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Turkey 1 Lig

[14] Keciorengucu 4
0 Manisa BBSK [12]

Round: 13
  • Estadísticas en vivo
  • Diagramas
  • Posibilidades
  • Lineups
  • Información de equipos
  • Casa Anterior
  • Fuera Anterior
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

11 - Ali Dere Bartu Gocmen - 50
10 - Malaly Dembele Alperen Uysal - 1
15 - Arda Hilmi Sengul Kaan Kanak - 26
12 - Gorkem Bitin Mamadou Cissokho - 25
8 - Eduard Rroca Muhammet Ensar Akgun - 54
16 - Oguzhan Ayaydin Oguz Gurbulak - 8
19 - Ugur Kaan Yildiz Daniel Ramirez Fernandez - 10
6 - Erkam Develi Muhammed Kiprit - 23
14 - Moustapha Camara Kadir Kaan Yurdakul - 53
71 - Metin Ucar Moryke Fofana - 7
44 - Steven Caulker Kwasi Okyere Wriedt - 20

Substitutes

73 - Suleyman Lus Eren Karatas - 35
28 - William Togui Demba Diallo - 21
5 - Oguzcan Caliskan Bulut Uysal - 97
95 - Aliou Badara Traore Bede Amarachi Osuji - 11
20 - Recep Tasbakir Kazım Can Kahya - 18
22 - Halil Can Ayan Efe Taylan Altunkara - 70
27 - Yilmaz Basravi Umut Erdem - 19
18 - Emre Satilmis Birkan Yilmaz - 29
7 - Kristal Abazaj Oktay Gurdal - 41
55 - Mame Diouf Ada Ibik - 13
  • 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     
20-12-2025 16:00 2 [16] Manisa BBSK 2 - 2 Keciorengucu [11] 2
S: - 3.50 ?
K: ?3.40 -
 3%
?
1.800
-
?
?
1.850, 1.950
?-?

13-9

?-?

3-5

Abrir una sola página
05-04-2025 10:30 1 [18] Manisa BBSK 1 - 2 Keciorengucu [13] 2
S: - 3.20 ?
K: ?3.20 -
 0%
?
1.850
-
?
?
1.850, 1.950
?-?

9-13

?-?

8-5

Abrir una sola página
21-01-2024 10:30 1 [14] Keciorengucu 1 - 1 Manisa BBSK [12] 2
S: - 3.25 ?
K: ?3.20 -
 19%
?
1.975
-
?
?
1.800, 2.000
?-?

6-7

?-?

2-1

Abrir una sola página
20-08-2023 14:00 1 [3] Manisa BBSK 0 - 0 Keciorengucu [15]
S: - 3.75 ?
K: ?4.00 -
 22%
?
1.775
-
?
?
1.800, 2.000
?-?
13-7
?-?
5-4
Abrir una sola página
29-04-2023 10:30 3 [8] Keciorengucu 0 - 3 Manisa BBSK [10] 2
S: - 3.40 ?
K: ?3.75 -
 15%
?
1.825
-
?
?
1.825, 1.975
?-?

7-9

?-?

4-3

Abrir una sola página
Keciorengucu Manisa BBSK
Goal 92 - 4th Goal - Keciorengucu
Corner 77 - 9th Corner - Manisa BBSK
73 - 2nd Yellow Card - Manisa BBSK
Corner 67 - 8th Corner - Manisa BBSK
Corner 64 - 7th Corner - Manisa BBSK
Goal 51 - 3rd Goal - Keciorengucu
Goal 47 - 2nd Goal - Keciorengucu
Corner 45+2 - 6th Corner - Keciorengucu
44 - 1st Red Card - Manisa BBSK
30 - 1st Yellow Card - Manisa BBSK
Goal 29 - 1st Goal - Keciorengucu
Corner 22 - 5th Corner - Keciorengucu
Corner 17 - 4th Corner - Manisa BBSK
Corner 15 - 3rd Corner - Keciorengucu
Corner 13 - 2nd Corner - Keciorengucu
Corner 8 - 1st Corner - Manisa BBSK
  • Actual
  • 1st Half
  • 2nd Half
  • Últimos 5
  • Últimos 10
  • Últimos 15
  • Últimos 20
  • Últimos 25
  • Desde el último gol
  • Since Red
Full-Time xG Corner Penaltis Sustituciones Goles
Keciorengucu 1.38 4 0 0 0 5 4
Manisa BBSK 0.81 5 2 1 0 5 0
51%
Posesión
49%
8
Remates a portería
3
8
Remates fuera de la portería
11
82
Ataques
95
?
Ataques peligrosos
?
11:53 - 1x2: 1.002 51.000 201.000
12:25 - Asian Handicap: (0) -, -
12:25 - Goal Line: (4.5) -, -
Últimos 15 minutos Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 3 1
Manisa BBSK 1 0 0 0 1 0
-
Posesión
-
2
Remates a portería
0
2
Remates fuera de la portería
2
16
Ataques
18
?
Ataques peligrosos
?
1st Half Corner Penaltis Sustituciones Goles
Keciorengucu 4 0 0 0 0 1
Manisa BBSK 2 1 1 0 1 0
-
Posesión
-
4
Remates a portería
2
4
Remates fuera de la portería
5
42
Ataques
45
?
Ataques peligrosos
?
2ª mitad Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 5 3
Manisa BBSK 3 1 0 0 0 0
-
Posesión
-
4
Remates a portería
1
4
Remates fuera de la portería
6
40
Ataques
50
?
Ataques peligrosos
?
Last 5 minutes Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 0 1
Manisa BBSK 0 0 0 0 0 0
-
Posesión
-
2
Remates a portería
0
1
Remates fuera de la portería
1
10
Ataques
13
?
Ataques peligrosos
?
Last 10 minutes Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 3 1
Manisa BBSK 0 0 0 0 0 0
-
Posesión
-
2
Remates a portería
0
1
Remates fuera de la portería
2
12
Ataques
14
?
Ataques peligrosos
?
Últimos 15 minutos Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 1 1
Manisa BBSK 1 0 0 0 1 0
-
Posesión
-
2
Remates a portería
0
2
Remates fuera de la portería
2
16
Ataques
18
?
Ataques peligrosos
?
Last 20 minutes Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 3 1
Manisa BBSK 1 1 0 0 1 0
-
Posesión
-
2
Remates a portería
0
2
Remates fuera de la portería
2
22
Ataques
24
?
Ataques peligrosos
?
Last 25 minutes Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 5 1
Manisa BBSK 1 1 0 0 0 0
-
Posesión
-
2
Remates a portería
0
3
Remates fuera de la portería
2
25
Ataques
30
?
Ataques peligrosos
?
Desde el último gol Corner Penaltis Sustituciones Goles
Keciorengucu 0 0 0 0 0 0
Manisa BBSK 0 0 0 0 0 0
-
Posesión
-
0
Remates a portería
0
0
Remates fuera de la portería
0
0
Ataques
0
?
Ataques peligrosos
?
Desde la tarjeta roja Corner Penaltis Sustituciones Goles
Keciorengucu 1 0 0 0 5 3
Manisa BBSK 3 1 0 0 0 0
-
Posesión
-
4
Remates a portería
1
5
Remates fuera de la portería
6
45
Ataques
53
?
Ataques peligrosos
?
11:53 - 1x2: 1.002 51.000 201.000
12:25 - Asian Handicap: (0) -, -
12:25 - Goal Line: (4.5) -, -

1X2 probabilidades

Ataques peligrosos

Remates a portería

Remates fuera de la portería

Posesión

Ataques

Estadísticas basadas en la última partidos

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Türkiye Cup

  • Overall
  • Casa
  • Visitante

Turkiye Kupasi 25/26, Group C

P Equipo W D L Goles PO
1 Besiktas 2 1 0 6:2 7
2 Gazisehir Gaziantep FK 2 0 1 8:6 6
3 Fenerbahce 2 0 1 5:3 6
4 Caykur Rizespor 1 1 1 6:5 4
5 Kocaelispor 1 1 1 4:3 4
6 Erzurumspor FK 1 0 2 4:6 3
7 Keciorengucu 1 0 2 4:9 3
8 Beyoglu Yeni Carsi FK 0 1 2 2:5 1

Turkiye Kupasi 25/26, Group B

P Equipo W D L Goles PO
1 Samsunspor 3 0 0 10:3 9
2 Konyaspor 3 0 0 8:1 9
3 Genclerbirligi 2 1 0 6:4 7
4 76 Igdir Belediyespor 1 1 1 9:4 4
5 Eyupspor 1 1 1 5:5 4
6 Aliaga Futbol AS 0 1 2 4:13 1
7 Bodrum FK 0 0 3 3:7 0
8 Antalyaspor 0 0 3 0:8 0

Turkiye Kupasi 25/26, Group A

P Equipo W D L Goles PO
1 Galatasaray 3 0 0 6:2 9
2 Alanyaspor 2 1 0 7:2 7
3 Trabzonspor 2 0 1 9:2 6
4 Istanbul Basaksehir 2 0 1 6:3 6
5 Fatih Karagumruk 0 2 1 3:6 2
6 Fethiyespor 0 1 2 1:5 1
7 Boluspor 0 1 2 1:6 1
8 Istanbulspor 0 1 2 2:9 1

Turkiye Kupasi 25/26, Group C

P Equipo W D L Goles PO
1 Caykur Rizespor 1 1 0 6:3 4
2 Kocaelispor 1 1 0 4:2 4
3 Besiktas 1 0 0 3:0 3
4 Erzurumspor FK 1 0 0 2:0 3
5 Fenerbahce 1 0 1 4:3 3
6 Gazisehir Gaziantep FK 1 0 0 1:0 3
7 Keciorengucu 1 0 1 4:6 3
8 Beyoglu Yeni Carsi FK 0 0 1 0:1 0

Turkiye Kupasi 25/26, Group B

P Equipo W D L Goles PO
1 Konyaspor 2 0 0 6:0 6
2 Samsunspor 2 0 0 4:1 6
3 76 Igdir Belediyespor 1 1 0 8:2 4
4 Genclerbirligi 1 1 0 5:4 4
5 Eyupspor 1 0 0 2:1 3
6 Bodrum FK 0 0 1 1:2 0
7 Antalyaspor 0 0 1 0:1 0
8 Aliaga Futbol AS 0 0 1 2:6 0

Turkiye Kupasi 25/26, Group A

P Equipo W D L Goles PO
1 Galatasaray 2 0 0 4:1 6
2 Trabzonspor 1 0 1 3:1 3
3 Istanbul Basaksehir 1 0 0 2:1 3
4 Alanyaspor 0 1 0 2:2 1
5 Fatih Karagumruk 0 1 1 1:4 1
6 Boluspor 0 1 1 0:4 1
7 Fethiyespor 0 0 1 1:2 0
8 Istanbulspor 0 0 1 1:6 0

Turkiye Kupasi 25/26, Group C

P Equipo W D L Goles PO
1 Besiktas 1 1 0 3:2 4
2 Gazisehir Gaziantep FK 1 0 1 7:6 3
3 Fenerbahce 1 0 0 1:0 3
4 Beyoglu Yeni Carsi FK 0 1 1 2:4 1
5 Kocaelispor 0 0 1 0:1 0
6 Caykur Rizespor 0 0 1 0:2 0
7 Keciorengucu 0 0 1 0:3 0
8 Erzurumspor FK 0 0 2 2:6 0

Turkiye Kupasi 25/26, Group B

P Equipo W D L Goles PO
1 Samsunspor 1 0 0 6:2 3
2 Konyaspor 1 0 0 2:1 3
3 Genclerbirligi 1 0 0 1:0 3
4 Eyupspor 0 1 1 3:4 1
5 Aliaga Futbol AS 0 1 1 2:7 1
6 76 Igdir Belediyespor 0 0 1 1:2 0
7 Bodrum FK 0 0 2 2:5 0
8 Antalyaspor 0 0 2 0:7 0

Turkiye Kupasi 25/26, Group A

P Equipo W D L Goles PO
1 Alanyaspor 2 0 0 5:0 6
2 Trabzonspor 1 0 0 6:1 3
3 Istanbul Basaksehir 1 0 1 4:2 3
4 Galatasaray 1 0 0 2:1 3
5 Fatih Karagumruk 0 1 0 2:2 1
6 Istanbulspor 0 1 1 1:3 1
7 Fethiyespor 0 1 1 0:3 1
8 Boluspor 0 0 1 1:2 0

Türkiye 1 Lig

  • Overall
  • Casa
  • Visitante

1. Lig 25/26

P Equipo W D L Goles PO
1 Esenler Erokspor 17 8 3 67:22 59
2 Erzurumspor FK 16 9 2 57:19 57
3 Amedspor 16 6 5 56:30 54
4 Corum Belediyespor 14 5 8 43:31 47
5 Bodrum FK 13 6 8 55:28 45
6 Pendikspor 12 9 6 38:22 45
7 76 Igdir Belediyespor 12 8 8 38:37 44
8 Manisa BBSK 11 7 9 42:40 40
9 Keciorengucu 10 9 8 51:34 39
10 Bandirmaspor 11 6 10 38:31 39
11 Vanspor FK 10 8 9 39:29 38
12 Boluspor 11 5 12 47:40 38
13 Istanbulspor 9 11 8 37:41 38
14 Sivasspor 8 11 8 35:29 35
15 Sariyer 10 4 13 30:35 34
16 Umraniyespor 9 5 13 32:36 32
17 Serik Belediyespor 8 5 14 29:53 29
18 Sakaryaspor 6 6 15 34:52 24
19 Hatayspor 0 7 20 19:74 7
20 Adana Demirspor 0 3 24 16:120 -45

1. Lig 25/26

P Equipo W D L Goles PO
1 Amedspor 11 3 0 33:10 36
2 Esenler Erokspor 9 4 1 35:12 31
3 Erzurumspor FK 8 6 0 35:9 30
4 Corum Belediyespor 9 3 1 24:8 30
5 Bodrum FK 9 2 2 34:10 29
6 Pendikspor 8 3 3 24:8 27
7 Bandirmaspor 8 3 3 23:13 27
8 Sivasspor 6 7 1 23:12 25
9 Vanspor FK 7 3 4 23:11 24
10 Manisa BBSK 7 3 3 25:20 24
11 76 Igdir Belediyespor 6 6 2 20:15 24
12 Keciorengucu 6 4 3 25:11 22
13 Umraniyespor 6 3 4 24:15 21
14 Boluspor 7 0 6 23:15 21
15 Sariyer 6 3 5 16:13 21
16 Istanbulspor 4 7 3 21:19 19
17 Sakaryaspor 4 2 7 14:22 14
18 Serik Belediyespor 4 1 9 18:27 13
19 Hatayspor 0 4 9 8:32 4
20 Adana Demirspor 0 2 12 11:62 2

1. Lig 25/26

P Equipo W D L Goles PO
1 Esenler Erokspor 8 4 2 32:10 28
2 Erzurumspor FK 8 3 2 22:10 27
3 76 Igdir Belediyespor 6 2 6 18:22 20
4 Istanbulspor 5 4 5 16:22 19
5 Amedspor 5 3 5 23:20 18
6 Pendikspor 4 6 3 14:14 18
7 Keciorengucu 4 5 5 26:23 17
8 Boluspor 4 5 6 24:25 17
9 Corum Belediyespor 5 2 7 19:23 17
10 Bodrum FK 4 4 6 21:18 16
11 Manisa BBSK 4 4 6 17:20 16
12 Serik Belediyespor 4 4 5 11:26 16
13 Vanspor FK 3 5 5 16:18 14
14 Sariyer 4 1 8 14:22 13
15 Bandirmaspor 3 3 7 15:18 12
16 Umraniyespor 3 2 9 8:21 11
17 Sivasspor 2 4 7 12:17 10
18 Sakaryaspor 2 4 8 20:30 10
19 Hatayspor 0 3 11 11:42 3
20 Adana Demirspor 0 1 12 5:58 1
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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

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Latest updates

  • Partido

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    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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    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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  • 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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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

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

    Momentum Live Betting Match Flow

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    Complete fixture schedule, historical results, league standings, and pre-match analysis for Premier League, La Liga, and 100+ leagues.

    Programar Resultados Standings

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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

Popular Football Betting Categories

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

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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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  • AI Assistant for schedule and live match analysis
  • Likelihood Stats with color-coding for all markets
  • 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.