Last week, I took an initial shot at projecting the 2022 wide receiver and running back classes into the NFL. Those pre-NFL combine numbers are already obsolete, as draft boards shift wildly on the winners and losers of the various measurements and drills.
While my research shows that NFL Scouting Combine results have a significantly greater impact on draft position than actual NFL value and production, you can’t afford to fade the crowd coalescing around their favored prospects. Despite tremendous advancements in our ability to collect data on college prospects, the most meaningful single variable in determining NFL success is draft position.
In this analysis of 2022 NFL Draft prospects at the running back position, I’m going to detail the quantitative process behind the results, including the importance of different features and how assumed draft position (via GrindingTheMocks and a number of post-combine mock drafts), age, athletic traits and production markers all blend into a single prediction. IIn this case, the prediction will be focused on fantasy football results, specifically the percentile for projected top-12 fantasy weeks at the position over the prospect's first two NFL seasons. We could extend the window further to cover a player’s entire career, but the point in the real NFL draft and fantasy rookie drafts is to see a return on investment earlier rather than later.
This analysis will cover all running backs from the 2022 class currently being selected in mock drafts, using their combine results and actual production figures to forecast fantasy success.
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This analysis uses what is known as an ensemble model, or a blend of the results from different models which are then blended together to form a single, and hopefully more precise, final prediction. One of the models is tree-based, the other linear. The historical data from previous running back classes from 2006 through 2019 were used to train the models, including the number of actual top-12 weekly fantasy finishes for those previously drafted running backs. The historical fantasy finishes are based on points-per-reception (PPR) scoring.
The features for each running back in the models are as follows, ordered by relative importance and statistical significance. The stats are from the prospects’ best statistical season in which they played at least five games and logged at least 25 carries:
- Draft position
- Total team yards market share
- Rushing yards per game
- 40-yard dash
- Total team touchdown market share
- Receptions per game
- Draft age
- 10-yard split
Draft position is the most important feature in predicting fantasy success for running backs, followed by production and athletic measurements.
2022 RUNNING BACK CLASS