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France Ligue 1

[8] Monaco 2
0 Angers [12]

Round: 24
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Lineups

Lineup

3-5-2 4-2-3-1
16 - Philipp Kohn Oumar Pona - 40
5 - Thilo Kehrer Arcus Carlens - 2
6 - Denis Zakaria Ousmane Camara - 4
25 - Wout Faes Jordan Lefort - 21
4 - Jordan Teze Lilian Raolisoa - 27
15 - Lamine Camara Yassin Belkhdim - 14
23 - Aladji Bamba Haris Belkebla - 93
12 - Caio Henrique Louis Mouton - 6
31 - Ansu Fati Florent Hanin - 26
10 - Aleksandr Golovin Goduine Koyalipou - 9
9 - Folarin Balogun Peter Prosper - 35

Substitutes

24 - Simon Adingra Marius Courcoul - 5
2 - Vanderson Marius Louer - 20
11 - Maghnes Akliouche Emmanuel Biumla - 24
17 - Stanis Idumbo-Muzambo Jacques Ekomie - 3
44 - Samuel Kondi Nibombe Abdoulaye Bamba - 25
14 - Mika Biereth Amine Sbai - 7
13 - Christian Mawissa Melvin Zinga - 16
29 - Paris Brunner Pierrick Capelle - 15
50 - Yann Lienard Harouna Djibirin - 31
  • Main (5)
Show 1st half stats
Date Home Score Away 1x2 Drop Home Asian Handicap Goal Line Asian Corners Dangerous Attacks Total Shots Shots on Target Corners     
18-10-2025 17:00 1 [17] Angers 1 - 1 Monaco [5] 2
S: - 3.90 ?
K: ?3.75 -
 26%
?
1.975
-
?
?
1.875, 1.925
?-?

14-11

?-?

10-3

Open single page
15-03-2025 18:00 1 [13] Angers 0 - 2 Monaco [4] 2
S: - 4.20 ?
K: ?5.00 -
 14%
?
1.850
-
?
?
1.900, 1.900
?-?

6-16

?-?

0-9

Open single page
01-11-2024 18:00 1 [2] Monaco 0 - 1 Angers [15] 1
S: - 6.50 ?
K: ?6.00 -
 9%
?
1.850
-
?
?
1.825, 1.975
?-?

11-9

?-?

4-4

Open single page
07-05-2023 11:00 3 [20] Angers 1 - 2 Monaco [4] 2
S: - 4.75 ?
K: ?4.00 -
 16%
?
1.880
-
?
?
2.000, 1.800
?-?

10-15

?-?

4-3

Open single page
30-10-2022 14:00 3 [7] Monaco 2 - 0 Angers [20] 3
S: - 5.00 ?
K: ?5.00 -
 7%
?
1.860
-
?
?
1.875, 1.925
?-?
8-9
?-?
7-0
Open single page
Monaco Angers
89 - 10th Shot Off Target - Angers
93 - 9th Shot Off Target - Angers
91 - 1st Offside - Monaco
89 - 8th Shot Off Target - Angers
Corner 88 - 7th Corner - Angers
Substitution 84 - Substitution - Angers
Substitution 80 - Substitution - Angers
82 - 3rd Yellow Card - Angers
Substitution 81 - Substitution - Angers
74 - 7th Shot Off Target - Monaco
Substitution 72 - Substitution - Monaco
Substitution 72 - Substitution - Monaco
Corner 74 - 6th Corner - Monaco
Substitution 69 - Substitution - Angers
Substitution 69 - Substitution - Angers
Substitution 66 - Substitution - Monaco
62 - 1st Assist - Monaco
62 - 6th Shot On Target - Monaco
Goal 62 - 2nd Goal - Monaco
57 - 6th Shot Off Target - Monaco
57 - 5th Shot On Target - Monaco
57 - 4th Shot On Target - Monaco
Goal 57 - 1st Goal - Monaco
50 - 3rd Shot On Target - Angers
Corner 51 - 5th Corner - Angers
Corner 50 - 4th Corner - Monaco
47 - 2nd Shot On Target - Monaco
Substitution 46 - Substitution - Monaco
45 - 1st Yellow Card - Angers
43 - 5th Shot Off Target - Monaco
40 - 4th Shot Off Target - Monaco
17 - 3rd Shot Off Target - Monaco
33 - 2nd Shot Off Target - Angers
33 - 1st Shot Off Target - Monaco
32 - 1st Shot On Target - Angers
Corner 29 - 3rd Corner - Monaco
Corner 18 - 2nd Corner - Monaco
Corner 17 - 1st Corner - Monaco
  • Current
  • 1st Half
  • 2nd Half
  • Last 5
  • Last 10
  • Last 15
  • Last 20
  • Last 25
  • Since Last Goal
Full-Time xG Corners Penalties Substitutions Offsides Saves Shots Blocked Fouls Ball Safe Injures Goals
Monaco 1.49 5 0 0 0 5 2 2 0 8 72 2 2
Angers 0.64 2 3 0 0 5 0 2 1 9 63 2 0
72%
Possession
28%
3
Shots on Target
2
5
Shots off Target
4
172
Attacks
65
?
Dangerous Attacks
?
19:46 - 1x2: 1.002 51.000 501.000
19:50 - Asian Handicap: (0) 1.400, 3.000
19:50 - Goal Line: (2.5) 8.000, 1.090
Last 15 minutes Corners Penalties Substitutions Goals
Monaco 0 0 0 0 1 0
Angers 1 1 0 0 3 0
-
Possession
-
0
Shots on Target
0
0
Shots off Target
3
31
Attacks
18
?
Dangerous Attacks
?
1st Half Corners Penalties Substitutions Goals
Monaco 3 0 0 0 1 0
Angers 0 1 0 0 0 0
-
Possession
-
0
Shots on Target
1
3
Shots off Target
1
90
Attacks
34
?
Dangerous Attacks
?
2nd half Corners Penalties Substitutions Goals
Monaco 2 0 0 0 4 2
Angers 2 2 0 0 0 0
-
Possession
-
3
Shots on Target
1
2
Shots off Target
3
82
Attacks
31
?
Dangerous Attacks
?
Last 5 minutes Corners Penalties Substitutions Goals
Monaco 0 0 0 0 1 0
Angers 1 0 0 0 0 0
-
Possession
-
0
Shots on Target
0
0
Shots off Target
3
10
Attacks
9
?
Dangerous Attacks
?
Last 10 minutes Corners Penalties Substitutions Goals
Monaco 0 0 0 0 1 0
Angers 1 1 0 0 0 0
-
Possession
-
0
Shots on Target
0
0
Shots off Target
3
15
Attacks
13
?
Dangerous Attacks
?
Last 15 minutes Corners Penalties Substitutions Goals
Monaco 0 0 0 0 0 0
Angers 1 1 0 0 3 0
-
Possession
-
0
Shots on Target
0
0
Shots off Target
3
31
Attacks
18
?
Dangerous Attacks
?
Last 20 minutes Corners Penalties Substitutions Goals
Monaco 1 0 0 0 3 0
Angers 1 1 0 0 3 0
-
Possession
-
0
Shots on Target
0
1
Shots off Target
3
39
Attacks
20
?
Dangerous Attacks
?
Last 25 minutes Corners Penalties Substitutions Goals
Monaco 1 0 0 0 4 0
Angers 1 1 0 0 0 0
-
Possession
-
0
Shots on Target
0
1
Shots off Target
3
52
Attacks
20
?
Dangerous Attacks
?
Since Last Goal Corners Penalties Substitutions Goals
Monaco 1 0 0 0 4 0
Angers 1 1 0 0 5 0
-
Possession
-
0
Shots on Target
0
1
Shots off Target
3
61
Attacks
21
?
Dangerous Attacks
?
19:46 - 1x2: 1.002 51.000 501.000
19:50 - Asian Handicap: (0) 1.400, 3.000
19:50 - Goal Line: (2.5) 8.000, 1.090

1X2 Odds

Dangerous Attacks

Shots on Target

Shots off Target

Possession

Attacks

Monaco vs Angers Statistics

Statistics based on last games

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UEFA Conference League

  • Overall
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UEFA Conference League 26/27

P Team W D L Goals PO
1 Panathinaikos 2 0 0 7:2 6
2 Lugano 2 0 0 8:4 6
3 SK Brann 2 0 0 6:2 6
3 Trabzonspor 2 0 0 6:2 6
5 FC Twente 2 0 0 5:1 6
6 Monaco 2 0 0 5:1 6
7 Sint-Truidense 2 0 0 3:0 6
8 Hajduk Split 2 0 0 3:1 6
9 Brighton 1 1 0 4:0 4
10 FC Copenhagen 1 1 0 5:2 4
11 CS U Craiova 1 1 0 4:2 4
12 Mjällby AIF 1 1 0 3:1 4
13 Ajax 1 0 1 3:2 3
13 Borac Banja Luka 1 0 1 3:2 3
15 Atalanta 1 0 1 3:3 3
16 Braga 1 0 1 2:3 3
17 Gent 1 0 1 1:2 3
18 SC Freiburg 1 0 1 3:5 3
19 FC Nordsjaelland 0 2 0 3:3 2
20 FK Egnatia 0 2 0 2:2 2
20 Riga FC 0 2 0 2:2 2
22 Crvena Zvezda 0 1 1 4:5 1
23 CSKA Sofia 0 1 1 3:4 1
24 FK Jablonec 0 1 1 2:3 1
25 Midtjylland 0 1 1 1:2 1
26 AGF Aarhus 0 1 1 1:2 1
27 Pafos FC 0 1 1 2:4 1
28 FC Iberia 1999 0 1 1 1:3 1
28 Hearts 0 1 1 1:3 1
30 Getafe 0 1 1 3:6 1
31 Kairat Almaty 0 1 1 2:6 1
32 FC Thun 0 0 2 0:2 0
33 Lincoln Red Imps FC 0 0 2 2:6 0
34 KuPS Kuopio 0 0 2 2:6 0
35 Inter Club d'Escaldes 0 0 2 1:5 0
36 FK Kauno Zalgiris 0 0 2 1:8 0

UEFA Conference League 26/27

P Team W D L Goals PO
1 Brighton 1 0 0 4:0 3
2 Monaco 1 0 0 3:0 3
2 FC Copenhagen 1 0 0 3:0 3
4 Atalanta 1 0 0 3:1 3
5 Ajax 1 0 0 2:0 3
5 Borac Banja Luka 1 0 0 2:0 3
5 Mjällby AIF 1 0 0 2:0 3
5 Braga 1 0 0 2:0 3
5 Sint-Truidense 1 0 0 2:0 3
5 Trabzonspor 1 0 0 2:0 3
11 Lugano 1 0 0 3:2 3
11 SC Freiburg 1 0 0 3:2 3
13 Hajduk Split 1 0 0 2:1 3
13 Panathinaikos 1 0 0 2:1 3
13 SK Brann 1 0 0 2:1 3
16 FC Twente 1 0 0 1:0 3
16 Gent 1 0 0 1:0 3
18 FC Nordsjaelland 0 1 0 2:2 1
18 Crvena Zvezda 0 1 0 2:2 1
20 AGF Aarhus 0 1 0 1:1 1
20 CS U Craiova 0 1 0 1:1 1
20 FC Iberia 1999 0 1 0 1:1 1
20 Hearts 0 1 0 1:1 1
20 FK Egnatia 0 1 0 1:1 1
20 Pafos FC 0 1 0 1:1 1
20 Riga FC 0 1 0 1:1 1
27 FK Jablonec 0 1 0 0:0 1
28 CSKA Sofia 0 0 1 1:2 0
29 Midtjylland 0 0 1 0:1 0
29 FC Thun 0 0 1 0:1 0
31 KuPS Kuopio 0 0 1 2:4 0
32 Inter Club d'Escaldes 0 0 1 1:3 0
33 Getafe 0 0 1 2:5 0
34 FK Kauno Zalgiris 0 0 1 1:4 0
34 Lincoln Red Imps FC 0 0 1 1:4 0
36 Kairat Almaty 0 0 1 1:5 0

UEFA Conference League 26/27

P Team W D L Goals PO
1 Panathinaikos 1 0 0 5:1 3
2 Lugano 1 0 0 5:2 3
3 FC Twente 1 0 0 4:1 3
3 SK Brann 1 0 0 4:1 3
5 Trabzonspor 1 0 0 4:2 3
6 CS U Craiova 1 0 0 3:1 3
7 Monaco 1 0 0 2:1 3
8 Hajduk Split 1 0 0 1:0 3
8 Sint-Truidense 1 0 0 1:0 3
10 FC Copenhagen 0 1 0 2:2 1
10 CSKA Sofia 0 1 0 2:2 1
12 Midtjylland 0 1 0 1:1 1
12 FC Nordsjaelland 0 1 0 1:1 1
12 Getafe 0 1 0 1:1 1
12 Kairat Almaty 0 1 0 1:1 1
12 FK Egnatia 0 1 0 1:1 1
12 Mjällby AIF 0 1 0 1:1 1
12 Riga FC 0 1 0 1:1 1
19 Brighton 0 1 0 0:0 1
20 Crvena Zvezda 0 0 1 2:3 0
20 FK Jablonec 0 0 1 2:3 0
22 Ajax 0 0 1 1:2 0
22 Borac Banja Luka 0 0 1 1:2 0
22 Lincoln Red Imps FC 0 0 1 1:2 0
25 AGF Aarhus 0 0 1 0:1 0
25 FC Thun 0 0 1 0:1 0
27 Pafos FC 0 0 1 1:3 0
28 Atalanta 0 0 1 0:2 0
28 FC Iberia 1999 0 0 1 0:2 0
28 Hearts 0 0 1 0:2 0
28 Inter Club d'Escaldes 0 0 1 0:2 0
28 Gent 0 0 1 0:2 0
28 KuPS Kuopio 0 0 1 0:2 0
34 Braga 0 0 1 0:3 0
34 SC Freiburg 0 0 1 0:3 0
36 FK Kauno Zalgiris 0 0 1 0:4 0

France Ligue 1

  • Overall
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Ligue 1

P Team W D L Goals PO
1 Rennes 5 1 2 18:14 16
2 Lille 4 3 1 11:6 15
3 Monaco 4 3 1 11:7 15
4 Lyon 4 2 1 13:5 14
5 PSG 4 2 1 14:9 14
6 Paris FC 4 2 2 13:9 14
7 Lens 4 1 3 16:12 13
8 Marseille 4 0 4 18:13 12
9 Lorient 3 3 2 7:6 12
10 Nice 3 2 3 8:10 11
11 Toulouse 2 4 2 12:11 10
12 Auxerre 3 1 4 12:18 10
13 Brest 2 3 3 14:12 9
14 Angers 2 2 4 9:15 8
15 Le Mans 1 4 3 11:16 7
16 Strasbourg 2 1 5 12:18 7
17 Troyes 1 2 5 5:16 5
18 Le Havre 0 2 6 8:15 2

Ligue 1

P Team W D L Goals PO
1 Rennes 4 1 0 13:5 13
2 Lyon 3 1 0 10:3 10
3 Paris FC 3 1 0 9:4 10
4 Lens 3 0 1 9:5 9
5 Monaco 2 2 0 7:4 8
6 Lille 2 2 0 6:3 8
7 Nice 2 2 0 5:3 8
8 Lorient 2 1 1 5:4 7
9 Auxerre 2 1 1 5:5 7
10 Marseille 2 0 2 11:8 6
11 Le Mans 1 2 1 6:8 5
12 Brest 1 1 2 8:6 4
13 Strasbourg 1 1 1 4:5 4
14 Toulouse 1 1 2 3:5 4
15 Angers 1 1 3 5:9 4
16 PSG 1 0 1 4:3 3
17 Le Havre 0 1 3 2:6 1
18 Troyes 0 1 3 3:11 1

Ligue 1

P Team W D L Goals PO
1 PSG 3 2 0 10:6 11
2 Lille 2 1 1 5:3 7
3 Monaco 2 1 1 4:3 7
4 Toulouse 1 3 0 9:6 6
5 Marseille 2 0 2 7:5 6
6 Brest 1 2 1 6:6 5
7 Lorient 1 2 1 2:2 5
8 Lyon 1 1 1 3:2 4
9 Lens 1 1 2 7:7 4
10 Paris FC 1 1 2 4:5 4
11 Angers 1 1 1 4:6 4
12 Troyes 1 1 2 2:5 4
13 Rennes 1 0 2 5:9 3
14 Nice 1 0 3 3:7 3
15 Strasbourg 1 0 4 8:13 3
16 Auxerre 1 0 3 7:13 3
17 Le Mans 0 2 2 5:8 2
18 Le Havre 0 1 3 6:9 1
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Pregame recommendation: **Bet:** Angers +1.25 **Winning Probability:** 70% **Odds:** 1.85 **Reasoning:** Angers has covered the +1.25 Asian Handicap in 8 of their last 10 matches (80%), and in head-to-head matches, they have covered in 3 of 4 encounters (75%). Against common opponents Le Havre and Nice, their results support covering the handicap.

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    Real-time match data with live scores, in-play statistics, dangerous attacks, and pressure index for informed betting decisions.

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    Proprietary metric measuring how teams recover after falling behind - exclusive to BetBallers for underdog betting strategies.

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    Complete match statistics including corners, shots, Asian handicap data, head-to-head records, and betting odds comparison.

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    Track game momentum shifts in real-time to identify betting opportunities during live matches with visual momentum indicators.

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Frequently Asked Questions

Everything you need to know about football betting statistics, live scores, and using BetBallers effectively

What statistics and features does BetBallers provide for football betting?

BetBallers is a comprehensive tool designed for football bettors to enhance in-play and pre-game betting performance. The platform provides:

  • Live Match Statistics: Real-time stats including dangerous attacks, corners, shots, and pressure index for all in-play matches
  • Likelihood Stats: Color-coded system covering all markets from First Half Overs to Corners, making it easy to spot whether odds are backed by statistics
  • Variance Stats: Shows average differences from starting lines for Asian Handicap, Goal Line, and Asian Corners to identify mispriced teams in seconds
  • Comeback Factor: Measures how effectively teams recover after falling behind by tracking how often they score the next goal
  • xG Stats: Expected goals available on both match pages and in-play pages within the likelihood stats column
  • Pressure Index: Combines dangerous attacks, total shots, and corners to measure which team is dominating the match

The platform features a customizable and user-friendly layout with the best coverage of games to ensure you never miss potential betting opportunities.

How does the BetBallers notification system work?

BetBallers offers a powerful notification system that significantly reduces the chance of missing potential bets:

  • Custom Notifications: Create pre-set or fully customizable notifications using combinations of real-time stats, likelihood stats, averages, and odds
  • Automated Scanning: The system automatically scans all in-play games and alerts you when your criteria is met
  • Visual Alerts: Notifications appear on the top right corner when matches meet your set criteria
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Example notification: Alert for home underdogs losing by 1 goal but with 66%+ Pressure Index, Asian Handicap +0.5, and kick-off odds under 5.00. This specific notification has achieved a 71% win rate (52 wins, 21 losses) in backtesting.

What is the Backtesting System and how does it work?

The Backtesting System is a game-changing feature that validates your in-play betting strategies in minutes instead of waiting months for results:

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  • Retrospective Likelihood Stats: Each game's likelihood stats are calculated retrospectively from that particular match for accurate testing
  • Results in Minutes: Get comprehensive backtest results in minutes or even seconds, depending on your rule complexity
  • Advanced Filtering: Filter results by Asian Handicap, Goal Line, Asian Corners, specific days, goals scored within 2 minutes, or missing dangerous attacks

The backtesting system excludes E-Soccer, Beach Soccer, and other shortened matches to ensure data quality. This feature is available to all Gold-Ballers subscription users (1, 3, or 6-month plans).

How does the AI Assistant enhance betting decisions?

BetBallers' AI Assistant helps identify the best value bets and provides quick match insights to enhance your betting strategy:

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  • Live Match Intelligence: Each live game includes an AI assistant tab providing real-time analysis based on your customized dataset preferences
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The AI Assistant helps you make faster, more informed betting decisions by processing complex statistical relationships that would be time-consuming to analyze manually.

What is the Comeback Factor and how can I use it for betting?

The Comeback Factor is a unique BetBallers metric that measures how effectively a team can recover after falling behind in a match:

  • What it measures: Tracks how often a team scores the next goal after the opponent has taken the lead
  • How it works: Every time a team falls behind, the system records whether they manage to score the next goal or not
  • Enhanced accuracy: You can exclude 0-0 games from calculations for more accurate statistics (feature added January 2025)
  • Transparency: Hover over any Comeback Factor stat to see the complete list of games used in the calculation

Use the Comeback Factor to identify teams with strong resilience when trailing, creating valuable in-play betting opportunities when these teams fall behind. The enhanced statistics are available across multiple pages including team profiles and head-to-head comparisons.

How do Likelihood Stats help identify value bets?

Likelihood Stats are one of BetBallers' most powerful features, using an eye-catching color-coding system to show whether current odds are backed by historical statistics:

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  • Historical Validation: Shows how current match statistics compare to historical performance patterns
  • In-Play Integration: Now includes xG stats directly in the likelihood stats column for even more insights

Combine Likelihood Stats with live statistics to avoid situations where real-time stats aren't backed up by historical performance. This dual approach helps identify genuinely profitable betting opportunities rather than statistical anomalies.

What are Variance Stats and how do they identify mispriced teams?

Variance Stats (also called Error Stats) show the average difference from starting lines, helping you identify mispriced teams in seconds:

  • Asian Handicap Variance: Shows which teams consistently outperform or underperform their handicap lines
  • Goal Line Variance: Identifies teams whose matches regularly go over or under expected totals
  • Asian Corners Variance: Reveals teams that generate more or fewer corners than bookmakers expect
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Variance Stats help you exploit consistent market inefficiencies by showing which teams the bookmakers systematically misprice across the most popular betting markets.

What is the Pressure Index and how is it calculated?

The Pressure Index is a composite statistic that measures which team is dominating a match by combining multiple attacking metrics:

  • Dangerous Attacks: Genuine scoring opportunities where the attacking team gets into dangerous positions
  • Total Shots: All shot attempts including both on-target and off-target efforts
  • Corners: Corner kicks awarded, indicating sustained attacking pressure
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Use Pressure Index in custom notifications to identify matches where one team is dominating but hasn't scored yet. For example, a notification for home teams with 66%+ Pressure Index while losing 1-0 achieved a 71% win rate in backtesting across 100,000 games.

What subscription plans does BetBallers offer and what features are included?

BetBallers offers a free trial and multiple subscription tiers to suit different betting needs:

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All Gold-Baller subscriptions include:

  • Live scores and in-play statistics for all major leagues
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  • Variance Stats for Asian Handicap, Goal Line, and Corners
  • Comeback Factor and Pressure Index statistics
  • xG Stats on match and in-play pages

Note: The 2-day trial does not include access to the backtesting system. Backtesting is only available with 1, 3, or 6-month Gold-Baller subscriptions.

What are xG (Expected Goals) stats and how can I use them for betting?

Expected Goals (xG) is an advanced metric that measures the quality of scoring chances by calculating the probability that a shot will result in a goal:

  • Available on Multiple Pages: View xG stats on both the match page and the in-play page for comprehensive analysis
  • Likelihood Stats Integration: Enable xG display to see these valuable insights directly in the likelihood stats column during live matches
  • Quality vs Quantity: xG reveals whether a team is creating genuine scoring opportunities or just accumulating low-quality shots
  • Value Betting Indicator: When a team has high xG but hasn't scored, it often indicates the score doesn't reflect match dominance

How to use xG for in-play betting:

  • Compare xG to actual score - if Team A has 2.3 xG but is losing 0-1, they may be unlucky and due for goals
  • Look for xG gaps between teams - a 1.5+ xG difference suggests one team is creating significantly better chances
  • Combine with Pressure Index - high xG plus 66%+ Pressure Index confirms genuine dominance
  • Use in notifications - create alerts for matches where xG doesn't match the scoreline for value betting opportunities

xG stats were added to the in-play page in August 2024, making BetBallers one of the few platforms to provide real-time expected goals data during live matches for immediate betting decisions.

How do I create effective custom notifications using BetBallers?

Creating effective custom notifications involves combining different statistics and using the backtesting system to validate profitability:

  • Mix Different Stats: Combine real-time stats, likelihood stats, averages, and odds for more accurate filtering
  • Use Likelihood Validation: Include likelihood stats to ensure real-time performance is backed by historical patterns
  • Test Thoroughly: Run backtests on your notifications to validate profitability across 100,000 historical matches
  • Refine and Iterate: If results are unsatisfactory, tweak your rules and run backtests again until you find winning combinations
  • Filter Results: Use filters to exclude games with incomplete stats or where goals were scored within 2 minutes of notification

Example winning notification:

Home underdog, losing by 1 goal, with 66%+ Pressure Index, current Asian Handicap +0.5 (minimum odds 1.80), and kick-off 1X2 odds under 5.00. This achieved 71% win rate (52 wins from 73 matches).

Fine-tuning takes time, but the backtesting system dramatically speeds up the process by providing instant validation instead of waiting months for real-world results.