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Ecuador LigaPro Serie A

[4] Universidad Catolica del Ecuador 1
1 Barcelona Guayaquil [2]

Round: 4
  • Statistiques en direct
  • Graphiques
  • Cotes
  • Lineups
  • Infos équipes
  • Domicile Précédent
  • Extérieur Précédent
  • H2H
  • Comparison
  • Ai Assistant

Lineups

Lineup

18 - Byron Palacios Jhonny Quinonez - 28
9 - Azarias Londono Ignacio De Arruabarrena - 16
29 - Gregori Anangono Gaston Campi - 37
15 - Luis Moreno Octavio Rivero - 9
4 - Jhon Chancellor Joaquin Valiente - 21
32 - Mauricio Alonso Xavier Arreaga - 3
44 - E Valencia Janner Corozo - 13
33 - Luis Canga Gustavo Vallecilla - 4
22 - Rafael Romo Jean Montano - 17
28 - Mauro Diaz Bryan Carabali - 18
5 - Jeronimo Cacciabue Joao Rojas - 11

Substitutes

8 - Emiliano Clavijo William Vargas - 27
7 - Jose Fajardo Leonai Souza De Almeida - 22
25 - Renato Caicedo Anibal Chala - 6
13 - Daykol Romero Byron David Castillo Segura - 26
37 - Carlos Medina J Garcia - 50
2 - Ariel Mosquera Gabriel Cortez - 8
17 - Rooney Troya Dixon Arroyo - 23
24 - Jackson Mohor Miguel Parrales - 33
12 - Johan Lara Alex Rangel - 14
10 - Facundo Martinez Felipe Caicedo - 10
31 - Paulo Riande Jose David Contreras - 1
  • 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     
31-08-2025 23:00 2 [2] Barcelona Guayaquil 2 - 3 Universidad Catolica del Ecuador [7] 1
S: - 3.25 ?
K: ?3.40 -
 9%
?
1.800
-
?
?
1.800, 2.000
?-?

12-17

?-?

4-10

Ouvrir une seule page
11-05-2025 20:30 3 [8] Universidad Catolica del Ecuador 2 - 2 Barcelona Guayaquil [1] 3
S: - 3.20 ?
K: ?3.75 -
 22%
?
1.850
-
?
?
1.975, 1.825
?-?

24-13

?-?

6-1

Ouvrir une seule page
25-08-2024 23:00 3 [2] Barcelona Guayaquil 1 - 0 Universidad Catolica del Ecuador [5] 1
S: - 3.30 ?
K: ?3.25 -
 9%
?
1.950
-
?
?
1.975, 1.825
?-?

7-12

?-?

4-7

Ouvrir une seule page
02-05-2024 0:00 1 [4] Universidad Catolica del Ecuador 0 - 1 Barcelona Guayaquil [6] 2
S: - 3.80 ?
K: ?4.00 -
 4%
?
1.800
-
?
?
1.975, 1.825
?-?

16-9

?-?

2-5

Ouvrir une seule page
03-12-2023 23:00 [6] Universidad Catolica del Ecuador 0 - 1 Barcelona Guayaquil [2] 2
S: - 4.00 ?
K: ?4.33 -
 2%
?
1.925
-
?
?
1.800, 2.000
?-?

9-7

?-?

3-4

Ouvrir une seule page
Universidad Catolica del Ecuador Barcelona Guayaquil
918 - 7th Yellow Card - Universidad Catolica del Ecuador
Goal 916 - 2nd Goal - Universidad Catolica del Ecuador
Corner 94 - 14th Corner - Universidad Catolica del Ecuador
91 - 6th Yellow Card - Barcelona Guayaquil
Substitution 89 - Substitution - Barcelona Guayaquil
Substitution 90 - Substitution - Barcelona Guayaquil
88 - 5th Yellow Card - Universidad Catolica del Ecuador
Corner 87 - 13th Corner - Universidad Catolica del Ecuador
Substitution 83 - Substitution - Universidad Catolica del Ecuador
Substitution 82 - Substitution - Universidad Catolica del Ecuador
Substitution 82 - Substitution - Barcelona Guayaquil
Substitution 82 - Substitution - Barcelona Guayaquil
Corner 79 - 12th Corner - Barcelona Guayaquil
Goal 77 - 1st Goal - Barcelona Guayaquil
77 - Missed Penalty - Barcelona Guayaquil
76 - 4th Yellow Card - Universidad Catolica del Ecuador
Substitution 72 - Substitution - Universidad Catolica del Ecuador
Substitution 70 - Substitution - Barcelona Guayaquil
Corner 72 - 11th Corner - Barcelona Guayaquil
Substitution 70 - Substitution - Universidad Catolica del Ecuador
Substitution 69 - Substitution - Universidad Catolica del Ecuador
Corner 65 - 10th Corner - Universidad Catolica del Ecuador
60 - 3rd Yellow Card - Universidad Catolica del Ecuador
Corner 54 - 9th Corner - Barcelona Guayaquil
Corner 53 - 8th Corner - Barcelona Guayaquil
Corner 42 - 7th Corner - Universidad Catolica del Ecuador
39 - 2nd Yellow Card - Barcelona Guayaquil
39 - 1st Yellow Card - Universidad Catolica del Ecuador
Corner 38 - 6th Corner - Universidad Catolica del Ecuador
Corner 34 - 5th Corner - Universidad Catolica del Ecuador
Corner 29 - 4th Corner - Universidad Catolica del Ecuador
Corner 26 - 3rd Corner - Universidad Catolica del Ecuador
Corner 12 - 2nd Corner - Universidad Catolica del Ecuador
Corner 3 - 1st Corner - Barcelona Guayaquil
  • 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 Buts
Universidad Catolica del Ecuador 2.52 9 5 0 1 5 1
Barcelona Guayaquil 1.45 5 2 0 1 5 1
59%
Possession
41%
3
Tirs cadrés
3
18
Tirs non cadrés
8
103
Attaques
64
?
Dangereuses Attaques
?
00:57 - 1x2: - - -
00:53 - Asian Handicap: (0) 1.375, 3.000
00:56 - Goal Line: (1.5) 10.000, 1.060
Dernières 15 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 2 0 1 2 1
Barcelona Guayaquil 1 1 0 1 4 1
-
Possession
-
1
Tirs cadrés
2
2
Tirs non cadrés
4
16
Attaques
17
?
Dangereuses Attaques
?
1st Half Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 6 1 0 0 0 0
Barcelona Guayaquil 1 1 0 0 0 0
-
Possession
-
2
Tirs cadrés
1
10
Tirs non cadrés
0
60
Attaques
24
?
Dangereuses Attaques
?
2ème mi-temps Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 3 4 0 1 5 1
Barcelona Guayaquil 4 1 0 1 1 1
-
Possession
-
1
Tirs cadrés
2
8
Tirs non cadrés
8
43
Attaques
40
?
Dangereuses Attaques
?
Last 5 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 2 0 1 0 1
Barcelona Guayaquil 0 1 0 0 2 0
-
Possession
-
1
Tirs cadrés
0
2
Tirs non cadrés
2
13
Attaques
7
?
Dangereuses Attaques
?
Last 10 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 2 0 1 2 1
Barcelona Guayaquil 0 1 0 0 0 0
-
Possession
-
1
Tirs cadrés
0
2
Tirs non cadrés
4
16
Attaques
14
?
Dangereuses Attaques
?
Dernières 15 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 2 0 1 1 1
Barcelona Guayaquil 1 1 0 1 4 1
-
Possession
-
1
Tirs cadrés
2
2
Tirs non cadrés
4
16
Attaques
17
?
Dangereuses Attaques
?
Last 20 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 3 0 1 3 1
Barcelona Guayaquil 2 1 0 1 4 1
-
Possession
-
1
Tirs cadrés
2
2
Tirs non cadrés
5
16
Attaques
18
?
Dangereuses Attaques
?
Last 25 minutes Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 2 3 0 1 5 1
Barcelona Guayaquil 2 1 0 1 1 1
-
Possession
-
1
Tirs cadrés
2
5
Tirs non cadrés
5
24
Attaques
22
?
Dangereuses Attaques
?
Depuis le dernier but Corners Penalties Substitutions Buts
Universidad Catolica del Ecuador 0 0 0 0 0 0
Barcelona Guayaquil 0 0 0 0 0 0
-
Possession
-
0
Tirs cadrés
0
0
Tirs non cadrés
0
0
Attaques
0
?
Dangereuses Attaques
?
00:57 - 1x2: - - -
00:53 - Asian Handicap: (0) 1.375, 3.000
00:56 - Goal Line: (1.5) 10.000, 1.060

1X2 Cotes

Dangereuses Attaques

Tirs cadrés

Tirs non cadrés

Possession

Attaques

Statistiques basées sur les dernières jeux

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Ecuador LigaPro Serie A

  • Overall
  • Domicile
  • Extérieure

Serie A 2025, Relegation Round

P Équipe W D L Buts PO
1 Mushuc Runa 8 8 17 41:52 32
2 Tecnico Universitario 8 8 17 28:49 32
3 Vinotinto Ecuador 8 6 19 38:47 30
4 Manta FC 6 12 15 37:56 30

Serie A 2025, Qualifying Round

P Équipe W D L Buts PO
1 Deportivo Cuenca 14 7 13 39:36 49
2 Emelec 13 10 11 34:38 49
3 Macara 12 11 11 42:34 47
4 SD Aucas 12 10 12 45:48 46
5 El Nacional 10 9 15 39:53 39
6 Delfin SC 7 14 13 30:49 35

Serie A 2025, Championship Round

P Équipe W D L Buts PO
1 Independiente del Valle 21 10 2 63:25 73
2 LDU Quito 16 10 7 57:33 58
3 Barcelona Guayaquil 17 7 10 48:40 58
4 Universidad Catolica del Ecuador 13 13 8 63:45 52
5 Club Atletico Libertad 13 11 10 46:41 50
6 Orense 14 8 12 37:41 50

Serie A 2025

P Équipe W D L Buts PO
1 Independiente del Valle 18 10 2 55:23 64
2 Barcelona Guayaquil 16 6 8 46:33 54
3 LDU Quito 14 9 7 48:31 51
4 Universidad Catolica del Ecuador 13 10 7 58:39 49
5 Orense 13 8 9 34:32 47
6 Club Atletico Libertad 12 10 8 42:36 46
7 Deportivo Cuenca 13 7 10 35:29 46
8 Emelec 11 9 10 30:34 42
9 SD Aucas 11 8 11 38:41 41
10 Macara 9 11 10 32:30 38
11 El Nacional 9 7 14 32:46 34
12 Delfin SC 6 13 11 26:42 31
13 Tecnico Universitario 7 7 16 26:46 28
14 Vinotinto Ecuador 7 6 17 34:43 27
15 Mushuc Runa 7 6 17 38:50 27
16 Manta FC 5 11 14 34:53 26

Serie A 2025, Relegation Round

P Équipe W D L Buts PO
1 Mushuc Runa 7 4 6 26:28 25
2 Manta FC 5 7 4 26:25 22
3 Vinotinto Ecuador 6 1 10 22:20 19
4 Tecnico Universitario 2 6 8 14:22 12

Serie A 2025, Qualifying Round

P Équipe W D L Buts PO
1 SD Aucas 8 5 4 26:20 29
2 Emelec 7 5 5 18:17 26
3 Deportivo Cuenca 7 3 6 21:15 24
4 Delfin SC 5 8 5 17:21 23
5 Macara 5 6 6 18:19 21
6 El Nacional 6 2 9 15:25 20

Serie A 2025, Championship Round

P Équipe W D L Buts PO
1 LDU Quito 9 7 1 37:17 34
2 Orense 10 4 3 25:15 34
3 Universidad Catolica del Ecuador 8 8 1 32:17 32
4 Club Atletico Libertad 10 1 7 29:23 31
5 Independiente del Valle 8 6 1 26:11 30
6 Barcelona Guayaquil 7 4 6 19:21 25

Serie A 2025

P Équipe W D L Buts PO
1 Orense 9 4 2 22:12 31
2 Universidad Catolica del Ecuador 8 6 1 29:14 30
3 Independiente del Valle 8 6 1 26:11 30
4 LDU Quito 7 7 1 30:17 28
5 Club Atletico Libertad 9 0 6 25:19 27
6 SD Aucas 8 3 4 23:17 27
7 Deportivo Cuenca 7 3 5 20:13 24
8 Barcelona Guayaquil 6 4 5 18:18 22
9 Mushuc Runa 6 3 6 23:26 21
10 Emelec 5 5 5 14:16 20
11 Manta FC 4 7 4 24:25 19
12 Delfin SC 4 7 4 13:15 19
13 El Nacional 5 2 8 13:23 17
14 Vinotinto Ecuador 5 1 9 19:18 16
15 Macara 3 6 6 12:17 15
16 Tecnico Universitario 2 5 8 14:22 11

Serie A 2025, Relegation Round

P Équipe W D L Buts PO
1 Tecnico Universitario 6 2 9 14:27 20
2 Vinotinto Ecuador 2 5 9 16:27 11
3 Manta FC 1 5 11 11:31 8
4 Mushuc Runa 1 4 11 15:24 7

Serie A 2025, Qualifying Round

P Équipe W D L Buts PO
1 Macara 7 5 5 24:15 26
2 Deportivo Cuenca 7 4 7 18:21 25
3 Emelec 6 5 6 16:21 23
4 El Nacional 4 7 6 24:28 19
5 SD Aucas 4 5 8 19:28 17
6 Delfin SC 2 6 8 13:28 12

Serie A 2025, Championship Round

P Équipe W D L Buts PO
1 Independiente del Valle 13 4 1 37:14 43
2 Barcelona Guayaquil 10 3 4 29:19 33
3 LDU Quito 7 3 6 20:16 24
4 Universidad Catolica del Ecuador 5 5 7 31:28 20
5 Club Atletico Libertad 3 10 3 17:18 19
6 Orense 4 4 9 12:26 16

Serie A 2025

P Équipe W D L Buts PO
1 Independiente del Valle 10 4 1 29:12 34
2 Barcelona Guayaquil 10 2 3 28:15 32
3 Macara 6 5 4 20:13 23
4 LDU Quito 7 2 6 18:14 23
5 Deportivo Cuenca 6 4 5 15:16 22
6 Emelec 6 4 5 16:18 22
7 Universidad Catolica del Ecuador 5 4 6 29:25 19
8 Club Atletico Libertad 3 10 2 17:17 19
9 El Nacional 4 5 6 19:23 17
10 Tecnico Universitario 5 2 8 12:24 17
11 Orense 4 4 7 12:20 16
12 SD Aucas 3 5 7 15:24 14
13 Delfin SC 2 6 7 13:27 12
14 Vinotinto Ecuador 2 5 8 15:25 11
15 Manta FC 1 4 10 10:28 7
16 Mushuc Runa 1 3 11 15:24 6
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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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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
  • Automated Scanning: The system automatically scans all in-play games and alerts you when your criteria is met
  • 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:

  • Massive Data Analysis: Every test analyzes the last 100,000 finished games (approximately 5-6 months of matches) from the database
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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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  • Specific Betting Tips: Get concrete betting recommendations with explanations instead of sorting through raw data yourself
  • Live Match Intelligence: Each live game includes an AI assistant tab providing real-time analysis based on your customized dataset preferences
  • Quick Match Overviews: Get instant summaries of match situations without manually reviewing all statistics

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:

  • What it measures: Tracks how often a team scores the next goal after the opponent has taken the lead
  • 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.

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:

  • Comprehensive Market Coverage: Covers all possible markets from First Half Overs to Corners and everything in between
  • Color-Coded Indicators: Visual system makes it easy to spot at a glance whether odds represent good value or not
  • Historical Validation: Shows how current match statistics compare to historical performance patterns
  • In-Play Integration: Now includes xG stats directly in the likelihood stats column for even more insights

Combine Likelihood Stats with live statistics to avoid situations where real-time stats aren't backed up by historical performance. This dual approach helps identify genuinely profitable betting opportunities rather than statistical anomalies.

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
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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.