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Peru Liga 1

[11] Sport Huancayo 2
4 FBC Melgar [4]

Round: 16
  • Statistiques en direct
  • Graphiques
  • Cotes
  • Lineups
  • Infos équipes
  • Domicile Précédent
  • Extérieur Précédent
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

38 - Eduardo Villar Walter Tandazo - 24
10 - Marcos Lliuya Paolo Reyna - 19
33 - Otavio Gut Oliveira Matias Lazo - 33
15 - Luis Garro Brian Blando - 11
2 - Hugo Angeles Cristian Bordacahar - 7
11 - Carlos Ross Carlos Caceda - 12
9 - Lucas Cano Leonel Galeano - 2
4 - Gutieri Tomelin Horacio Orzan - 8
28 - Jean Deza Jean Archimbaud - 17
88 - Joel Pinto Leonel Gonzalez - 6
6 - Alfredo Rojas Tomas Martinez - 10

Substitutes

24 - Angel Perez Kenji Cabrera - 26
37 - Minzun Quina Jefferson Caceres - 16
14 - Juan Barreda Pablo Lavandeira - 90
19 - Ronal Huacca Kevin Sandoval - 20
8 - Javier Nunez Sebastian Cavero - 14
12 - Maximo Rabines Jorge Cabezudo - 21
30 - Juan Martinez Alexis Arias - 28
13 - Diego Mesones Elias Alejandro Ramos - 4
5 - Jose Meza Matias Jesus Noble - 15
  • Principale (5)
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     
26-10-2025 23:00 2 [6] FBC Melgar 2 - 0 Sport Huancayo [12] 1 1
S: - 3.70 ?
K: ?4.20 -
 13%
?
1.875
-
?
?
1.925, 1.875
?-?

10-6

?-?

11-3

Ouvrir une seule page
21-06-2025 18:00 1 [5] Sport Huancayo 2 - 2 FBC Melgar [4]
S: - 3.25 ?
K: ?3.50 -
 37%
?
1.825
-
?
?
1.800, 2.000
?-?

12-11

?-?

8-8

Ouvrir une seule page
18-05-2024 23:00 2 [3] FBC Melgar 4 - 1 Sport Huancayo [11] 2
S: - 5.50 ?
K: ?5.50 -
 32%
?
2.000
-
?
?
1.925, 1.875
?-?

28-13

?-?

7-2

Ouvrir une seule page
09-04-2023 20:30 3 [9] Sport Huancayo 1 - 1 FBC Melgar [17] 2
S: - 3.20 ?
K: ?4.00 -
 30%
?
1.900
-
?
?
1.875, 1.925
?-?

21-12

?-?

10-2

Ouvrir une seule page
23-07-2022 23:00 3 [12] FBC Melgar 1 - 0 Sport Huancayo [16] 2
S: - 3.75 ?
K: ?4.33 -
 15%
?
1.900
-
?
?
1.950, 1.850
?-?
16-7
?-?
4-5
Ouvrir une seule page
Sport Huancayo FBC Melgar
Corner 92 - 6th Corner - FBC Melgar
Goal 89 - 6th Goal - Sport Huancayo
Substitution 73 - Substitution - FBC Melgar
Substitution 73 - Substitution - FBC Melgar
Substitution 73 - Substitution - FBC Melgar
Corner 69 - 5th Corner - Sport Huancayo
Substitution 65 - Substitution - FBC Melgar
Goal 67 - 5th Goal - FBC Melgar
Corner 63 - 4th Corner - FBC Melgar
Substitution 59 - Substitution - Sport Huancayo
Substitution 59 - Substitution - Sport Huancayo
Substitution 59 - Substitution - Sport Huancayo
Goal 51 - 4th Goal - FBC Melgar
Substitution 46 - Substitution - Sport Huancayo
Corner 37 - 3rd Corner - FBC Melgar
Goal 33 - 3rd Goal - FBC Melgar
Substitution 19 - Substitution - FBC Melgar
Corner 16 - 2nd Corner - Sport Huancayo
Goal 13 - 2nd Goal - FBC Melgar
Goal 7 - 1st Goal - Sport Huancayo
Corner 2 - 1st Corner - FBC Melgar
  • 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
Sport Huancayo 1.19 2 0 0 1 4 1 4 0 4 93 0 2
FBC Melgar 1.49 4 0 0 0 5 3 3 1 5 98 1 4
55%
Possession
45%
5
Tirs cadrés
7
10
Tirs non cadrés
8
69
Attaques
79
?
Dangereuses Attaques
?
22:03 - 1x2: 451.000 51.000 1.002
22:06 - Asian Handicap: (0) 2.100, 1.700
22:06 - Goal Line: (6.5) 9.500, 1.065
Dernières 15 minutes Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 0 1
FBC Melgar 1 0 0 0 0 0
-
Possession
-
3
Tirs cadrés
1
3
Tirs non cadrés
1
16
Attaques
20
?
Dangereuses Attaques
?
1st Half Corners Penalties Substitutions Buts
Sport Huancayo 1 0 0 1 1 1
FBC Melgar 2 0 0 0 1 2
-
Possession
-
1
Tirs cadrés
4
5
Tirs non cadrés
4
25
Attaques
36
?
Dangereuses Attaques
?
2ème mi-temps Corners Penalties Substitutions Buts
Sport Huancayo 1 0 0 0 3 1
FBC Melgar 2 0 0 0 2 2
-
Possession
-
4
Tirs cadrés
3
5
Tirs non cadrés
4
44
Attaques
43
?
Dangereuses Attaques
?
Last 5 minutes Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 0 1
FBC Melgar 1 0 0 0 0 0
-
Possession
-
1
Tirs cadrés
1
2
Tirs non cadrés
0
4
Attaques
11
?
Dangereuses Attaques
?
Last 10 minutes Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 0 1
FBC Melgar 1 0 0 0 0 0
-
Possession
-
2
Tirs cadrés
1
2
Tirs non cadrés
1
11
Attaques
16
?
Dangereuses Attaques
?
Dernières 15 minutes Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 1 1
FBC Melgar 1 0 0 0 0 0
-
Possession
-
3
Tirs cadrés
1
3
Tirs non cadrés
1
16
Attaques
20
?
Dangereuses Attaques
?
Last 20 minutes Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 0 1
FBC Melgar 1 0 0 0 3 0
-
Possession
-
4
Tirs cadrés
1
3
Tirs non cadrés
1
22
Attaques
22
?
Dangereuses Attaques
?
Last 25 minutes Corners Penalties Substitutions Buts
Sport Huancayo 1 0 0 0 0 1
FBC Melgar 1 0 0 0 1 1
-
Possession
-
4
Tirs cadrés
2
4
Tirs non cadrés
1
27
Attaques
24
?
Dangereuses Attaques
?
Depuis le dernier but Corners Penalties Substitutions Buts
Sport Huancayo 0 0 0 0 0 0
FBC Melgar 1 0 0 0 0 0
-
Possession
-
0
Tirs cadrés
0
1
Tirs non cadrés
0
3
Attaques
5
?
Dangereuses Attaques
?
22:03 - 1x2: 451.000 51.000 1.002
22:06 - Asian Handicap: (0) 2.100, 1.700
22:06 - Goal Line: (6.5) 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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Peru Liga 1

  • Overall
  • Domicile
  • Extérieure

Liga 1 2025, Overall

P Équipe W D L Buts PO
1 Universitario de Deportes 24 6 3 66:22 78
2 Cusco FC 19 6 7 56:32 63
3 Alianza Lima 18 7 7 46:27 61
4 FBC Melgar 14 13 7 50:35 55
5 Sporting Cristal 16 6 10 52:34 54
6 Alianza Atletico 15 5 12 39:28 50
7 Deportivo Garcilaso 13 9 11 47:40 48
8 Sport Huancayo 13 6 14 47:47 45
9 AD Tarma 12 9 11 42:49 45
10 Cienciano 11 11 10 49:42 44
11 CD Los Chankas 12 8 11 40:49 44
12 Atletico Grau 9 10 13 39:42 37
13 Sport Boys 9 8 15 38:47 35
14 Comerciantes Unidos 8 9 15 33:48 33
15 UTC Cajamarca 8 7 17 31:54 31
16 Juan Pablo II College 7 9 16 29:45 30
17 Ayacucho FC 8 5 19 29:50 29
18 Alianza Universidad 6 6 20 33:62 24
19 Deportivo Binacional 4 6 8 20:33 18

Liga 1 2025, Clausura

P Équipe W D L Buts PO
1 Universitario de Deportes 12 3 0 28:10 39
2 Cusco FC 9 2 3 22:12 29
3 Alianza Lima 7 3 4 23:16 24
4 FBC Melgar 6 6 4 22:15 24
5 Sporting Cristal 6 4 4 21:10 22
6 Comerciantes Unidos 6 4 4 16:17 22
7 Cienciano 6 3 5 20:17 21
8 AD Tarma 6 3 5 18:19 21
9 Deportivo Garcilaso 5 6 4 19:21 21
10 CD Los Chankas 7 0 6 16:24 21
11 Alianza Atletico 4 4 6 11:10 16
12 Sport Huancayo 4 3 8 24:26 15
13 Atletico Grau 4 3 7 16:18 15
14 Sport Boys 4 3 7 12:19 15
15 Ayacucho FC 4 2 8 15:23 14
16 Alianza Universidad 4 1 9 17:29 13
17 UTC Cajamarca 3 3 8 14:20 12
18 Juan Pablo II College 2 5 7 9:17 11

Liga 1 2025, Apertura

P Équipe W D L Buts PO
1 Universitario de Deportes 12 3 3 38:12 39
2 Alianza Lima 11 4 3 23:11 37
3 Cusco FC 10 4 4 34:20 34
4 Alianza Atletico 11 1 6 28:18 34
5 Sporting Cristal 10 2 6 31:24 32
6 FBC Melgar 8 7 3 28:20 31
7 Sport Huancayo 9 3 6 23:21 30
8 Deportivo Garcilaso 8 3 7 28:19 27
9 AD Tarma 6 6 6 24:30 24
10 Cienciano 5 8 5 29:25 23
11 CD Los Chankas 5 8 5 24:25 23
12 Atletico Grau 5 7 6 23:24 22
13 Sport Boys 5 5 8 26:28 20
14 Juan Pablo II College 5 4 9 20:28 19
15 UTC Cajamarca 5 4 9 17:34 19
16 Deportivo Binacional 4 6 8 20:33 18
17 Ayacucho FC 4 3 11 14:27 15
18 Comerciantes Unidos 2 5 11 17:31 11
19 Alianza Universidad 2 5 11 16:33 11

Liga 1 2025, Overall

P Équipe W D L Buts PO
1 Universitario de Deportes 13 2 1 42:10 41
2 Sporting Cristal 12 2 3 35:13 38
3 Alianza Atletico 11 2 4 25:11 35
4 Alianza Lima 10 4 2 31:11 34
5 Cusco FC 10 4 2 32:13 34
6 FBC Melgar 10 3 4 31:15 33
7 Sport Huancayo 10 2 4 36:20 32
8 AD Tarma 9 5 3 27:20 32
9 CD Los Chankas 8 4 2 25:18 28
10 Atletico Grau 7 6 3 22:14 27
11 Cienciano 7 4 4 30:21 25
12 Deportivo Garcilaso 7 4 6 25:17 25
13 Juan Pablo II College 6 6 4 19:11 24
14 Sport Boys 7 3 6 19:18 24
15 Comerciantes Unidos 4 7 5 17:18 19
16 UTC Cajamarca 5 4 8 17:21 19
17 Ayacucho FC 4 3 9 18:25 15
18 Alianza Universidad 3 4 8 15:23 13
19 Deportivo Binacional 2 4 3 10:11 10

Liga 1 2025, Clausura

P Équipe W D L Buts PO
1 Universitario de Deportes 6 1 0 15:5 19
2 FBC Melgar 5 1 2 16:8 16
3 Cusco FC 5 1 1 12:5 16
4 AD Tarma 5 1 2 12:10 16
5 CD Los Chankas 5 0 0 11:6 15
6 Sporting Cristal 4 2 2 14:4 14
7 Alianza Lima 4 2 1 16:8 14
8 Sport Huancayo 4 1 2 21:10 13
9 Comerciantes Unidos 3 3 1 8:5 12
10 Cienciano 3 2 1 10:6 11
11 Atletico Grau 3 2 2 9:6 11
12 Alianza Atletico 3 2 3 6:4 11
13 Deportivo Garcilaso 2 4 2 10:9 10
14 Sport Boys 3 1 3 5:6 10
15 Ayacucho FC 2 2 3 9:9 8
16 UTC Cajamarca 2 1 5 8:11 7
17 Juan Pablo II College 1 3 3 5:5 6
18 Alianza Universidad 2 0 4 7:12 6

Liga 1 2025, Apertura

P Équipe W D L Buts PO
1 Sporting Cristal 8 0 1 21:9 24
2 Alianza Atletico 8 0 1 19:7 24
3 Universitario de Deportes 7 1 1 27:5 22
4 Alianza Lima 6 2 1 15:3 20
5 Sport Huancayo 6 1 2 15:10 19
6 Cusco FC 5 3 1 20:8 18
7 Juan Pablo II College 5 3 1 14:6 18
8 FBC Melgar 5 2 2 15:7 17
9 AD Tarma 4 4 1 15:10 16
10 Atletico Grau 4 4 1 13:8 16
11 Deportivo Garcilaso 5 0 4 15:8 15
12 Cienciano 4 2 3 20:15 14
13 Sport Boys 4 2 3 14:12 14
14 CD Los Chankas 3 4 2 14:12 13
15 UTC Cajamarca 3 3 3 9:10 12
16 Deportivo Binacional 2 4 3 10:11 10
17 Alianza Universidad 1 4 4 8:11 7
18 Comerciantes Unidos 1 4 4 9:13 7
19 Ayacucho FC 2 1 6 9:16 7

Liga 1 2025, Overall

P Équipe W D L Buts PO
1 Universitario de Deportes 11 4 2 24:12 37
2 Cusco FC 9 2 5 24:19 29
3 Alianza Lima 8 3 5 15:16 27
4 Deportivo Garcilaso 6 5 5 22:23 23
5 FBC Melgar 4 10 3 19:20 22
6 Cienciano 4 7 6 19:21 19
7 Sporting Cristal 4 4 7 17:21 16
8 CD Los Chankas 4 4 9 15:31 16
9 Alianza Atletico 4 3 8 14:17 15
10 Comerciantes Unidos 4 2 10 16:30 14
11 Ayacucho FC 4 2 10 11:25 14
12 AD Tarma 3 4 8 15:29 13
13 Sport Huancayo 3 4 10 11:27 13
14 UTC Cajamarca 3 3 9 14:33 12
15 Sport Boys 2 5 9 19:29 11
16 Alianza Universidad 3 2 12 18:39 11
17 Atletico Grau 2 4 10 17:28 10
18 Deportivo Binacional 2 2 5 10:22 8
19 Juan Pablo II College 1 3 12 10:34 6

Liga 1 2025, Clausura

P Équipe W D L Buts PO
1 Universitario de Deportes 6 2 0 13:5 20
2 Cusco FC 4 1 2 10:7 13
3 Deportivo Garcilaso 3 2 2 9:12 11
4 Cienciano 3 1 4 10:11 10
5 Alianza Lima 3 1 3 7:8 10
6 Comerciantes Unidos 3 1 3 8:12 10
7 Sporting Cristal 2 2 2 7:6 8
8 FBC Melgar 1 5 2 6:7 8
9 Alianza Universidad 2 1 5 10:17 7
10 Ayacucho FC 2 0 5 6:14 6
11 CD Los Chankas 2 0 6 5:18 6
12 Alianza Atletico 1 2 3 5:6 5
13 AD Tarma 1 2 3 6:9 5
13 UTC Cajamarca 1 2 3 6:9 5
15 Sport Boys 1 2 4 7:13 5
16 Juan Pablo II College 1 2 4 4:12 5
17 Atletico Grau 1 1 5 7:12 4
18 Sport Huancayo 0 2 6 3:16 2

Liga 1 2025, Apertura

P Équipe W D L Buts PO
1 Universitario de Deportes 5 2 2 11:7 17
2 Alianza Lima 5 2 2 8:8 17
3 Cusco FC 5 1 3 14:12 16
4 FBC Melgar 3 5 1 13:13 14
5 Deportivo Garcilaso 3 3 3 13:11 12
6 Sport Huancayo 3 2 4 8:11 11
7 Alianza Atletico 3 1 5 9:11 10
8 CD Los Chankas 2 4 3 10:13 10
9 Cienciano 1 6 2 9:10 9
10 Sporting Cristal 2 2 5 10:15 8
11 Ayacucho FC 2 2 5 5:11 8
12 AD Tarma 2 2 5 9:20 8
13 Deportivo Binacional 2 2 5 10:22 8
14 UTC Cajamarca 2 1 6 8:24 7
15 Sport Boys 1 3 5 12:16 6
16 Atletico Grau 1 3 5 10:16 6
17 Comerciantes Unidos 1 1 7 8:18 4
18 Alianza Universidad 1 1 7 8:22 4
19 Juan Pablo II College 0 1 8 6:22 1
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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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    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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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
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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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  • 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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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:

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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:

  • 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.