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Colombia Primera A

[15] Fortaleza CEIF 1
2 America de Cali [6]

Round: 5
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Lineups

Lineup

26 - Richardson David Rivas Torres Brayan Correa - 16
18 - Jhon Harold Balanta Carabalí Josen David Escobar del Duca - 5
6 - Yesid Diaz Tomas Angel - 21
33 - Andres Arroyo John Murillo - 7
1 - Miguel Silva Cristian Tovar - 24
16 - Joan Fernando Cajares Valverde Rafael Carrascal - 15
10 - Jhon Velasquez Omar Bertel - 30
17 - Kevin Adrian Balanta Carabali Yeison Guzman - 10
15 - Santiago Cuero Sanchez Daniel Valencia - 9
9 - Sebastian Herrera Andres Mosquera - 4
14 - Leonardo Pico Jorge Soto - 12

Substitutes

19 - Franco Pulicastro Kevin Angulo - 35
5 - Jeferson Medina Obando Luis Miguel Mina Tobar - 28
8 - Sebastian Navarro Joel Sebastian Romero - 25
20 - Cristian Orozco Jose Cavadia - 6
27 - Jordan Javier García Bonnet Jean - 1
12 - Cristian Daniel Santander Rosero Marlon Torres - 2
7 - Jader Martinez Carlos Sierra - 23
21 - Sebastian Ramirez Jan Lucumi - 17
29 - Teun Sebastian Angel Wilke Braams Adrian Ramos - 20
  • Main (3)
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     
13-09-2025 19:00 4 1 [3] Fortaleza CEIF 1 - 0 America de Cali [20] 2
S: - 2.90 ?
K: ?2.75 -
 14%
?
2.025
-
?
?
1.950, 1.850
?-?

13-11

?-?

6-4

Open single page
31-03-2025 1:00 3 [2] America de Cali 1 - 0 Fortaleza CEIF [15]
S: - 4.00 ?
K: ?4.00 -
 1%
?
2.000
-
?
?
1.975, 1.825
?-?

13-19

?-?

7-4

Open single page
28-09-2024 23:20 5 [2] America de Cali 1 - 1 Fortaleza CEIF [5] 2
S: - 3.60 ?
K: ?4.00 -
 5%
?
2.025
-
?
?
1.850, 1.950
?-?

15-6

?-?

5-1

Open single page
Fortaleza CEIF America de Cali
88 - 7th Yellow Card - America de Cali
87 - 6th Yellow Card - Fortaleza CEIF
Goal 86 - 3rd Goal - Fortaleza CEIF
Substitution 83 - Substitution - America de Cali
Substitution 83 - Substitution - America de Cali
80 - 5th Yellow Card - America de Cali
Corner 79 - 6th Corner - Fortaleza CEIF
Substitution 75 - Substitution - America de Cali
Substitution 74 - Substitution - Fortaleza CEIF
74 - 4th Yellow Card - America de Cali
Substitution 70 - Substitution - Fortaleza CEIF
Substitution 68 - Substitution - America de Cali
Substitution 69 - Substitution - America de Cali
Substitution 66 - Substitution - Fortaleza CEIF
65 - 3rd Yellow Card - America de Cali
Goal 64 - 2nd Goal - America de Cali
Corner 50 - 5th Corner - Fortaleza CEIF
Substitution 46 - Substitution - Fortaleza CEIF
39 - 2nd Yellow Card - Fortaleza CEIF
29 - 1st Red Card - America de Cali
Goal 24 - 1st Goal - America de Cali
Corner 20 - 4th Corner - Fortaleza CEIF
13 - 1st Yellow Card - Fortaleza CEIF
Corner 13 - 3rd Corner - America de Cali
Corner 3 - 2nd Corner - Fortaleza CEIF
Corner 3 - 1st Corner - Fortaleza CEIF
  • Current
  • 1st Half
  • 2nd Half
  • Last 5
  • Last 10
  • Last 15
  • Last 20
  • Last 25
  • Since Last Goal
Full-Time Corners Penalties Substitutions Offsides Saves Shots Blocked Fouls Ball Safe Injures Goals
Fortaleza CEIF 5 3 0 0 4 2 1 1 9 91 3 1
America de Cali 1 4 1 1 5 0 7 2 9 93 2 2
62%
Possession
38%
4
Shots on Target
3
14
Shots off Target
8
107
Attacks
60
?
Dangerous Attacks
?
03:06 - 1x2: - - -
03:12 - Asian Handicap: (0) -, -
03:15 - Goal Line: (3.5) -, -
Last 15 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 1 1 0 0 0 1
America de Cali 0 2 0 0 2 0
-
Possession
-
2
Shots on Target
0
6
Shots off Target
1
26
Attacks
5
?
Dangerous Attacks
?
1st Half Corners Penalties Substitutions Goals
Fortaleza CEIF 3 2 0 0 1 0
America de Cali 1 0 1 0 0 1
-
Possession
-
2
Shots on Target
1
5
Shots off Target
6
55
Attacks
41
?
Dangerous Attacks
?
2nd half Corners Penalties Substitutions Goals
Fortaleza CEIF 2 1 0 0 3 1
America de Cali 0 4 0 1 1 1
-
Possession
-
2
Shots on Target
2
9
Shots off Target
2
52
Attacks
19
?
Dangerous Attacks
?
Last 5 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 0 1 0 0 0 1
America de Cali 0 1 0 0 0 0
-
Possession
-
1
Shots on Target
0
4
Shots off Target
0
11
Attacks
2
?
Dangerous Attacks
?
Last 10 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 0 1 0 0 0 1
America de Cali 0 1 0 0 0 0
-
Possession
-
1
Shots on Target
0
6
Shots off Target
0
20
Attacks
2
?
Dangerous Attacks
?
Last 15 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 1 1 0 0 1 1
America de Cali 0 2 0 0 2 0
-
Possession
-
2
Shots on Target
0
6
Shots off Target
1
26
Attacks
5
?
Dangerous Attacks
?
Last 20 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 1 1 0 0 1 1
America de Cali 0 3 0 0 3 0
-
Possession
-
2
Shots on Target
1
6
Shots off Target
1
31
Attacks
6
?
Dangerous Attacks
?
Last 25 minutes Corners Penalties Substitutions Goals
Fortaleza CEIF 1 1 0 0 2 1
America de Cali 0 3 0 0 0 0
-
Possession
-
2
Shots on Target
1
6
Shots off Target
1
38
Attacks
6
?
Dangerous Attacks
?
Since Last Goal Corners Penalties Substitutions Goals
Fortaleza CEIF 0 1 0 0 0 0
America de Cali 0 1 0 0 0 0
-
Possession
-
0
Shots on Target
0
4
Shots off Target
0
10
Attacks
2
?
Dangerous Attacks
?
03:06 - 1x2: - - -
03:12 - Asian Handicap: (0) -, -
03:15 - Goal Line: (3.5) -, -

1X2 Odds

Dangerous Attacks

Shots on Target

Shots off Target

Possession

Attacks

Statistics based on last games

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Colombia Primera A

  • Overall
  • Home
  • Away

Finalizacion

P Team W D L Goals PO
1 America de Cali 3 0 0 10:0 9
2 Independiente Medellin 3 0 0 7:4 9
3 Llaneros 2 1 0 5:2 7
4 Aguilas Doradas 2 0 0 4:2 6
5 Millonarios 2 0 1 3:1 6
6 Deportes Tolima 2 0 1 6:5 6
7 Atletico Bucaramanga 1 2 0 3:2 5
8 Once Caldas 1 1 1 7:4 4
9 Atletico Nacional Medellin 1 0 0 3:0 3
10 Deportivo Cali 1 0 1 2:1 3
11 Internacional de Bogota 1 0 1 1:2 3
12 Fortaleza CEIF 0 2 1 2:4 2
13 Independiente Santa Fe 0 1 1 3:4 1
14 Alianza 0 1 1 2:3 1
15 Deportivo Pereira 0 1 1 0:1 1
16 Cucuta Deportivo 0 1 1 2:6 1
17 Junior 0 0 2 1:3 0
18 Deportivo Pasto 0 0 3 3:7 0
19 Jaguares de Cordoba 0 0 3 0:6 0
20 Boyaca Chico 0 0 1 0:7 0

Apertura

P Team W D L Goals PO
1 Atletico Nacional Medellin 13 1 5 35:15 40
2 Junior 11 2 6 31:24 35
3 Deportivo Pasto 10 4 5 29:25 34
4 America de Cali 10 3 6 25:15 33
5 Once Caldas 8 9 2 31:22 33
6 Deportes Tolima 8 7 4 27:17 31
7 Independiente Santa Fe 7 8 4 29:22 29
8 Internacional de Bogota 7 7 5 26:26 28
9 Deportivo Cali 7 6 6 20:16 27
10 Millonarios 7 5 7 31:23 26
11 Independiente Medellin 7 5 7 26:24 26
12 Aguilas Doradas 7 5 7 20:25 26
13 Atletico Bucaramanga 5 8 6 26:20 23
14 Llaneros 4 10 5 17:20 22
15 Fortaleza CEIF 5 7 7 22:27 22
16 Jaguares de Cordoba 5 3 11 20:33 18
17 Alianza 3 8 8 13:27 17
18 Boyaca Chico 5 2 12 15:32 17
19 Cucuta Deportivo 3 7 9 22:35 16
20 Deportivo Pereira 1 7 11 15:32 10

Finalizacion

P Team W D L Goals PO
1 Llaneros 2 0 0 4:1 6
2 Independiente Medellin 2 0 0 4:2 6
3 America de Cali 1 0 0 7:0 3
4 Once Caldas 1 0 1 5:2 3
5 Deportivo Cali 1 0 0 2:0 3
6 Aguilas Doradas 1 0 0 2:1 3
6 Millonarios 1 0 1 2:1 3
8 Deportes Tolima 1 0 1 4:4 3
9 Internacional de Bogota 1 0 1 1:2 3
10 Atletico Bucaramanga 0 2 0 2:2 2
11 Independiente Santa Fe 0 1 0 2:2 1
12 Fortaleza CEIF 0 1 0 0:0 1
13 Alianza 0 1 1 2:3 1
14 Atletico Nacional Medellin 0 0 0 0:0 0
14 Boyaca Chico 0 0 0 0:0 0
14 Cucuta Deportivo 0 0 0 0:0 0
14 Deportivo Pereira 0 0 0 0:0 0
18 Deportivo Pasto 0 0 1 1:2 0
19 Junior 0 0 1 0:1 0
20 Jaguares de Cordoba 0 0 1 0:3 0

Apertura

P Team W D L Goals PO
1 Atletico Nacional Medellin 8 1 0 22:3 25
2 Deportes Tolima 7 2 1 19:7 23
3 Millonarios 6 3 1 19:7 21
4 America de Cali 6 3 0 15:3 21
5 Once Caldas 6 3 1 20:13 21
6 Deportivo Pasto 6 2 2 14:8 20
7 Deportivo Cali 5 4 1 12:6 19
8 Junior 6 1 3 17:14 19
9 Internacional de Bogota 5 3 1 16:9 18
10 Fortaleza CEIF 5 3 2 14:10 18
11 Atletico Bucaramanga 4 4 1 19:6 16
12 Boyaca Chico 5 1 3 13:5 16
13 Jaguares de Cordoba 5 1 4 14:12 16
14 Independiente Santa Fe 4 3 2 17:10 15
15 Independiente Medellin 4 2 4 15:13 14
16 Aguilas Doradas 4 2 4 12:14 14
17 Cucuta Deportivo 3 3 3 12:13 12
18 Alianza 2 5 2 7:9 11
19 Llaneros 1 7 1 10:9 10
20 Deportivo Pereira 1 4 4 9:13 7

Finalizacion

P Team W D L Goals PO
1 America de Cali 2 0 0 3:0 6
2 Atletico Nacional Medellin 1 0 0 3:0 3
3 Independiente Medellin 1 0 0 3:2 3
4 Aguilas Doradas 1 0 0 2:1 3
4 Deportes Tolima 1 0 0 2:1 3
6 Atletico Bucaramanga 1 0 0 1:0 3
6 Millonarios 1 0 0 1:0 3
8 Once Caldas 0 1 0 2:2 1
9 Llaneros 0 1 0 1:1 1
10 Deportivo Pereira 0 1 1 0:1 1
11 Fortaleza CEIF 0 1 1 2:4 1
12 Cucuta Deportivo 0 1 1 2:6 1
13 Alianza 0 0 0 0:0 0
13 Internacional de Bogota 0 0 0 0:0 0
15 Junior 0 0 1 1:2 0
15 Independiente Santa Fe 0 0 1 1:2 0
17 Deportivo Cali 0 0 1 0:1 0
18 Deportivo Pasto 0 0 2 2:5 0
19 Jaguares de Cordoba 0 0 2 0:3 0
20 Boyaca Chico 0 0 1 0:7 0

Apertura

P Team W D L Goals PO
1 Junior 5 1 3 14:10 16
2 Atletico Nacional Medellin 5 0 5 13:12 15
3 Independiente Santa Fe 3 5 2 12:12 14
4 Deportivo Pasto 4 2 3 15:17 14
5 Once Caldas 2 6 1 11:9 12
6 Independiente Medellin 3 3 3 11:11 12
7 America de Cali 4 0 6 10:12 12
8 Aguilas Doradas 3 3 3 8:11 12
9 Llaneros 3 3 4 7:11 12
10 Internacional de Bogota 2 4 4 10:17 10
11 Deportivo Cali 2 2 5 8:10 8
12 Deportes Tolima 1 5 3 8:10 8
13 Atletico Bucaramanga 1 4 5 7:14 7
14 Alianza 1 3 6 6:18 6
15 Millonarios 1 2 6 12:16 5
16 Fortaleza CEIF 0 4 5 8:17 4
17 Cucuta Deportivo 0 4 6 10:22 4
18 Deportivo Pereira 0 3 7 6:19 3
19 Jaguares de Cordoba 0 2 7 6:21 2
20 Boyaca Chico 0 1 9 2:27 1

Colombia Cup

  • Overall
  • Home
  • Away

Group D

P Team W D L Goals PO
1 Deportivo Pereira 2 2 0 4:2 8
2 Real Soacha Cundinamarca 2 1 1 6:4 7
3 Aguilas Doradas 1 3 0 7:4 6
4 Jaguares de Cordoba 1 1 2 4:3 4
5 Independiente Yumbo 0 1 3 2:10 1

Group C

P Team W D L Goals PO
1 Independiente Medellin 2 2 0 5:3 8
2 Fortaleza CEIF 1 2 1 5:3 5
3 Itagui Leones 1 2 1 4:5 5
4 Cucuta Deportivo 0 3 1 2:3 3
5 Orsomarso 0 3 1 3:5 3

Group B

P Team W D L Goals PO
1 Millonarios 3 1 0 14:5 10
2 Llaneros 3 0 1 7:2 9
3 Boyaca Chico 1 2 1 6:3 5
4 Patriotas FC 0 2 2 4:7 2
5 Atletico Cali FC 0 1 3 2:16 1

Group A

P Team W D L Goals PO
1 Deportivo Cali 4 0 0 10:2 12
2 Alianza 2 1 1 6:3 7
3 Boca Juniors De Cali 2 1 1 8:8 7
4 Atletico Bucaramanga 1 0 3 8:7 3
5 Real San Andres 0 0 4 1:13 0

Group D

P Team W D L Goals PO
1 Deportivo Pereira 2 0 0 2:0 6
2 Real Soacha Cundinamarca 1 1 0 4:2 4
3 Jaguares de Cordoba 1 0 1 4:2 3
4 Aguilas Doradas 0 2 0 1:1 2
5 Independiente Yumbo 0 1 1 2:5 1

Group C

P Team W D L Goals PO
1 Independiente Medellin 2 0 0 3:1 6
2 Fortaleza CEIF 1 1 0 5:2 4
3 Itagui Leones 1 1 0 3:1 4
4 Orsomarso 0 2 0 2:2 2
5 Cucuta Deportivo 0 2 0 0:0 2

Group B

P Team W D L Goals PO
1 Llaneros 2 0 0 6:1 6
2 Millonarios 1 1 0 3:2 4
3 Boyaca Chico 1 0 1 4:1 3
4 Patriotas FC 0 1 1 2:3 1
5 Atletico Cali FC 0 1 1 2:9 1

Group A

P Team W D L Goals PO
1 Deportivo Cali 2 0 0 3:0 6
2 Atletico Bucaramanga 1 0 2 8:5 3
3 Alianza 1 0 0 3:0 3
4 Boca Juniors De Cali 0 1 1 2:6 1
5 Real San Andres 0 0 2 1:5 0

Group D

P Team W D L Goals PO
1 Aguilas Doradas 1 1 0 6:3 4
2 Real Soacha Cundinamarca 1 0 1 2:2 3
3 Deportivo Pereira 0 2 0 2:2 2
4 Jaguares de Cordoba 0 1 1 0:1 1
5 Independiente Yumbo 0 0 2 0:5 0

Group C

P Team W D L Goals PO
1 Independiente Medellin 0 2 0 2:2 2
2 Cucuta Deportivo 0 1 1 2:3 1
3 Fortaleza CEIF 0 1 1 0:1 1
4 Orsomarso 0 1 1 1:3 1
5 Itagui Leones 0 1 1 1:4 1

Group B

P Team W D L Goals PO
1 Millonarios 2 0 0 11:3 6
2 Llaneros 1 0 1 1:1 3
3 Boyaca Chico 0 2 0 2:2 2
4 Patriotas FC 0 1 1 2:4 1
5 Atletico Cali FC 0 0 2 0:7 0

Group A

P Team W D L Goals PO
1 Deportivo Cali 2 0 0 7:2 6
2 Boca Juniors De Cali 2 0 0 6:2 6
3 Alianza 1 1 1 3:3 4
4 Atletico Bucaramanga 0 0 1 0:2 0
5 Real San Andres 0 0 2 0:8 0
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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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  • Visual Alerts: Notifications appear on the top right corner when matches meet your set criteria
  • Results Tracking: The system tracks all notifications received with results easily filterable by different options

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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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:

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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.

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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 (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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  • Backtesting system (100,000 games analysis)
  • 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.