Moe Williams is a career quality starter — a running back whose body of work places Williams in the top half of all players at the position historically. The Knox model values sustained contribution over flash, and Williams's career arc reflects exactly that kind of reliable professional-grade performance.
Ranked #383 of 568 by seasons where high individual production happened on low-win teams. Score aggregates only tracked StatVault categories.
Reached 13% of the all-time Rushing Touchdowns leader — a rotational/depth all-time profile at the position.
Career Value · VORP
36 career value over replacement — #2502 all-time of 4,695. 4.5/season above a replacement-level RB.
Career Profile
Pick #75 (Rd 3) · MIN · 1996 · +17.2 vs expected KV-H
Fan Rating
Rate Moe Williams — All-Time
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A 0–100 scale where 100 = matched the all-time leader at this position. Built only from visible encyclopedia data — career production vs. the all-time leader, plus efficiency (EPA) and comparable-player confidence — so it's a transparent context score, not a subjective rating. Tiers: Elite ≥ 85 · Strong ≥ 65 · Solid ≥ 45 · Depth < 45. Comparable-player confidence: 87%.
StatVault aggregates multiple open-licensed and proprietary sources into a single profile. The depth indicator above shows which layers are available for this player.
Pre-1999 players have bio + draft data but counting stats are not available from any freely-licensed source. Players with ★ Career Only see verified career aggregates from nflverse draft_picks.
Modern-era stats (1999+) come from nflverse's open data releases. Pre-1999 seasons are backfilled additively from Wikipedia and NFL.com's own official season pages — never from rights-restricted sources.
Amber = this player (normalized to own peak). Indigo = average RBs aging curve. Group peak age: 21. Source: StatVault KV-H era (1999+).
Major career thresholds crossed, derived from regular-season totals (1999+).
Rushing
Receiving
Defense
Proprietary StatVault Metrics
College stats are not imported for this profile yet.
StatVault has the verified college attribution (Kentucky), but no parsed college box-score table is present in this profile artifact. The section stays here so every profile has a consistent college-stats landing point without fabricating unavailable rows.
Career teammates and draft class, derived from year-by-year rosters — every name is linked.
Statistical + physical similarity across every player in the database, position-relevant (0–100%).
Last recorded season with MIN
Joined MIN (from BAL)
Joined BAL (from MIN)
Drafted by MIN — Round 3, Pick 75
StatVault's proprietary player intelligence, informed by full career data. How Knox works →
Era-normalized career quality — z-scored against 8-season peers. See all →
Career durability — games played vs. scheduled, across 9 seasons.
Composite score across availability, IR frequency, and injury severity. See all →
Rush Yds translated to the 2025 NFL — each season's standing among its own-era peers, projected onto 2025's scoring environment. Modern-era (1999+) coverage.
| Season | Actual Rush Yds | Rush Yds/G | → 2025 Rush Yds | → 2025 /G |
|---|---|---|---|---|
| 1997 | 59 | 4.2 | 340+281 | 20 |
| 1999 | 69 | 9.9 | 404+335 | 23.8 |
| 2000 | 67 | 5.2 | 303+236 | 17.8 |
| 2001 | 291 | 22.4 | 491+200 | 28.9 |
| 2002 | 414 | 25.9 | 522+108 | 30.7 |
| 2003 | 745 | 46.6 | 786+41 | 46.3 |
| 2004 | 161 | 12.4 | 300+139 | 17.6 |
| 2005 | 20 | 4 | 176+156 | 10.4 |
Data: nflverse:draft_picks, nflverse:players, nflverse:player_stats, nflverse:player_stats_def, nflverse:advanced-epa (CC-BY 4.0), wikipedia:season-stats (CC-BY-SA, facts-only), nfl.com:official-stats (facts-only reference), espn.com:stats-api (facts-only reference), espn.com:stats-api (games-played, facts-only reference) · multi-source verified via the StatVault Oracle · updated 8/31/2026
Tevin Coleman
RB
86% match
1996 Draft ClassmatesFull class →