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Colombia Primera A

[19] Alianza 2
2 Millonarios [11]

Round: 19
  • Statistiques en direct
  • Graphiques
  • Cotes
  • Lineups
  • Infos équipes
  • Domicile Précédent
  • Extérieur Précédent
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

16 - Yilson Rosales Guillermo Rafael De Amores Ravelo - 1
10 - Wiston Fernandez Rodrigo Urena - 18
15 - Carlos Esparragoza David Silva - 14
28 - Jeison Osorio Rodrigo Contreras - 27
27 - Yeiner Stiwar Londono Renteria Jorge Arias - 17
8 - Jesus Munoz Leonardo Castro - 23
33 - Jhildrey Alejandro Lasso Sebastian Viveros - 30
5 - Pedro Franco Edgar Elizalde - 4
1 - Johan Wallens Otalvaro Andres Llinas - 26
17 - Felipe Pardo Mateo Garcia - 19
23 - Juan Jose Viveros Sarasti Carlos Eduardo Sarabia Barrios - 2

Substitutes

13 - Antonio Simancas Samuel Martin - 3
24 - Eduard David Banguero Ramos Beckham David Castro Espinosa - 11
26 - Misael Smith Martinez Olivella Alex Moreno - 29
14 - Charly Villegas Jorge Hurtado - 99
30 - Jhon Valoyes Julian Estiben Angulo Sevillano - 24
22 - Jesus Antonio Figueroa Olaya Danovis Banguero - 20
21 - Fabian Cantillo Alex Castro - 33
7 - Jair Castillo Stiven Vega - 28
25 - Josy Esteban Perez Balcazar David Rodriguez - 38
  • Principale (4)
Afficher les statistiques de la 1ere mi-temps
Date Domicile Score Extérieure 1x2 Dépôt Handicap Asiatique a domicile Ligne de but Corners asiatiques Dangereuses Attaques Nombre total de tirs Tirs cadrés Corners     
13-09-2025 21:10 4 [10] Alianza 3 - 0 Millonarios [11] 1 3
S: - 3.10 ?
K: ?3.20 -
 17%
?
2.025
-
?
?
2.000, 1.800
?-?

16-11

?-?

8-8

Ouvrir une seule page
30-03-2025 20:30 1 [6] Millonarios 2 - 0 Alianza [11] 1 1
S: - 3.75 ?
K: ?3.50 -
 0%
?
2.025
-
?
?
2.000, 1.800
?-?

25-3

?-?

4-3

Ouvrir une seule page
28-07-2024 22:30 2 [20] Alianza 2 - 1 Millonarios [9] 5
S: - 3.40 ?
K: ?3.10 -
 30%
?
2.000
-
?
?
1.975, 1.825
?-?

13-3

?-?

5-2

Ouvrir une seule page
31-01-2024 23:10 2 Millonarios 1 - 1 Alianza 1
0%
-
-
-
?-?
19-10
?-?
9-3
Ouvrir une seule page
Alianza Millonarios
98 - 8th Yellow Card - Millonarios
92 - 7th Yellow Card - Alianza
92 - 6th Yellow Card - Alianza
Goal 90 - 4th Goal - Millonarios
Corner 87 - 11th Corner - Millonarios
Corner 86 - 10th Corner - Millonarios
83 - 5th Yellow Card - Alianza
Substitution 75 - Substitution - Millonarios
Substitution 75 - Substitution - Millonarios
66 - 4th Yellow Card - Alianza
Substitution 70 - Substitution - Alianza
Substitution 70 - Substitution - Alianza
Substitution 60 - Substitution - Alianza
Substitution 59 - Substitution - Alianza
Goal 58 - 3rd Goal - Millonarios
Goal 55 - 2nd Goal - Alianza
Substitution 54 - Substitution - Millonarios
Substitution 54 - Substitution - Millonarios
Substitution 54 - Substitution - Alianza
Corner 52 - 9th Corner - Millonarios
Substitution 46 - Substitution - Millonarios
Goal 45 - 1st Goal - Alianza
Corner 44 - 8th Corner - Millonarios
41 - 3rd Yellow Card - Millonarios
Corner 35 - 7th Corner - Alianza
Corner 34 - 6th Corner - Alianza
Corner 29 - 5th Corner - Millonarios
Corner 27 - 4th Corner - Millonarios
20 - 2nd Yellow Card - Alianza
19 - 1st Yellow Card - Alianza
Corner 10 - 3rd Corner - Alianza
Corner 7 - 2nd Corner - Millonarios
Corner 4 - 1st Corner - Millonarios
  • Courant
  • 1st Half
  • 2nd Half
  • Dernières 5
  • Dernières 10
  • Dernières 15
  • Dernières 20
  • Dernières 25
  • Depuis le dernier but
Full-Time xG Corners Penalties Substitutions Offsides Saves Shots Blocked Fouls Ball Safe Injures Buts
Alianza 1.43 3 6 0 0 5 3 6 3 17 90 0 2
Millonarios 2.80 8 2 0 0 5 1 3 2 12 87 2 2
44%
Possession
56%
5
Tirs cadrés
8
3
Tirs non cadrés
7
80
Attaques
115
?
Dangereuses Attaques
?
22:33 - 1x2: - - -
22:30 - Asian Handicap: (0) 2.025, 1.775
22:32 - Goal Line: (4.5) 9.500, 1.065
Dernières 15 minutes Corners Penalties Substitutions Buts
Alianza 0 3 0 0 0 0
Millonarios 2 1 0 0 0 1
-
Possession
-
1
Tirs cadrés
2
1
Tirs non cadrés
5
14
Attaques
28
?
Dangereuses Attaques
?
1st Half Corners Penalties Substitutions Buts
Alianza 3 2 0 0 0 1
Millonarios 5 1 0 0 1 0
-
Possession
-
2
Tirs cadrés
3
0
Tirs non cadrés
2
37
Attaques
57
?
Dangereuses Attaques
?
2ème mi-temps Corners Penalties Substitutions Buts
Alianza 0 4 0 0 5 1
Millonarios 3 1 0 0 2 2
-
Possession
-
3
Tirs cadrés
5
3
Tirs non cadrés
5
43
Attaques
58
?
Dangereuses Attaques
?
Last 5 minutes Corners Penalties Substitutions Buts
Alianza 0 2 0 0 0 0
Millonarios 2 1 0 0 0 1
-
Possession
-
0
Tirs cadrés
2
1
Tirs non cadrés
2
8
Attaques
14
?
Dangereuses Attaques
?
Last 10 minutes Corners Penalties Substitutions Buts
Alianza 0 3 0 0 0 0
Millonarios 2 1 0 0 1 1
-
Possession
-
1
Tirs cadrés
2
1
Tirs non cadrés
4
11
Attaques
20
?
Dangereuses Attaques
?
Dernières 15 minutes Corners Penalties Substitutions Buts
Alianza 0 3 0 0 0 0
Millonarios 2 1 0 0 0 1
-
Possession
-
1
Tirs cadrés
2
1
Tirs non cadrés
5
14
Attaques
28
?
Dangereuses Attaques
?
Last 20 minutes Corners Penalties Substitutions Buts
Alianza 0 4 0 0 0 0
Millonarios 2 1 0 0 2 1
-
Possession
-
1
Tirs cadrés
2
1
Tirs non cadrés
5
20
Attaques
35
?
Dangereuses Attaques
?
Last 25 minutes Corners Penalties Substitutions Buts
Alianza 0 4 0 0 2 0
Millonarios 2 1 0 0 1 1
-
Possession
-
1
Tirs cadrés
2
2
Tirs non cadrés
5
30
Attaques
43
?
Dangereuses Attaques
?
Depuis le dernier but Corners Penalties Substitutions Buts
Alianza 0 0 0 0 0 0
Millonarios 0 0 0 0 0 0
-
Possession
-
0
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
22:33 - 1x2: - - -
22:30 - Asian Handicap: (0) 2.025, 1.775
22:32 - Goal Line: (4.5) 9.500, 1.065

1X2 Cotes

Dangereuses Attaques

Tirs cadrés

Tirs non cadrés

Possession

Attaques

Statistiques basées sur les dernières jeux

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Colombia Cup

  • Overall
  • Domicile
  • Extérieure

Group D

P Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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 Équipe W D L Buts 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

Copa Sudamericana

  • Overall
  • Domicile
  • Extérieure

CONMEBOL Sudamericana 2026, Group H

P Équipe W D L Buts PO
1 River Plate 4 2 0 9:3 14
2 Bragantino 3 1 2 12:5 10
3 Carabobo 3 0 3 6:5 9
4 Blooming 0 1 5 3:17 1

CONMEBOL Sudamericana 2026, Group G

P Équipe W D L Buts PO
1 Olimpia Asuncion 4 1 1 10:6 13
2 Vasco da Gama 3 1 2 10:6 10
3 Audax Italiano 2 1 3 7:9 7
4 Barracas Central 0 3 3 2:8 3

CONMEBOL Sudamericana 2026, Group F

P Équipe W D L Buts PO
1 Torque 4 1 1 11:5 13
2 Gremio 3 2 1 8:3 11
3 Deportivo Riestra 1 2 3 4:10 5
4 Palestino 0 3 3 1:6 3

CONMEBOL Sudamericana 2026, Group E

P Équipe W D L Buts PO
1 Botafogo 5 1 0 15:5 16
2 Caracas 2 3 1 9:9 9
3 Racing Club 2 2 2 11:9 8
4 Independiente Petrolero 0 0 6 3:15 0

CONMEBOL Sudamericana 2026, Group D

P Équipe W D L Buts PO
1 Deportivo Recoleta 1 5 0 6:5 8
2 Santos 1 4 1 8:6 7
3 San Lorenzo 1 4 1 6:5 7
4 Deportivo Cuenca 1 3 2 3:7 6

CONMEBOL Sudamericana 2026, Group C

P Équipe W D L Buts PO
1 Sao Paulo 3 3 0 6:1 12
2 O'Higgins 3 1 2 8:6 10
3 Millonarios 2 2 2 7:7 8
4 Boston River 1 0 5 5:12 3

CONMEBOL Sudamericana 2026, Group B

P Équipe W D L Buts PO
1 Atletico Mineiro 3 1 2 8:6 10
2 Cienciano 2 2 2 5:7 8
3 Juventud De Las Piedras 1 4 1 10:7 7
4 Academia Puerto Cabello 2 1 3 6:9 7

CONMEBOL Sudamericana 2026, Group A

P Équipe W D L Buts PO
1 Macara 2 4 0 6:3 10
2 CA Tigre 2 3 1 8:5 9
3 America de Cali 2 3 1 6:5 9
4 Alianza Atletico 0 2 4 2:9 2

CONMEBOL Sudamericana 2026, Group H

P Équipe W D L Buts PO
1 River Plate 2 1 0 5:1 7
2 Bragantino 2 0 1 5:3 6
3 Carabobo 2 0 1 4:2 6
4 Blooming 0 1 2 1:9 1

CONMEBOL Sudamericana 2026, Group G

P Équipe W D L Buts PO
1 Olimpia Asuncion 2 1 0 6:2 7
2 Vasco da Gama 2 0 1 7:2 6
3 Audax Italiano 1 0 2 3:4 3
4 Barracas Central 0 2 1 2:3 2

CONMEBOL Sudamericana 2026, Group F

P Équipe W D L Buts PO
1 Torque 3 0 0 6:1 9
2 Gremio 2 1 0 5:2 7
3 Deportivo Riestra 1 1 1 2:4 4
4 Palestino 0 2 1 1:3 2

CONMEBOL Sudamericana 2026, Group E

P Équipe W D L Buts PO
1 Botafogo 2 1 0 6:2 7
2 Racing Club 1 1 1 6:5 4
3 Caracas 1 1 1 3:4 4
4 Independiente Petrolero 0 0 3 3:9 0

CONMEBOL Sudamericana 2026, Group D

P Équipe W D L Buts PO
1 Santos 1 2 0 6:3 5
2 Deportivo Cuenca 1 2 0 3:2 5
3 San Lorenzo 1 1 1 3:2 4
4 Deportivo Recoleta 0 3 0 2:2 3

CONMEBOL Sudamericana 2026, Group C

P Équipe W D L Buts PO
1 Sao Paulo 2 1 0 5:1 7
2 O'Higgins 2 1 0 4:0 7
3 Millonarios 1 1 1 2:2 4
4 Boston River 1 0 2 5:7 3

CONMEBOL Sudamericana 2026, Group B

P Équipe W D L Buts PO
1 Atletico Mineiro 3 0 0 5:1 9
2 Academia Puerto Cabello 2 1 0 6:2 7
3 Cienciano 2 1 0 4:1 7
4 Juventud De Las Piedras 1 2 0 7:3 5

CONMEBOL Sudamericana 2026, Group A

P Équipe W D L Buts PO
1 CA Tigre 2 0 1 4:1 6
2 America de Cali 1 2 0 3:2 5
3 Macara 0 3 0 3:3 3
4 Alianza Atletico 0 1 2 1:5 1

CONMEBOL Sudamericana 2026, Group H

P Équipe W D L Buts PO
1 River Plate 2 1 0 4:2 7
2 Bragantino 1 1 1 7:2 4
3 Carabobo 1 0 2 2:3 3
4 Blooming 0 0 3 2:8 0

CONMEBOL Sudamericana 2026, Group G

P Équipe W D L Buts PO
1 Olimpia Asuncion 2 0 1 4:4 6
2 Audax Italiano 1 1 1 4:5 4
3 Vasco da Gama 1 1 1 3:4 4
4 Barracas Central 0 1 2 0:5 1

CONMEBOL Sudamericana 2026, Group F

P Équipe W D L Buts PO
1 Torque 1 1 1 5:4 4
2 Gremio 1 1 1 3:1 4
3 Deportivo Riestra 0 1 2 2:6 1
4 Palestino 0 1 2 0:3 1

CONMEBOL Sudamericana 2026, Group E

P Équipe W D L Buts PO
1 Botafogo 3 0 0 9:3 9
2 Caracas 1 2 0 6:5 5
3 Racing Club 1 1 1 5:4 4
4 Independiente Petrolero 0 0 3 0:6 0

CONMEBOL Sudamericana 2026, Group D

P Équipe W D L Buts PO
1 Deportivo Recoleta 1 2 0 4:3 5
2 San Lorenzo 0 3 0 3:3 3
3 Santos 0 2 1 2:3 2
4 Deportivo Cuenca 0 1 2 0:5 1

CONMEBOL Sudamericana 2026, Group C

P Équipe W D L Buts PO
1 Sao Paulo 1 2 0 1:0 5
2 Millonarios 1 1 1 5:5 4
3 O'Higgins 1 0 2 4:6 3
4 Boston River 0 0 3 0:5 0

CONMEBOL Sudamericana 2026, Group B

P Équipe W D L Buts PO
1 Juventud De Las Piedras 0 2 1 3:4 2
2 Atletico Mineiro 0 1 2 3:5 1
3 Cienciano 0 1 2 1:6 1
4 Academia Puerto Cabello 0 0 3 0:7 0

CONMEBOL Sudamericana 2026, Group A

P Équipe W D L Buts PO
1 Macara 2 1 0 3:0 7
2 America de Cali 1 1 1 3:3 4
3 CA Tigre 0 3 0 4:4 3
4 Alianza Atletico 0 1 2 1:4 1
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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
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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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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.

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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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  • 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?

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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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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
  • Quick Identification: Find the most mispriced teams in your league or competition instantly

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
  • Percentage Display: Shows as a percentage (e.g., 66% means one team has twice the combined attacking stats)

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:

  • Free 2-Day Trial: €4.90 - Test all features with full access for 2 days
  • 1-Month Gold-Baller: €29.99 - Full access to all features including AI Assistant and backtesting system
  • 6-Month Gold-Baller: €149.90 - Extended subscription with significant savings per month

All Gold-Baller subscriptions include:

  • Live scores and in-play statistics for all major leagues
  • Custom notification system with unlimited alerts
  • 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.