Tottenham Hotspur v Newcastle United
Tottenham Hotspur host Newcastle United in matchweek 2.
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Tottenham Hotspur v Newcastle United
Sat, Aug 29, 12:30 PM ET · Matchweek 2 · Premier League
Club research: Tottenham Hotspur · Newcastle United
Final · full time
Tested blind on past seasons. These are the model's own probability distributions, published so you can see what it says — not picks, not advice, and not compared against any price.
Model detail · how it was tested and its live record
Tested blind on nine past Premier League seasons (2013-14 to 2021-22, 3,420 matches) it was never fit on, where it beat the previous model and a plain rating system. Its total-goals numbers follow the league's recent scoring rate, so they are the same for every match — in that test they were more accurate than the previous model's team-by-team totals. Its live record this season is still being graded. 40 Premier League matches have been graded under this model — far too few to support any accuracy claim. No live win rate or accuracy figure is quoted until its season record is large enough to mean something. 36 matches were graded under the model this one replaced; that record is kept separately and is not evidence for this model.
What happened · official result
Full time: Tottenham Hotspur 0 – 2 Newcastle United
Newcastle United win. The graded forecast gave this result 42%. Its most likely outcome was Newcastle United win, which happened. 2 goals in total.
The record grades the forecast published Aug 29, 11:27 AM ET (Tottenham Hotspur 35% · draw 23% · Newcastle United 42%). The figures below are another version of the forecast, also saved before kickoff, and differ slightly.
Every graded Premier League forecast →
The forecast below is shown exactly as it was published before kickoff.
Simulation story
7 chapters · read from the published artifact› Loading the matchup model› Reading the outcome distribution› Preparing the score scenariosPress Play to step through what the model expects, chapter by chapter, or read the report below.
Match result
Full time, 90 minutes
The draw is a real outcome and is never folded away.
Tottenham Hotspur win35.0%
Draw23.0%
Newcastle United win42.1%
Two of three outcomes
Tottenham Hotspur or draw57.9%
Newcastle United or draw65%
Either side wins77%
Each is a sum of the three probabilities above, so it cannot disagree with them.
Exact score
The ten likeliest scorelines
These ten account for 64.7% of the distribution — the remaining 35.3% is spread across every other scoreline.
| Score (Tottenham Hotspur–Newcastle United) | Probability | |
|---|---|---|
| 1–1 | 10% | |
| 1–2 | 8.7% | |
| 2–1 | 7.8% | |
| 2–2 | 6.8% | |
| 0–1 | 6.4% | |
| 1–0 | 5.8% | |
| 0–2 | 5.6% | |
| 1–3 | 5% | |
| 2–0 | 4.5% | |
| 3–1 | 4.1% |
Goals
Total goals in the match
Expected 3.30. The middle half of the distribution falls between 2 and 4 goals.
Expected goals3.30
Median (p50)3
p10 – p901 – 6
Probability of each total (goals)
40
121
202
223
184
125
76
37
18
Over / under ladder
| Line | Over | Under |
|---|---|---|
| 0.5 | 96.3% | 3.7% |
| 1.5 | 84.1% | 15.9% |
| 2.5 | 64% | 36% |
| 3.5 | 41.9% | 58.1% |
| 4.5 | 23.7% | 76.3% |
Half lines only — a match cannot land exactly on one, so over and under sum to 100% with no push.
By side
How many each side scores
The marginal of the same grid — not a separate fit, so these add back to the total above.
Tottenham Hotspur1.56 expected
210
331
262
133
54
25
Newcastle United1.73 expected
180
311
272
153
74
25
Derived
Goalscoring shape and margin
Every figure is an exact sum over the same score grid.
Both teams score65.1%
Tottenham Hotspur clean sheet17.7%
Newcastle United clean sheet20.9%
Expected margin-0.17
Winning margin (Tottenham Hotspur goals − Newcastle United goals)
2-4
6-3
13-2
20-1
230
18+1
10+2
4+3
2+4
Positive means Tottenham Hotspur win by that many, 0 is the draw, negative means Newcastle United. Margins beyond ±4 carry the remaining mass and are not drawn.
Method
Where these numbers come from
Per-club attack and defence rates are fitted to Premier League results only, then combined into an exact Poisson score matrix for this fixture. Every probability on this page is a closed-form sum over that one grid — there is no sampling here, so there is no run count to quote and the figures are identical for every visitor, every time.
The fit takes an explicit cutoff at the run clock, so it cannot see a result from a match it is forecasting. Team-level only: no lineup, injury or team-news input exists in this model, by design.
- Forecast generated
- Validation
- Team match model tested blind on past seasons · not shown to outperform market prices
Technical detailsInternal model id and the fitted scoring rates.
- Model
- epl-model-v1-split-poisson
- Scoring rates (λ)
- Tottenham Hotspur 1.56 · Newcastle United 1.73
More
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Paper-only and educational. Not betting advice. All Premier League fixtures