Sunday 1 November, 16:30 UK time
LiverpoolvArsenal
Arsenal win or draw
69%What must happen: Arsenal must avoid defeat: a win or a draw both count.
How likely: the model rates it about 7 in 10 (69%), so in similar matches it would still fail about 3 times in 10. A probability, not a promise.
Main reason: The rating model gives “Arsenal win or draw” a 69% chance, against 57% in a typical Premier League match over the last three seasons.
What could spoil it: the likeliest losing score is 1–0 (a model illustration, 9%); together the losing scores make up 31%.
Settled on the final score after 90 minutes plus stoppage time. Postponed, abandoned or cancelled matches are void.
Why this call
The rating model gives “Arsenal win or draw” a 69% chance, against 57% in a typical Premier League match over the last three seasons.
This season Liverpool have scored 11 and conceded 8 in 8 league games; Arsenal 13 and 5 in 8.
Out-of-sample check (2024/25–2026/27, 210 matches): when the model rated this market 60–70%, it landed 140 times (67%).
What could spoil it
The model still leaves 31% for this to fail; the likeliest losing score is 1–0.
The evidence behind the numbers
What the locked forecast says
Stored when the prediction was locked (30 Oct, 23:10 GMT, version 1, model tl-poisson-v1.1). These numbers are never recomputed, so later results or data cannot change them.
| Result | Probability |
|---|---|
| Liverpool to win | 31% |
| Draw | 26% |
| Arsenal to win | 43% |
Model scoring expectation: Liverpool 1.16, Arsenal 1.43 goals. This comes from the team-strength ratings, not from a shot-quality (xG) data feed. Uncertainty ranges and a factor-by-factor breakdown were not stored with this prediction, so none is shown for it. How the live model was tested.
Every possible score Model illustration from the locked scoring expectation; hover or tap a score.
Final score
Liverpool 0–1 Arsenal
10.8% chance of exactly this score (before kickoff).
Super Tip, Arsenal win or draw: wins
✓ Wins: Arsenal to win · Arsenal win or draw · Under 2.5 total goals · Under 3.5 total goals · At least one team fails to score · Liverpool not to score
✗ Loses: Liverpool to win · Draw · Liverpool win or draw · Over 2.5 total goals · Over 1.5 total goals · Both teams to score · Liverpool over 1.5 goals · Arsenal over 1.5 goals · Arsenal not to score
Percentages, darker = likelier. ✓ marks scores where the Super Tip wins: together 69.5%, matching the locked 69.5%. Most likely single score: 1–1 (12.5%). Scores with 6+ goals for a side: 0.5%. FT marks the final score.
Every market we priced Compared with a historical base rate, not a bookmaker price.
| Market | Model | Historical base rate | Comparison |
|---|---|---|---|
| Arsenal win or draw ★ | 69% | 57% | |
| Arsenal to win | 43% | 32% | |
| Under 2.5 total goals | 52% | 42% | |
| Liverpool not to score | 31% | 22% | |
| Under 3.5 total goals | 74% | 65% | |
| At least one team fails to score | 48% | 42% | |
| Arsenal over 1.5 goals | 42% | 39% | |
| Draw | 26% | 25% | |
| Arsenal not to score | 24% | 25% | |
| Both teams to score | 52% | 58% | |
| Over 1.5 total goals | 73% | 82% | |
| Over 2.5 total goals | 48% | 58% | |
| Liverpool win or draw | 57% | 68% | |
| Liverpool to win | 31% | 43% | |
| Liverpool over 1.5 goals | 32% | 49% |
The base rate is how often each outcome happened in Premier League matches over about three seasons; the gap to it is what makes a fixture distinctive. It is not a bookmaker price and says nothing about betting value. Model scoring expectation (from team ratings, not a shot-quality xG feed): Liverpool 1.16, Arsenal 1.43. Totals and both-teams-to-score markets are priced but not eligible as Super Tips: in testing the model did not beat the base rate there.
Context and data gaps Team news, rest and weather; none of it changes the probability.
No experimental snapshot or context snapshot was stored before kickoff for this match. We do not reconstruct one afterwards, because results and reports collected later would leak into it.
Experimental views Not official calls and never scored. Only the call above is official.
No experimental snapshot or context snapshot was stored before kickoff for this match. We do not reconstruct one afterwards, because results and reports collected later would leak into it.
Low-priority patterns: kickoff time and head-to-head Not used by the model; small samples, mostly explained by team strength.
Liverpool at 16:30 (home)
History since 2020/21Liverpool won 9 of 21 home league games kicking off at 16:30 UK time, versus 69 of 97 (71%) at other times. Raw records, not adjusted for opponent strength.
Arsenal at 16:30 (away)
History since 2020/21Arsenal won 11 of 23 away league games kicking off at 16:30 UK time, versus 56 of 95 (59%) at other times. Raw records, not adjusted for opponent strength.
Liverpool v Arsenal at this ground
History since 2020/21Small sample: 6Since 2020/21: 3 Liverpool wins, 3 draws, 0 Arsenal wins in 6 league meetings here (3.2 goals per game). Only 6 matching games — a small sample.
Model check: late afternoon kickoffs
Model check, 2024–2026In out-of-sample tests, home teams in this kickoff slot won 32% of 161 games versus 40% predicted. The gap is larger than chance would usually produce, but we tested several slots, so treat it as a hypothesis to track rather than an adjustment.