Clips matched to KJ Hamler 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 |
|---|---|---|---|---|---|---|---|---|
| Brandon Jones washed out | WR | 2009 | 0.784 | 6.3 | 5 seasons · ended age 27 | 4 | 277 | 208 |
| Griff Whalen washed out | WR | 2017 | 0.780 | 3.4 | 4 seasons · ended age 26 | 3 | 103 | 46 |
| Denzel Mims washed out | WR | 2023 | 0.780 | 3.9 | 3 seasons · ended age 25 | 2 | 110 | 49 |
| Josh Morgan washed out | WR | 2014 | 0.775 | 7.3 | 7 seasons · ended age 29 | 6 | 484 | 387 |
| Vincent Brown washed out | WR | 2015 | 0.764 | 5.0 | 3 seasons · ended age 25 | 2 | 159 | 102 |
| Devery Henderson | WR | 2012 | 0.763 | 8.5 | 8 seasons · ended age 30 | 7 | 720 | 573 |
| Demaryius Thomas | WR | 2019 | 0.762 | 17.5 | 10 seasons · ended age 32 | 9 | 1853 | 1504 |
| Isaiah Ford washed out | WR | 2021 | 0.761 | 5.2 | 3 seasons · ended age 25 | 2 | 140 | 94 |
| Jason McAddley washed out | WR | 2007 | 0.760 | 2.6 | 3 seasons · ended age 26 | 2 | 70 | 20 |
| Kelley Washington | WR | 2010 | 0.760 | 5.3 | 8 seasons · ended age 31 | 7 | 275 | 190 |
Every component below is sourced from the engine output
(engine_rankings.json) and the displayed comp table. The
final production score is 70.
fantasy_arc_v2
Projection path: peak_anchored
Comps: 25
Avg similarity (top 20): 0.760
Comp pool washed-out rate: 75% (15/20)
| Step | Value | What it is |
|---|---|---|
| Comp-weighted projection (v3.3 primary) | 350 | Σ (simi × post-age-fpi) / Σ simi. Sanity check from the top-20 row data on this page: 331. This is the “weighted average of the comparable players’ actual realised post-age fantasy points” — Phil's 2026-05-28 brief. |
| Peak-anchored projection | 645 | 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) | 388 | 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) | 350 | Blended comp-weighted + capped peak-anchored, per the v3.3 methodology described above. |
| × Survival | 0.365 | Multiplier reflecting how many comps washed out by age 30. Today: 1 − 0.5 × bust_rate. |
| × Sample confidence | 0.600 | Shrinks small-sample projections toward the position-tier baseline when raw > baseline; multiplies straight otherwise. = max(128 × confidence + baseline × (1−conf), or 128 × 0.600) 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) | 0.450 | 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. missed 3 full seasons (last played 2022) |
| = Final production score | 70 | 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.