a sale that happened three weeks ago is still dated three weeks ago no matter when it was collected.
Different sources finish at different times: eBay comps and marketplace listings usually refresh overnight, while auction results appear after the house publishes them. That means a period's totals can still grow for a day or two after the period ends.
The same sale can arrive from more than one pipeline. Records are de-duplicated before they are counted or compared, using the source's own identifier first, then a stored de-duplication key, then a combination of listing title, price, sale date and marketplace.
Two genuine sales of the same card on the same day at the same price are still two sales — a card resold quickly is real market activity, so de-duplication only removes records that describe the same transaction.
Each sale is attached to a card identity made of:
Where the marketplace supplies these as structured fields, those values are used. Where it does not, the year, set, parallel and grade are read from the listing title — the product name is usually there even when the field is empty. A sale is marked as an exact match only when the year, set and card number are all known; otherwise it is marked as a partial match, and it is compared only against other partial matches of the same card.
Grades are never combined. A PSA 9 copy of a card is compared with PSA 9 copies. PSA 8, PSA 10, BGS and raw copies each have their own history, and a card with no numeric grade is labelled separately from a graded one.
We do not use fuzzy card matching to fill in a thin market. If a card cannot be identified with confidence, its sales are not pooled with a different card, even when the two look similar.
Where the price guide shows an estimated value, it is calculated from recorded sales of that card and grade — never from a listing price. The estimate prefers the most recent evidence:
Grade, recency and the number of recorded sales all affect the figure, and the explanation shown with a value states which of these rules produced it. An estimate is a reading of past transactions, not a guaranteed selling price and not a formal appraisal.
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