Liverpool 4-3 Tottenham – Result & Analysis
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Poisson model rates Liverpool at 73%, yet other data sources diverge — this Liverpool vs Tottenham fixture contains genuine analytical tension.
✍️ Match Preview
Analysis & Preview
A Premier League encounter, Regular Season - 34 sees Tottenham travel to Anfield to take on Liverpool. The game is scheduled for Sunday 30 April 2023, 16:30 UTC.
Recent Form
Across all Premier League games this season, Liverpool have gone 5W 3D 2L from 10 outings — a 1.80 PPG return. Last five: D D W W W. They are averaging 2.30 goals per game — a high-scoring output that makes them a genuine attacking threat in any fixture. 4 clean sheets in 10 games (40%) reflects a solid defensive base.
Liverpool's form when playing at home: 7W 2D 1L across 10 games at Anfield this term (2.30 PPG). They are averaging 2.30 goals per home game — a prolific scoring rate in front of their own fans. 5 clean sheets from 10 home games (50%) — they are an exceptionally hard side to score against at Anfield.
Tottenham — All Games: 4W 3D 3L from 10 Premier League fixtures this season — 1.50 PPG. Last five: D W L L D. They are scoring at 1.80 per game and conceding 1.80. 2 clean sheets from 10 outings suggests some defensive organisation. Both teams have scored in 70% of their games — a noteworthy BTTS rate that supports the Yes market.
When travelling in Premier League this season, Tottenham have posted 3W 3D 4L from 10 away outings — 1.20 PPG. They are averaging 1.80 goals per away game — strong road scoring that makes them a threat even without home support. Both teams have scored in 70% of their away matches — a high BTTS rate on the road that directly informs this fixture.
The form comparison is too close to call — 1.80 PPG (Liverpool) versus 1.50 (Tottenham). When the figures are this level, no pick can be reliably derived from recent results alone.
H2H
The H2H landscape is flat: 3 previous encounters have yielded 1 wins for Liverpool, 0 for Tottenham and 2 draws. A neutral reading in isolation.
The 3 previous encounters between these sides have been high-scoring affairs — 3.0 goals per contest on average. Historical precedent backs the Over 2.5 goals market. The most recent clash, on 6 Nov 2022, ended 2–1 with Liverpool winning.
With the win record balanced, the strongest H2H-derived signal is in the goals market. At 3.0 goals per game historically, Over 2.5 is the cleaner angle to extract from the head-to-head data.
In-Play Data
Liverpool trading profile (70 games, 34 at home): BTTS occurs in 44% of their matches (home games); Over 2.5 goals lands in 59% of games (home games); Over 3.5 in 43%; they keep a clean sheet 46% of the time.
Tottenham trading profile (70 games, 34 at away): BTTS occurs in 50% of their matches (away games); Over 2.5 goals lands in 53% of games (away games); Over 3.5 in 41%.
BTTS rates are mixed from the trading data — Liverpool 47% versus Tottenham 49%; no strong lean in either direction. The over/under 2.5 picture is inconclusive from the in-play data (Liverpool 63% | Tottenham 59%).
Poisson Model
The Poisson distribution model projects Liverpool 2.99 xG and Tottenham 1.25 xG. These expected goals figures are the primary input: they feed a goal-probability matrix across all scoreline combinations to derive the result and market probabilities below. Underlying strength ratings: Liverpool attack 1.349 / defence 0.893 | Tottenham attack 1.097 / defence 1.406. League average goals — home 1.578 / away 1.276. Liverpool carry an above-average attack strength of 1.349 — their λ of 2.99 reflects genuine attacking quality above the league norm. Tottenham bring a strong defensive rating of 1.406 — this is suppressing Liverpool's projected output below what their attack strength alone would suggest. Data: 70 Liverpool games / 71 Tottenham games used (CurrentSeason).
Result probabilities: Liverpool 73% | Draw 14% | Tottenham 13%. Fair-value odds: Liverpool 1.37 | Draw 7.14 | Tottenham 7.69. The model has a clear lean to Liverpool (73%) — a 60pp gap over the next-most-likely outcome reflects a meaningful statistical advantage.
Goals markets: Over 2.5 probability 80% | BTTS probability 68% | Total xG 4.24. Over 2.5 is the model's clear signal at 80% — a total xG of 4.24 means the expected score alone exceeds the 2.5 threshold, making the Over not just likely but structurally supported by both sides' attack/defence profiles. BTTS Yes at 68% reflects that both xG figures (2.99 / 1.25) are above the threshold where scoring blanks become the primary outcome — both sides are projected to find the net.
Our Verdict
Poisson rates Liverpool as the most likely outcome at 73% — clear model lean.
On the goals line, Poisson's 4.24 combined xG gives a 80% probability to Over 2.5 — strong, supported by form averaging 3.6 goals per game and H2H averaging 3.0 goals per meeting.
Poisson assigns a 68% probability to BTTS Yes based on the attack/defence strength model. Form rates corroborate: Liverpool 50% | Tottenham 70% BTTS from recent games.
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💡 Key Insights
🏟️ Match Context
• Fixture: Liverpool vs Tottenham | Competition: Premier League, Regular Season - 34 | Venue: Anfield • Kick-off: Sunday 30 Apr 2023, 16:30 UTC • Data inputs: H2H history, form splits, prediction model signals, and market pricing
📊 Statistical Prediction
• Poisson result probabilities: Liverpool 73% | Draw 14% | Tottenham 13% • Poisson goal markets: Over 2.5 80% | BTTS 68% | xG Liverpool 2.99 / Tottenham 1.25 • Poisson strength factors: Liverpool attack 1.349 / def 0.893 | Tottenham attack 1.097 / def 1.406 | league avg home 1.578 / away 1.276 • Poisson stance: Liverpool (73%) — strong lean
🧮 Prediction Model
2.99
Liverpool xG
Expected Goals
1.25
Tottenham xG
68%
BTTS
92%
Over 1.5
80%
Over 2.5
61%
Over 3.5
Full score-by-score matrix & model internals in the "Full Poisson Detail" section below ↓
⚠️ This analysis is generated algorithmically from statistical data and is intended for informational purposes only. It does not constitute betting advice. Please gamble responsibly.
❓ Frequently Asked Questions
What time does Liverpool vs Tottenham kick off?
Liverpool vs Tottenham kicked off at 16:30 on Sunday 30 April 2023 at Anfield.
What was the final score in Liverpool vs Tottenham?
Liverpool 4 - 3 Tottenham.
Where is Liverpool vs Tottenham being played?
The match is being played at Anfield.
What competition is Liverpool vs Tottenham part of?
Liverpool vs Tottenham is a Regular Season - 34 fixture in the Premier League (England).
Who is favourite to win Liverpool vs Tottenham?
Our statistical model gives Liverpool a 73% chance of winning, Tottenham a 13% chance, and a 14% chance of a draw — making Liverpool the favourite.
Will both teams score in Liverpool vs Tottenham?
Our model estimates a 68% probability that both Liverpool and Tottenham will score (BTTS).
Will Liverpool vs Tottenham have over 2.5 goals?
Our model puts the probability of over 2.5 goals in this match at 80%.
What is the head-to-head record between Liverpool and Tottenham?
Record (3 meetings): Liverpool 1W | Draws 2 | Tottenham 0W.
What form are Liverpool and Tottenham in?
Liverpool (all comps): 5W-3D-2L in 10 | 1.80 PPG | GF 2.30 / GA 1.10 | L5 D-D-W-W-W. Tottenham (all comps): 4W-3D-3L in 10 | 1.50 PPG | GF 1.80 / GA 1.80 | L5 D-W-L-L-D.
🧮 Model Insight
How the Model Works This Match
Working from Liverpool's attack rating (1.35) and Tottenham's defence rating (1.41), the model arrives at 2.99 expected goals for the home side. The same calculation in reverse, Tottenham's attack versus Liverpool's defence, projects 1.25 expected goals for the visitors.
These ratings are built from 70/71 games of current-season data — a full enough sample to trust.
The Exact-Score Picture
Run the expected-goals figures through the full scoreline distribution and 2-1 emerges as the single most likely result, at 8.0%. Close behind: 3-1 (8.0%), 2-0 (6.4%). Together the top three scorelines make up 23% of the probability — a moderately spread distribution, typical of a competitive match-up.
Most Likely Outcome
Liverpool Win
73%
1.38
14%
6.90
13%
7.76
Top 3 Most Likely Scorelines
2 – 1
8.0%
Home win
Most likely
3 – 1
8.0%
Home win
2 – 0
6.4%
Home win
Expected Goals & Win Odds
2.99
Liverpool xG
Total xG
4.24
1.25
Tottenham xG
1.38
73%
Home win
6.90
14%
Draw
7.76
13%
Away win
Goals Markets
92%
Over 1.5
1.09
8%
Under 1.5
12.50
80%
Over 2.5
1.25
20%
Under 2.5
5.00
61%
Over 3.5
1.64
39%
Under 3.5
2.56
42%
Over 4.5
2.38
58%
Under 4.5
1.72
Match Markets
Both Teams to Score
68%
BTTS Yes
1.48
32%
BTTS No
3.10
Clean Sheet
29%
3.49
5%
19.95
Win to Nil
21%
4.81
1%
154.74
Score Probability Matrix (%)
| H \ A | 0 | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|---|
| 0 | 1.4 | 1.8 | 1.1 | 0.5 | 0.1 | – |
| 1 | 4.3 | 5.4 | 3.4 | 1.4 | 0.4 | 0.1 |
| 2 | 6.4 | 8.0 | 5.0 | 2.1 | 0.7 | 0.2 |
| 3 | 6.4 | 8.0 | 5.0 | 2.1 | 0.7 | 0.2 |
| 4 | 4.8 | 6.0 | 3.8 | 1.6 | 0.5 | 0.1 |
| 5 | 2.9 | 3.6 | 2.2 | 0.9 | 0.3 | 0.1 |
Green = home win · Grey = draw · Amber = away win · White ring = most likely score
▶ Model Internals
❓ Frequently Asked Questions
What is the most likely scoreline for Liverpool vs Tottenham?
Our Poisson model rates 2-1 as the single most likely exact scoreline, at 8.0%.
How many goals are Liverpool and Tottenham expected to score?
The model projects 2.99 expected goals for Liverpool and 1.25 for Tottenham, a combined total of 4.24.
How confident is the prediction model for Liverpool vs Tottenham?
Reasonably confident — the model's leading outcome is rated at 73%, a clear lean rather than a toss-up.
📈 Form Insight
Form at a Glance
Liverpool's recent record stands at 43W 16D 11L from 70 games, a 2.07 PPG return, with D-D-W-W-W in the last five.
Tottenham, meanwhile, have gone 37W 11D 22L across 70 games — 1.74 PPG, with D-W-L-L-D in their last five.
Form-wise this is close to level: Liverpool on 2.07 PPG, Tottenham on 1.74. Other factors will likely decide this one more than recent results.
Venue Form
At home specifically, Liverpool have managed 25W 8D 1L from 34 games — 2.44 PPG in front of their own supporters.
Tottenham's away record stands at 13W 9D 12L across 34 trips, a 1.41 PPG haul.
Comparing the two in their relevant venue splits, Liverpool come out ahead — a more targeted read than the overall PPG figures above, since it strips out games played in the opposite context.
Goals in Recent Form
Liverpool are averaging 2.21 goals scored and 0.93 conceded per game recently; Tottenham are on 1.83 scored and 1.33 conceded. Tottenham's attacking output running into Liverpool's solid defensive record is the key goals-market tension in this fixture.
Defensively: Liverpool have kept a clean sheet in 46% of their games — worth knowing if you're weighing up clean-sheet or BTTS-No markets.
Last 70 Results — Premier League
Current season: same league only · Previous season: all leagues (covers promoted/relegated teams)
Liverpool
Current Season
Tottenham
Current Season
❓ Frequently Asked Questions
What form are Liverpool and Tottenham in coming into this match?
Liverpool have gone 43W 16D 11L in their last 70 games (2.07 PPG), while Tottenham have gone 37W 11D 22L in their last 70 (1.74 PPG).
Which team has the better venue record — Liverpool at home or Tottenham away?
Liverpool's home record (2.44 PPG) is the stronger of the two venue-specific splits — Liverpool at home: 2.44 PPG; Tottenham away: 1.41 PPG.
Have Liverpool or Tottenham been keeping clean sheets recently?
Liverpool have kept a clean sheet in 46% of their recent games, Tottenham in 34%.
⚔️ Rivalry Insight
Fixture History
10 meetings separate these sides on the data we hold, the series stretching back to December 2021. Every recorded meeting has come in Premier League. They last met on 15 March 2026, roughly 4 months ago.
Streaks & Records
The biggest gap between the sides came on 27 Apr 2025, when Liverpool won 5-1 — the largest margin of victory on record between these two.
Liverpool's record when hosting Tottenham specifically: 3W 2D 0L from 5 games — a narrower, venue-specific slice of the head-to-head picture.
Last 10 Meetings
6
Liverpool
3
Draws
1
Tottenham
Recent Meetings
❓ Frequently Asked Questions
What is the head-to-head record between Liverpool and Tottenham?
From 10 meetings on record, Liverpool have won 6, Tottenham have won 1, and 3 have been drawn.
When did Liverpool and Tottenham last play each other?
They last met on 15 March 2026, when Liverpool 1-1 Tottenham.
Who has won more matches between Liverpool and Tottenham?
Liverpool have the better head-to-head record, with 6 wins from 10 meetings.
📈 Trading Insight
Full-Time Trends
BTTS sits in mixed territory for this pairing — Liverpool 44%, Tottenham 50% — no strong lean either way from the trading data alone.
Over 2.5 has been close to a coin-flip for both sides — 59% (Liverpool) and 53% (Tottenham). Stepping up a level, Over 3.5 has also landed reasonably often — 44% and 50% respectively — worth a look for goal-hungry markets.
On the defensive side: Liverpool keep a clean sheet in 56% of their matches; Tottenham in 32%.
Current season: same league only. Previous season: all leagues (covers promoted/relegated teams). All = any venue | Venue = Liverpool home games / Tottenham away games. HT metrics require half-time score data — shown as — where unavailable.
❓ Frequently Asked Questions
Do both teams usually score when Liverpool play Tottenham?
Not especially — both teams scoring has occurred in only 44% of Liverpool's recent matches and 50% of Tottenham's, a rate that leans toward BTTS No.
Is Liverpool vs Tottenham usually a high-scoring fixture?
Recent trends suggest it could be — Over 2.5 goals has landed in 59% of Liverpool's matches and 53% of Tottenham's.
Prediction vindicated as Liverpool edge out Tottenham 4-3.
📝 Match Report
How It Unfolded
Liverpool beat Tottenham 4-3 at Anfield, Regular Season - 34, in the Premier League. That is the final score; the rest of this report grades it against what the data forecast beforehand.
The Model vs The Result
The Poisson model went into this projecting Liverpool 2.99 xG and Tottenham 1.25 xG, a combined 4.24. The scoreboard read 4-3 for 7 actual goals. Liverpool beat their projection by 1.0 — clinical relative to the chances the model priced in. Tottenham outscored their 1.25 projection by 1.8. Those figures were built on strength ratings of Liverpool attack 1.35 / defence 0.89 against Tottenham attack 1.10 / defence 1.41, drawn from 70/71 games (CurrentSeason).
On the result, the model split it Liverpool 73% | Draw 14% | Tottenham 13%, with Liverpool to win its most likely call at 73%. The scoreboard confirmed the model's leading pick.
Goals & Markets
The model rated Over 2.5 goals at 80%. The game delivered 7, so it went over — the model's lean was correct. Over 1.5 had been 92% and landed. Over 3.5 was 61% and came in. On both teams to score, the model sat at 68% and the match saw both sides score — another call in the model's favour. Historically the two sides average 61% Over 2.5 across their same-competition games (Liverpool 63%, Tottenham 59%), a base rate that agreed with today's over. Their combined BTTS history runs at 48%, which did not match the both-scored outcome.
Trading Patterns vs Reality
Liverpool's trading profile (70 games, 34 home) set some clear expectations: BTTS lands in 47% of their matches — today it did; they keep a clean sheet 46% of the time, and conceded here.
Tottenham's trading profile (70 games, 34 away) set some clear expectations: BTTS lands in 49% of their matches — today it did; they keep a clean sheet 34% of the time, and conceded here.
Form vs Result
The form lines were close — Liverpool 2.07 PPG, Tottenham 1.74 PPG — offering no strong steer, and the Liverpool win broke the near-deadlock. Liverpool (home/away splits) scored 4 against a 2.59 average — above their attacking norm and shipped 3 against a 0.65 concession average — a leakier day than usual. Tottenham (home/away splits) scored 3 against a 1.62 average — above their attacking norm and shipped 4 against a 1.53 concession average — a leakier day than usual.
Verdict
Grading the result against the stored data, 3 of 3 pre-match signals came in: result (hit), Over 2.5 (hit), BTTS (hit). The data earned its keep here, calling the bulk of the fixture correctly.
💡 Key Insights
⚠️ This match report is generated algorithmically from the final score, our prediction model, and each team's historical form and trading data. Analysis is for informational purposes only.