Clips matched to Efton Chism III from public YouTube uploads, grouped by week with the most recent complete week first. Every card opens on YouTube in a new tab, so views and ad revenue stay with the original uploader.
The top-10 most similar long-arc NFL players matched by fantasy-point production curve at this career stage. Each comp's "Peak 3yr fp/g" is their best 3-season fp/g average under Superflex PPR (era-pace-adjusted to modern). Similarity is bounded in (0, 1] — 1.0 means an identical career-stage profile vector. "Career" notes the comp's NFL longevity; the washed out badge flags comps whose career ended by age 30 with fewer than 8 NFL seasons (the engine’s bust definition). The ⏳ 1985 badge marks comps whose snapshot season predates 1999 — the corpus now spans 1980-2025, so Payton, Emmitt, Marcus Allen, Rice, Marino-era greats are eligible matches. Pre-1999 comps carry a 0.9× confidence haircut because era-pace adjustment is principled but not perfect.
| Comparable | Pos | Last season | Similarity | Peak 3yr fp/g | Career | Post-age seasons | Career fp | Projected pts |
|---|---|---|---|---|---|---|---|---|
| John Hightower washed out | WR | 2022 | 0.893 | 2.7 | 1 seasons · ended age 24 | 0 | 27 | 0 |
| Maurice Harris washed out | WR | 2018 | 0.971 | 4.9 | 3 seasons · ended age 26 | 2 | 82 | 66 |
| Ryan Grant washed out | WR | 2019 | 0.986 | 6.1 | 5 seasons · ended age 28 | 4 | 266 | 232 |
| Kevin Elliott washed out | WR | 2013 | 0.986 | 2.0 | 1 seasons · ended age 24 | 0 | 18 | 0 |
| Devon Wylie washed out | WR | 2015 | 0.982 | 2.0 | 1 seasons · ended age 24 | 0 | 10 | 0 |
| Donald Driver | WR | 2012 | 0.980 | 13.2 | 14 seasons · ended age 37 | 13 | 1774 | 1303 |
| Limas Sweed washed out | WR | 2011 | 0.977 | 1.4 | 2 seasons · ended age 25 | 1 | 12 | 1 |
| Andre Cooper washed out | WR | 2000 | 0.977 | 2.0 | 1 seasons · ended age 24 | 0 | 14 | 0 |
| Legedu Naanee washed out | WR | 2012 | 0.963 | 5.3 | 6 seasons · ended age 29 | 5 | 226 | 192 |
| Windrell Hayes washed out | WR | 2002 | 0.961 | 1.9 | 1 seasons · ended age 24 | 0 | 14 | 0 |
Every component below is sourced from the engine output
(engine_rankings.json) and the displayed comp table. The
final production score is 283.
rookie_nfl_fp_arc
Projection path: rookie_comp_pool_floor
Comps: 25
Avg similarity (top 20): 0.930
Comp pool washed-out rate: 90% (18/20)
| Step | Value | What it is |
|---|---|---|
| Comp-weighted projection (v3.3 primary) | 106 | Σ (simi × post-age-fpi) / Σ simi. Sanity check from the top-20 row data on this page: 130. This is the “weighted average of the comparable players’ actual realised post-age fantasy points” — Phil's 2026-05-28 brief. |
| Peak-anchored projection | 283 | The player's own peak-3yr-fp/g × expected games × horizon × 5%/yr time discount, capped at 1.25× the top single-comp projection. Used as a soft blend for elite-tier producers (60/40 comp-weighted / capped peak) so a Mahomes / Allen isn't fully dragged to the comp-pool mean. |
| Banked-credit floor (diagnostic only) | 0 | The v3.1 “dynasty equity” floor = career_total_fp × yrs-rem-weight + recent rate × short forward window. v3.3 no longer lets this override the projection — banked production is already realised, not “remaining.” Shown for transparency. |
| Raw projection (pre-penalty) | 283 | Blended comp-weighted + capped peak-anchored, per the v3.3 methodology described above. |
| × Survival | 0.300 | Multiplier reflecting how many comps washed out by age 30. Today: 1 − 0.5 × bust_rate. |
| × Sample confidence | 0.267 | Shrinks small-sample projections toward the position-tier baseline when raw > baseline; multiplies straight otherwise. = max(85 × confidence + baseline × (1−conf), or 85 × 0.267) when below baseline. |
| × Late-breakout penalty | 1.000 | QB-only. Scales by confidence so unproven late-breakout rookies only pay a fraction of the discount. |
| × Missed-season penalty (v3.3) | 0.818 | Multiplicative haircut for players who didn't play (or only played a partial slate) in the most recent NFL season. 0.70 for a full missed season, 0.85 for <8 games, 0.45 for two+ full missed seasons. only 8 of 17 games in 2025 (partial season — v3.7 scaled penalty) |
| = Final production score | 283 | Drives the player's rank on the Similar NFL Career Paths page. |
Want this player ranked under your league's specific scoring + roster rules? Head to Dynasty Rankings.