A fictional shop writing about method. No picks, no lines to act on, and nothing here is betting or investment advice. What this is.

Keeping Score

Keeping Score

All Keeping Score articles from PlayerGem.

Latest Articles

Calibration 6 min read

The Grading Window We Trusted Too Long

PlayerGem's grading window held for two seasons before a quiet structural shift made it a source of flattering noise ...

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Calibration 6 min read

The Window We Trusted Because We Set It First

PlayerGem set its grading window before seeing results — and found that prior authorship of a rule is a surprisingly ...

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Calibration 6 min read

Grading the Window Instead of the Rating

PlayerGem's grading desk on the week we discovered our hit rate looked fine because we had quietly optimized the wind...

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Calibration 6 min read

The Grading Window We Opened Early

PlayerGem opened a grading window before the fixed deadline and found that curiosity about a live rating is not a neu...

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Calibration 6 min read

A Column That Passed Every Check and Said Nothing

PlayerGem built a grading column that cleared every internal check, hit its accuracy target, and still told us nothin...

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Calibration 6 min read

The Grading Window We Agreed On and Ignored

PlayerGem set a fixed grading window, documented it, and then quietly abandoned it the first time a rating looked bad...

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Calibration 6 min read

The Grading Column We Forgot to Check

PlayerGem's grading sheet had a calibration column that went unchecked for six weeks — here is what that silence actu...

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Calibration 6 min read

The Grading Column We Added to Feel Thorough

PlayerGem added a secondary grading column to its rating sheets and spent months confusing the appearance of rigor wi...

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Calibration 6 min read

Grading a Window We Closed Too Early

PlayerGem closed a grading window before a game finished and marked a rating correct — then the final minutes changed...

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Calibration 6 min read

The Grading Window We Set After Seeing Results

PlayerGem set its grading window after already knowing the outcomes — and then had to reckon with what that did to ev...

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Calibration 6 min read

The Grading Window We Kept Moving

PlayerGem's grading window for one basketball rating shifted four times before we admitted we were protecting a numbe...

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Calibration 6 min read

What We Do With a Rating We Can No Longer Grade

PlayerGem's method for handling ratings that can't be graded after the fact — and why unresolvable records are the mo...

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Calibration 6 min read

When Instinct Outscored the Corpus

PlayerGem's grading desk on the week a colleague's unaided instinct produced better-calibrated ratings than the shop'...

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Calibration 6 min read

Shrinking Our Own Confidence on Principle

PlayerGem applied shrinkage to its own stated confidence levels and found the shop had been systematically overclaimi...

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Calibration 6 min read

The Grading Window Has to Be Fixed in Advance

PlayerGem's grading process only works if the window closes before we see the outcome — here is what happened when we...

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Calibration 6 min read

Our Most Accurate Month Was Our Worst Result

Our best hit rate ever came from a month when the pipeline was broken. It took a fortnight to work out why the number was good.

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Calibration 6 min read

Accuracy and Calibration Are Different Things

Being right often is one property. Knowing how often you will be right is a different one, and it is the one that makes a shop useful.

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Calibration 6 min read

Publishing the Error Rate Changed How We Argued

The decision to make our own miss rate public was meant to be about honesty. Its largest effect was on how disagreements inside the shop got settled.

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