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Romania Liga I

[2] CFR Cluj 1
0 Universitatea Cluj [4]

Round: 7
  • Estadísticas en vivo
  • Diagramas
  • Posibilidades
  • Lineups
  • Información de equipos
  • Casa Anterior
  • Fuera Anterior
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

4-3-3 4-2-3-1
89 - Otto Hindrich Edvinas Gertmonas - 30
5 - Daniel Graovac Gabriel Simion - 98
4 - Leo Bolgado Lucas Masoero - 5
6 - Sheriff Sinyan Iulian Lucian Cristea - 6
45 - Mario Camora Alexandru Chipciu - 27
82 - Alin Razvan Fica Andrei Artean - 18
88 - Damjan Djokovic Dorin Codrea - 8
18 - Lindon Emerllahu Mamadou Thiam - 93
7 - Mohammed Kamara Dan Nicolae Nistor - 10
9 - Louis Munteanu Ovidiu Bic - 94
17 - Meriton Korenica Vladislav Blanuta - 77

Substitutes

97 - Andres Sfait Bogdan Alexandru Mitrea - 3
90 - Zvan Gligor Dorinel Oancea - 26
20 - Alexandru Tirlea Stefan Opris - 66
3 - Aly Abeid Razvan Oaida - 4
21 - Mihai Popa Ștefan Lefter - 1
13 - Simao Rocha Alexandru Bota - 20
23 - Flavius Iacob Andrej Fabry - 13
27 - Matei Cristian Ilie Ovidiu Marian Popescu - 23
93 - Virgiliu Postolachi Artur Miranyan - 11
96 - Beni Nkololo Issouf Macalou - 19
11 - Alexandru Paun Robert Silaghi - 7
10 - Ciprian Deac Tudor Cosa - 99
  • Principal (5)
Mostrar las estadísticas de la 1ª mitad
Fecha Casa Puntuación Visitante 1x2 Soltar Inicio Handicap asiático Linea de gol Corners asiáticos Ataques peligrosos Remates totales Remates a portería Corner     
07-02-2026 18:00 2 [7] CFR Cluj 3 - 2 Universitatea Cluj [5] 1
S: - 3.10 ?
K: ?3.00 -
 0%
?
2.025
-
?
?
1.975, 1.825
?-?

12-19

?-?

2-8

Abrir una sola página
29-09-2025 18:00 1 [9] Universitatea Cluj 2 - 2 CFR Cluj [13] 1
S: - 3.20 ?
K: ?3.00 -
 4%
?
1.775
-
?
?
1.925, 1.875
?-?

9-8

?-?

4-7

Abrir una sola página
31-03-2025 17:30 4 [5] Universitatea Cluj 1 - 0 CFR Cluj [3] 3
S: - 3.00 ?
K: ?3.10 -
 6%
?
1.750
-
?
?
1.925, 1.875
?-?

3-20

?-?

4-5

Abrir una sola página
09-12-2024 18:30 5 [4] Universitatea Cluj 3 - 2 CFR Cluj [3] 4
S: - 2.88 ?
K: ?2.88 -
 2%
?
1.975
-
?
?
1.825, 1.975
?-?

8-5

?-?

6-6

Abrir una sola página
04-08-2024 19:00 [9] CFR Cluj 2 - 3 Universitatea Cluj [5] 3
S: - 3.30 ?
K: ?3.40 -
 24%
?
1.925
-
?
?
1.875, 1.925
?-?

13-11

?-?

0-3

Abrir una sola página
CFR Cluj Universitatea Cluj
911 - 11th Yellow Card - Universitatea Cluj
911 - 10th Yellow Card - CFR Cluj
911 - 9th Yellow Card - Universitatea Cluj
99 - 8th Yellow Card - Universitatea Cluj
98 - 7th Yellow Card - CFR Cluj
98 - 6th Yellow Card - CFR Cluj
96 - 5th Yellow Card - CFR Cluj
Corner 96 - 10th Corner - CFR Cluj
95 - 4th Yellow Card - Universitatea Cluj
Corner 87 - 9th Corner - Universitatea Cluj
Corner 81 - 8th Corner - Universitatea Cluj
Corner 71 - 7th Corner - Universitatea Cluj
66 - 3rd Yellow Card - Universitatea Cluj
Corner 60 - 6th Corner - CFR Cluj
59 - 2nd Yellow Card - Universitatea Cluj
Corner 56 - 5th Corner - Universitatea Cluj
52 - 1st Yellow Card - CFR Cluj
Goal 35 - 1st Goal - CFR Cluj
Corner 30 - 4th Corner - CFR Cluj
Corner 27 - 3rd Corner - CFR Cluj
Corner 20 - 2nd Corner - CFR Cluj
Corner 20 - 1st Corner - CFR Cluj
  • Actual
  • 1st Half
  • 2nd Half
  • Últimos 5
  • Últimos 10
  • Últimos 15
  • Últimos 20
  • Últimos 25
  • Desde el último gol
Full-Time xG Corner Penaltis Sustituciones Offsides Saves Shots Blocked Fouls Ball Safe Goles
CFR Cluj 0.88 6 5 0 0 5 4 1 3 7 67 1
Universitatea Cluj 0.21 4 6 0 0 3 0 0 2 12 76 0
35%
Posesión
65%
1
Remates a portería
2
8
Remates fuera de la portería
6
103
Ataques
102
?
Ataques peligrosos
?
20:00 - 1x2: 1.010 26.000 501.000
19:57 - Asian Handicap: (0) 1.725, 2.075
19:58 - Goal Line: (1.5) 12.000, 1.045
Últimos 15 minutos Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 3 0
Universitatea Cluj 2 4 0 0 0 0
-
Posesión
-
0
Remates a portería
2
0
Remates fuera de la portería
3
7
Ataques
36
?
Ataques peligrosos
?
1st Half Corner Penaltis Sustituciones Goles
CFR Cluj 4 0 0 0 0 1
Universitatea Cluj 0 0 0 0 1 0
-
Posesión
-
1
Remates a portería
0
6
Remates fuera de la portería
0
71
Ataques
32
?
Ataques peligrosos
?
2ª mitad Corner Penaltis Sustituciones Goles
CFR Cluj 2 5 0 0 5 0
Universitatea Cluj 4 6 0 0 0 0
-
Posesión
-
0
Remates a portería
2
2
Remates fuera de la portería
6
32
Ataques
70
?
Ataques peligrosos
?
Last 5 minutes Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 1 0
Universitatea Cluj 1 4 0 0 0 0
-
Posesión
-
0
Remates a portería
1
0
Remates fuera de la portería
2
6
Ataques
20
?
Ataques peligrosos
?
Last 10 minutes Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 3 0
Universitatea Cluj 1 4 0 0 0 0
-
Posesión
-
0
Remates a portería
2
0
Remates fuera de la portería
2
7
Ataques
21
?
Ataques peligrosos
?
Últimos 15 minutos Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 0 0
Universitatea Cluj 2 4 0 0 0 0
-
Posesión
-
0
Remates a portería
2
0
Remates fuera de la portería
3
7
Ataques
36
?
Ataques peligrosos
?
Last 20 minutes Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 5 0
Universitatea Cluj 2 4 0 0 0 0
-
Posesión
-
0
Remates a portería
2
0
Remates fuera de la portería
5
9
Ataques
40
?
Ataques peligrosos
?
Last 25 minutes Corner Penaltis Sustituciones Goles
CFR Cluj 1 4 0 0 5 0
Universitatea Cluj 3 5 0 0 0 0
-
Posesión
-
0
Remates a portería
2
1
Remates fuera de la portería
6
13
Ataques
49
?
Ataques peligrosos
?
Desde el último gol Corner Penaltis Sustituciones Goles
CFR Cluj 2 5 0 0 5 0
Universitatea Cluj 4 6 0 0 2 0
-
Posesión
-
0
Remates a portería
2
2
Remates fuera de la portería
6
40
Ataques
84
?
Ataques peligrosos
?
20:00 - 1x2: 1.010 26.000 501.000
19:57 - Asian Handicap: (0) 1.725, 2.075
19:58 - Goal Line: (1.5) 12.000, 1.045

1X2 probabilidades

Ataques peligrosos

Remates a portería

Remates fuera de la portería

Posesión

Ataques

Estadísticas basadas en la última partidos

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Romania Cup

  • Overall
  • Casa
  • Visitante

Cupa Romaniei 25/26, Group D

P Equipo W D L Goles PO
1 Dinamo Bucharest 2 1 0 5:1 7
2 AFC Hermannstadt 2 0 1 4:3 6
3 Farul Constanta 1 2 0 5:1 5
4 FC Botosani 1 1 1 5:6 4
5 CS Concordia Chiajna 1 0 2 5:4 3
6 CS Dinamo Bucuresti 0 0 3 1:10 0

Cupa Romaniei 25/26, Group C

P Equipo W D L Goles PO
1 Universitatea Cluj 2 1 0 6:3 7
2 AFC Metalul Buzau 2 0 1 9:6 6
3 FK Csikszereda Miercurea Ciuc 1 1 1 6:2 4
4 Otelul Galati 1 1 1 5:6 4
5 ACS Sepsi 0 2 1 2:3 2
6 CS Sporting Liesti 0 1 2 7:15 1

Cupa Romaniei 25/26, Group B

P Equipo W D L Goles PO
1 CS U Craiova 2 1 0 10:3 7
2 Gloria Bistrita 2 0 1 4:4 6
3 ACS UTA Batrana Doamna 1 1 1 4:2 4
4 Petrolul Ploiesti 1 1 1 4:6 4
5 FCSB 1 1 1 5:6 4
6 CS Sanatatea Cluj 0 0 3 3:9 0

Cupa Romaniei 25/26, Group A

P Equipo W D L Goles PO
1 FC Arges Pitesti 3 0 0 7:4 9
2 CFR Cluj 1 2 0 7:3 5
3 Rapid Bucuresti 1 1 1 6:3 4
4 CSC Dumbravita 1 0 2 3:7 3
5 Metaloglobus Bucuresti 0 2 1 6:7 2
6 CSM Slatina 0 1 2 3:8 1

Cupa Romaniei 25/26, Group D

P Equipo W D L Goles PO
1 Dinamo Bucharest 1 0 0 2:0 3
2 FC Botosani 0 1 1 2:4 1
3 Farul Constanta 0 1 0 0:0 1
4 AFC Hermannstadt 0 0 0 0:0 0
5 CS Concordia Chiajna 0 0 2 2:4 0
6 CS Dinamo Bucuresti 0 0 3 1:10 0

Cupa Romaniei 25/26, Group C

P Equipo W D L Goles PO
1 Universitatea Cluj 1 0 0 2:0 3
2 AFC Metalul Buzau 1 0 1 2:2 3
3 ACS Sepsi 0 1 0 2:2 1
4 FK Csikszereda Miercurea Ciuc 0 1 1 1:2 1
5 CS Sporting Liesti 0 1 2 7:15 1
6 Otelul Galati 0 0 0 0:0 0

Cupa Romaniei 25/26, Group B

P Equipo W D L Goles PO
1 ACS UTA Batrana Doamna 1 1 0 4:1 4
2 Gloria Bistrita 1 0 1 2:3 3
3 CS U Craiova 0 1 0 2:2 1
4 FCSB 0 0 0 0:0 0
5 Petrolul Ploiesti 0 0 1 0:4 0
6 CS Sanatatea Cluj 0 0 3 3:9 0

Cupa Romaniei 25/26, Group A

P Equipo W D L Goles PO
1 FC Arges Pitesti 1 0 0 2:1 3
2 CSC Dumbravita 1 0 2 3:7 3
3 Metaloglobus Bucuresti 0 1 1 4:5 1
4 CSM Slatina 0 1 1 2:6 1
5 CFR Cluj 0 1 0 1:1 1
6 Rapid Bucuresti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group D

P Equipo W D L Goles PO
1 AFC Hermannstadt 2 0 1 4:3 6
2 Dinamo Bucharest 1 1 0 3:1 4
3 Farul Constanta 1 1 0 5:1 4
4 FC Botosani 1 0 0 3:2 3
5 CS Concordia Chiajna 1 0 0 3:0 3
6 CS Dinamo Bucuresti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group C

P Equipo W D L Goles PO
1 Universitatea Cluj 1 1 0 4:3 4
2 Otelul Galati 1 1 1 5:6 4
3 FK Csikszereda Miercurea Ciuc 1 0 0 5:0 3
4 AFC Metalul Buzau 1 0 0 7:4 3
5 ACS Sepsi 0 1 1 0:1 1
6 CS Sporting Liesti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group B

P Equipo W D L Goles PO
1 CS U Craiova 2 0 0 8:1 6
2 Petrolul Ploiesti 1 1 0 4:2 4
3 FCSB 1 1 1 5:6 4
4 Gloria Bistrita 1 0 0 2:1 3
5 CS Sanatatea Cluj 0 0 0 0:0 0
6 ACS UTA Batrana Doamna 0 0 1 0:1 0

Cupa Romaniei 25/26, Group A

P Equipo W D L Goles PO
1 FC Arges Pitesti 2 0 0 5:3 6
2 Rapid Bucuresti 1 1 1 6:3 4
3 CFR Cluj 1 1 0 6:2 4
4 Metaloglobus Bucuresti 0 1 0 2:2 1
5 CSC Dumbravita 0 0 0 0:0 0
6 CSM Slatina 0 0 1 1:2 0

Romania Liga I

  • Overall
  • Casa
  • Visitante

Superliga 25/26

P Equipo W D L Goles PO
1 CS U Craiova 17 8 4 52:26 59
2 Rapid Bucuresti 16 7 6 46:29 55
3 Universitatea Cluj 16 6 8 48:27 54
4 Dinamo Bucharest 14 10 5 42:26 52
5 CFR Cluj 14 8 7 47:40 50
6 FC Arges Pitesti 15 4 10 37:28 49
7 FCSB 13 7 10 48:40 46
8 ACS UTA Batrana Doamna 11 10 9 39:44 43
9 FC Botosani 11 9 10 37:29 42
10 Otelul Galati 11 8 10 39:30 41
11 Farul Constanta 10 7 13 39:37 37
12 Petrolul Ploiesti 7 11 12 24:31 32
13 FK Csikszereda Miercurea Ciuc 8 8 14 30:58 32
14 FC Unirea 2004 Slobozia 7 3 19 27:46 24
15 AFC Hermannstadt 4 8 17 27:50 20
16 Metaloglobus Bucuresti 2 6 22 25:66 12

Superliga 25/26

P Equipo W D L Goles PO
1 CS U Craiova 11 3 1 30:11 36
2 Dinamo Bucharest 8 5 2 23:11 29
3 Rapid Bucuresti 8 3 3 25:15 27
4 CFR Cluj 8 3 3 28:21 27
5 FC Botosani 7 5 3 24:12 26
6 Universitatea Cluj 7 5 3 23:12 26
7 FC Arges Pitesti 8 2 4 18:10 26
8 Otelul Galati 7 4 3 26:15 25
9 Farul Constanta 7 4 4 26:17 25
10 FCSB 7 3 5 20:17 24
11 FK Csikszereda Miercurea Ciuc 6 6 3 20:18 24
12 ACS UTA Batrana Doamna 6 4 5 20:22 22
13 Petrolul Ploiesti 4 4 7 11:17 16
14 FC Unirea 2004 Slobozia 4 1 10 15:21 13
15 AFC Hermannstadt 2 4 9 15:27 10
16 Metaloglobus Bucuresti 2 4 9 12:25 10

Superliga 25/26

P Equipo W D L Goles PO
1 Universitatea Cluj 9 1 5 25:15 28
2 Rapid Bucuresti 8 4 3 21:14 28
3 CS U Craiova 6 5 3 22:15 23
4 Dinamo Bucharest 6 5 3 19:15 23
5 FC Arges Pitesti 7 2 6 19:18 23
6 CFR Cluj 6 5 4 19:19 23
7 FCSB 6 4 5 28:23 22
8 ACS UTA Batrana Doamna 5 6 4 19:22 21
9 Petrolul Ploiesti 3 7 5 13:14 16
10 Otelul Galati 4 4 7 13:15 16
11 FC Botosani 4 4 7 13:17 16
12 Farul Constanta 3 3 9 13:20 12
13 FC Unirea 2004 Slobozia 3 2 9 12:25 11
14 AFC Hermannstadt 2 4 8 12:23 10
15 FK Csikszereda Miercurea Ciuc 2 2 11 10:40 8
16 Metaloglobus Bucuresti 0 2 13 13:41 2
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Datasets to include

Likelihood Statistics
Previous Matches
Mutual Games
Head to Head
Scoring and Conceding Statistics
Averages
Variance Statistics
Comeback and Winning factors
Odds
Live Match Statistics and Events

Only users with 1, 3 or 6 months subscriptions can use this feature

Latest updates

  • Partido

    New Feature: AI Assistant We’ve added an AI Assistant to help you find better betting opportunities and get quick match insights. Schedule Page Analysis AI now scans upcoming matches and highlights value bets with higher success probability Get specific betting tips with explanations instead of sorting through raw data yourself Live Match Intelligence New AI […]

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  • Partido

    Enhanced Winning and Comeback Statistics We’ve refined our winning and comeback formulas with two key improvements: New filtering option: You can now exclude 0-0 games from calculations for more accurate statistics Transparency feature: Hover over any stat to see the complete list of games used in the calculation These enhanced statistics are now available across […]

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  • Partido

    We’re thrilled to announce two awesome updates that will take your match analysis to the next level! 1️⃣ You can now view xG stats not only on the match page but also on the in-play page! Simply enable it, and you’ll find these valuable insights in the likelihood stats column.   2️⃣ We’ve introduced two […]

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Blog

  • Partido

    The Comeback Factor What is it? The Comeback Factor measures how effectively a team can recover after falling behind in a match. It tells you how often a team can bounce back by scoring the next goal after the other team has taken the lead. How does it work? Every time a team falls behind, […]

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    While football is undoubtedly the most popular sport in the world, not all football leagues are created equal when it comes to betting. Some leagues offer plenty of opportunities for excitement and high-stakes betting, while others may not be as appealing to those looking to add some thrill to their viewing experience. In this article, […]

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Why Choose BetBallers for Football Betting Statistics?

The most comprehensive football betting platform with live scores, in-play statistics, AI assistant, backtesting tools, and unique analytical features

  • Live Football Scores & In-Play Stats

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

    Live Scores In-Play Stats Real-Time Data

  • Comeback & Winning Factor Analysis Unique

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

    Comeback Factor Underdog Stats Winning Factor

  • Football Betting Statistics & Odds

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

    Estadísticas Betting Odds Handicap asiático

  • Momentum Betting Tracker aka Pressure Index

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    Momentum Live Betting Match Flow

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    Alerts Notificaciones Custom

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    AI Assistant Smart Predictions AI Agent

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    Backtesting Strategy Testing ROI Analysis

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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:

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  • 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:

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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
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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).

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

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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:

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  • 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.

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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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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.

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  • 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.