How our projections are built

What a Benchlytics projection is

A projection is our best estimate of a player's expected fantasy production for an upcoming game, expressed as a range rather than a single number. We report a most-likely value along with a floor and a ceiling, plus a consistency indicator that describes how tightly the outcomes cluster.

We model a distribution, not a point, on purpose. A projection that hides its uncertainty invites false confidence. Showing the range lets you match a player to the kind of outcome you actually need.

The inputs

Every projection blends several categories of publicly observable information:

• Historical and recent performance, season and career baselines, weighted toward current form.
• Role and expected opportunity, minutes, touches, usage and depth-chart position that determine how many chances a player is likely to get.
• Matchup and game environment, opponent strength, expected pace and overall game activity.
• Situational factors, venue or park effects and other context where it materially affects output.
• Live news, lineup confirmations, injury reports and role changes as they are reported.

The modeling approach

We estimate each player's production as a probability distribution built from the inputs above, then summarize it into the floor, median and ceiling you see in the product. Models are re-fit as new data accumulates across a season, so a projection in April reflects a different, richer picture than one in October.

We deliberately prefer methods we can explain. If a recommendation can't be reasoned about, if we can't tell you why a player's number moved, it's far less useful to you, and we won't ship it.

Calibration

A projection system is only trustworthy if its ranges mean what they claim. We calibrate so that, across many games, outcomes we label a 'ceiling' actually land near the ceiling about as often as they should, and floors hold up as floors. Calibration is an ongoing process, checked continuously rather than set once.

How often it updates

Data refreshes throughout the day across every league we cover. When lineup news or an injury report lands, the affected projections respond, because deciding on stale information is one of the most common and avoidable mistakes in fantasy research.

The limits, stated plainly

Projections are estimates, and sports are genuinely unpredictable. No model, ours or anyone else's, can promise a result. Injuries, coaching decisions and plain randomness will always defeat perfect foresight, and on any given night a good model will be 'wrong' about individual players more often than newcomers expect. That is variance, not a defect.

Benchlytics is an informational research tool. We provide analytics to inform your decisions; the decisions, and the outcomes, are yours. We do not accept wagers, run contests or guarantee results, and we never will.