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Regular season · week 4 · Thursday, Oct 1, 8:15 PM ET · started

Pittsburgh SteelersatCleveland BrownsEXPERIMENTAL

Huntington Bank Field

Pittsburgh SteelersCleveland BrownsSaved on this device
Research matchup

This game has kicked off. Everything below is exactly what was published before kickoff and has not been changed since — that is the point of keeping it.

Live game state

Live beta

The left side is what the live source reports right now. The right side is the GameTime forecast made before kickoff — it is frozen and does not change while the game is played.

Live now

Checking the live feed…

Pregame GameTime · frozen

PIT
20 (54% pregame win chance)
CLE
19 (43% pregame win chance)

Forecast frozen at Oct 1, 6:30 PM ET. It does not change during the game.

Started · not saveable

No simulation story for this event: No NFL event with a published simulation for this date.

Simulation

What our model expects

10,000 simulated games · model nfl-regular-season-public-v1

Projected score

PIT 20 — 19 CLE

the middle of our simulated outcomes, not a call on the exact final

Win chance

PIT 54.4% · CLE 42.5%

how often each side won in 10,000 simulations · ties 3.1%

Total points (both teams)

39

8 in 10 simulations landed between 22 and 56

CLE winning margin

-2

a minus means PIT wins by that much · 8 in 10 between -18 and 15

Model details

From the margin-of-victory Elo win head, published exactly as evaluated on held-out 2006–2021 — no shrink toward 50% is applied, and no claim to out-predict the sportsbook market is made. Generated 2026-10-01T22:30:25Z under model nfl-regular-season-public-v1 and frozen pre-kickoff; every forecast is settled against the official result.

Projected scorecard

expected statistical summaries · not one simulated game
PIT 20 — 19 CLEwin chance PIT 54.4% · CLE 42.5%total 39 (22–56)margin -2

PIT

Likely TD scorers

Jaylen Warren 35.8%

DK Metcalf 27.7%

Roman Wilson 20.6%

Passing

Aaron Rodgers 204 pass yds (113–334)

Rushing leaders

Jaylen Warren 59 rush yds (15–151)

Aaron Rodgers 2 rush yds (0–26)

Receiving leaders

DK Metcalf 3 rec · 34 yds

Roman Wilson 3 rec · 25 yds

Jaylen Warren 2 rec · 20 yds

CLE

Likely TD scorers

Harold Fannin Jr. 35.0%

Quinshon Judkins 32.5%

KC Concepcion 29.0%

Passing

Deshaun Watson 203 pass yds (111–338)

Rushing leaders

Quinshon Judkins 42 rush yds (11–106)

Deshaun Watson 25 rush yds (4–81)

Receiving leaders

Harold Fannin Jr. 4 rec · 39 yds

KC Concepcion 4 rec · 35 yds

Denzel Boston 3 rec · 35 yds

pass interceptions · First/last/2+ touchdown — withheld, with the exact bar each failed
  • pass interceptions: RESEARCH_ONLY
  • First/last/2+ touchdown: DISABLED — no ordering model and no calibration receipt of their own; never derived from anytime probabilities
Model detail — who this forecast leaves out (5)
  • Rico Dowdle PIT — Not playing: Listed Out.
  • Isaiah Hodgins PIT — Role not yet observed: no game for PIT yet this season — role at PIT not yet observed.Historical prior, not used in these numbers: 6 games for NYG, 1.7 rec · 19.2 rec yds per game.
  • Dylan Sampson CLE — No receiving projection: the receiving model's usage pool does not include his 2026 role here yet.
  • Shedeur Sanders CLE — Not this team's passer: backup quarterback — the passing projection belongs to the depth chart's starter.
  • Dillon Gabriel CLE — Not this team's passer: backup quarterback — the passing projection belongs to the depth chart's starter.
Range

How wide the outcomes are

the 10th to 90th percentile of each team's simulated score

TeamLow (10th)ProjectedHigh (90th)
Pittsburgh Steelers92032
Cleveland Browns71931
Comparison

Us versus the sportsbooks

two independent reads, shown side by side

Our win chance

42.5%

CLE to win

Sportsbook win chance

42.6%

CLE to win, read from 9 sportsbooks' odds with their built-in margin removed

Difference

0 pp

ours minus the sportsbooks', in percentage points — not a recommendation

Total points: ours vs sportsbooks

39 vs 37.5

our projected total against the sportsbooks' over/under line

The sportsbook numbers are the books' own, shown for context. A difference is a difference — this model is not validated to out-predict the sportsbook market.

Prices captured 2026-10-01T19:45:24Z — before kickoff.

Player projections · 18 modelled

The player board

Every modelled player, with his availability. Players listed out carry no volume projection.

Every receiving family for one player on one row, ranked by expected receptions.

PlayerTeamAvailabilityReceptions (10th–90th)Rec yards (10th–90th)TD chance
Harold Fannin Jr.CLE4 (1–8)39 (10–86)35.0%
KC ConcepcionCLE4 (1–7)35 (8–78)29.0%
Denzel BostonCLE3 (1–6)35 (4–90)28.2%
DK MetcalfPIT3 (1–7)34 (6–81)27.7%
Roman WilsonPIT3 (1–5)25 (1–67)20.6%
Jaylen WarrenPIT2 (0–5)20 (0–59)35.8%
Quinshon JudkinsCLE2 (0–5)15 (0–48)32.5%
Pat FreiermuthPIT2 (0–5)23 (0–62)19.2%
Raheim SandersCLE2 (0–4)16 (0–51)17.6%
Michael Pittman Jr.PIT2 (0–4)18 (0–57)16.0%
Jerry JeudyCLE2 (0–5)20 (0–58)13.3%
Germie BernardPIT2 (0–4)15 (0–51)11.0%
Darnell WashingtonPIT1 (0–4)15 (0–52)11.1%
Model detail — who this forecast leaves out (5)
  • Rico Dowdle PIT — Not playing: Listed Out.
  • Isaiah Hodgins PIT — Role not yet observed: no game for PIT yet this season — role at PIT not yet observed.Historical prior, not used in these numbers: 6 games for NYG, 1.7 rec · 19.2 rec yds per game.
  • Dylan Sampson CLE — No receiving projection: the receiving model's usage pool does not include his 2026 role here yet.
  • Shedeur Sanders CLE — Not this team's passer: backup quarterback — the passing projection belongs to the depth chart's starter.
  • Dillon Gabriel CLE — Not this team's passer: backup quarterback — the passing projection belongs to the depth chart's starter.
Families not shown, and the exact bar each failed (2)
  • pass interceptions: RESEARCH_ONLY
  • First/last/2+ touchdown: DISABLED — no ordering model and no calibration receipt of their own; never derived from anytime probabilities

Scoring outlooktop 6 of 18 by TD chance · full list in the board’s TD tab

  • 35.8% Jaylen Warren · PIT
  • 35.0% Harold Fannin Jr. · CLE
  • 32.5% Quinshon Judkins · CLE
  • 29.0% KC Concepcion · CLE
  • 28.2% Denzel Boston · CLE
  • 27.7% DK Metcalf · PIT

Anytime-scorer probability means scoring a touchdown — never throwing one. Void if the player does not play; questionable players carry their state above.

Reading key

What these numbers mean

Projected score
The middle outcome across every simulated game — not a prediction of the exact final.
Win chance
How often each side won across the simulations, after the calibration described above.
80% range
Eight in ten simulated games landed inside this band. Real games land outside it too.
pp (percentage points)
The plain difference between two percentages. A gap is a difference, not an advantage.
Experimental
Published while its out-of-sample record is still accumulating. Every forecast is frozen before kickoff and graded against the official result.
Provenance

Where this came from

model
nfl-regular-season-public-v1 v2
simulations
10,000
input hash
83755ca2b744df92
generated
2026-10-01T22:30:25Z
kickoff
2026-10-02T00:15Z
state
SETTLED
Player-family model provenance (4 published)
  • Rushing yards: Share-level model: cleared every bar when re-tested on 2014–2021 (14,502 player-games) — a second look at seasons examined once before, not a blind test. Each week's forecast is frozen before the first kickoff and graded; its blind 2026 record is still accumulating (216 graded player-games so far).
  • Receiving yards: props-v1 evaluation: n=3575, all promotion bars pass
  • Receptions: props-v1 evaluation: n=3575, all promotion bars pass
  • Anytime touchdown: Opportunity touchdown model: cleared every bar on a blind test of 2014–2021 (35,128 player-games never used to build it). Probabilities condition on playing — a player who does not play settles void. Each week's forecast is frozen before the first kickoff and graded; its blind 2026 record is still accumulating (524 graded player-games so far).

Our win chances come from a team rating that weights how decisively teams win. Tested on 4,281 past games it had never seen (2006–2021), it scored 0.629 on log loss (lower is better) — better than our previous rating's 0.642 and a coin flip's 0.693, but short of the sportsbooks' own odds at 0.610. It has NOT been shown to beat the sportsbook market. Where our win and margin ratings disagree on the favourite, the previous rating is used for that game. The 2026 season evaluation still runs under bars frozen in August, so every forecast stays experimental. These ratings are built from results, not from who is playing: they do not know that a starting quarterback has been ruled out. Our player projections do remove players who cannot play; the team win chance beside them does not. We tested whether adding that would help, using perfect hindsight about whether each team's main quarterback actually played — on 855 games from 2023 to 2025 it improved the win rating on average but was WORSE in one of the three seasons, so it did not clear the bar we hold these ratings to and we left the rating alone.

Educational and paper-only — not betting advice.

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