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Finland Veikkausliiga

[4] HJK Helsinki 2
3 IF Gnistan [6]

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Lineups

Lineup

4-3-3 4-4-2
32 - Ricardo Friedrich Alexandro Craninx - 1
2 - Brooklyn Lyons-Foster Oludare Samuel Araba Olufunwa - 42
6 - Ville Tikkanen Juhani Ojala - 40
31 - Mihailo Bogicevic Rachide Gnanou - 24
13 - Kaius Simojoki Oliver Pettersson - 4
15 - Jere Kallinen Saku Heiskanen - 3
4 - Alexander Ring Evgeni Bashkirov - 44
10 - Lucas Lingman Roman Eremenko - 26
99 - Benji Michel Gabriel Europaeus - 15
20 - Teemu Pukki Tim Vayrynen - 7
7 - Santeri Hostikka Didrik Hafstad - 9

Substitutes

22 - Liam Moller Lucas von Hellens - 5
9 - Ardit Tahiri Jukka Raitala - 22
18 - Aaro Soiniemi Oskar Lyberopoulos - 13
16 - Elmo Henriksson Armend Kabashi - 28
17 - Vicente Besuijen Oliver Gunes - 30
98 - Johan Lietsa Joakim Latonen - 10
21 - Pyry Mentu Artur Atarah - 20
27 - Kevin Kouassivi-Benissan Vertti Hänninen - 19
41 - Yukiyoshi Karashima Marcus Ryberg - 18
  • Main (5)
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     
03-11-2025 17:00 [6] IF Gnistan 2 - 2 HJK Helsinki [5] 1
S: - 3.90 ?
K: ?4.33 -
 0%
?
1.850
-
?
?
1.800, 2.000
?-?

18-19

?-?

5-11

Open single page
28-07-2025 16:00 3 1 [7] IF Gnistan 2 - 4 HJK Helsinki [4] 2
S: - 3.30 ?
K: ?4.33 -
 21%
?
2.025
-
?
?
1.850, 1.950
?-?

11-25

?-?

5-6

Open single page
22-04-2025 16:00 2 [10] HJK Helsinki 0 - 1 IF Gnistan [12] 1
S: - 3.80 ?
K: ?4.50 -
 8%
?
2.000
-
?
?
1.925, 1.875
?-?

13-7

?-?

8-4

Open single page
11-01-2025 12:00 1 HJK Helsinki 0 - 1 IF Gnistan 1 2
S: - 3.75 ?
K: ?4.75 -
 25%
?
1.900
-
?
?
1.825, 1.975
?-?

6-13

?-?

3-4

Open single page
12-06-2024 16:00 1 [8] IF Gnistan 0 - 4 HJK Helsinki [3] 1
S: - 4.33 ?
K: ?4.75 -
 13%
?
2.050
-
?
?
2.000, 1.800
?-?

9-7

?-?

4-5

Open single page
HJK Helsinki IF Gnistan
94 - 3rd Yellow Card - IF Gnistan
Goal 93 - 5th Goal - IF Gnistan
Corner 91 - 15th Corner - HJK Helsinki
Corner 90 - 14th Corner - HJK Helsinki
Corner 89 - 13th Corner - HJK Helsinki
Corner 82 - 12th Corner - IF Gnistan
Corner 75 - 11th Corner - HJK Helsinki
Corner 75 - 10th Corner - HJK Helsinki
Corner 73 - 9th Corner - IF Gnistan
Corner 73 - 8th Corner - IF Gnistan
Corner 65 - 7th Corner - IF Gnistan
Corner 59 - 6th Corner - HJK Helsinki
Goal 55 - 4th Goal - IF Gnistan
47 - 2nd Yellow Card - IF Gnistan
Goal 42 - 3rd Goal - HJK Helsinki
32 - 1st Yellow Card - IF Gnistan
Corner 33 - 5th Corner - HJK Helsinki
Goal 27 - 2nd Goal - IF Gnistan
Corner 19 - 4th Corner - IF Gnistan
Corner 15 - 3rd Corner - HJK Helsinki
Corner 14 - 2nd Corner - IF Gnistan
Goal 9 - 1st Goal - HJK Helsinki
Corner 9 - 1st Corner - HJK Helsinki
  • 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 Goals
HJK Helsinki 9 0 0 0 0 4 3 1 3 62 2
IF Gnistan 6 3 0 0 0 3 2 2 6 63 3
50%
Possession
50%
4
Shots on Target
9
11
Shots off Target
7
87
Attacks
102
?
Dangerous Attacks
?
17:50 - 1x2: 17.000 1.035 26.000
17:48 - Asian Handicap: (0) 1.375, 3.000
17:48 - Goal Line: (4.5) 5.500, 1.150
Last 15 minutes Corners Penalties Substitutions Goals
HJK Helsinki 3 0 0 0 0 0
IF Gnistan 1 1 0 0 0 1
-
Possession
-
1
Shots on Target
2
4
Shots off Target
0
20
Attacks
15
?
Dangerous Attacks
?
1st Half Corners Penalties Substitutions Goals
HJK Helsinki 3 0 0 0 0 2
IF Gnistan 2 1 0 0 0 1
-
Possession
-
3
Shots on Target
5
4
Shots off Target
4
55
Attacks
46
?
Dangerous Attacks
?
2nd half Corners Penalties Substitutions Goals
HJK Helsinki 6 0 0 0 0 0
IF Gnistan 4 2 0 0 2 2
-
Possession
-
1
Shots on Target
4
7
Shots off Target
3
32
Attacks
56
?
Dangerous Attacks
?
Last 5 minutes Corners Penalties Substitutions Goals
HJK Helsinki 2 0 0 0 0 0
IF Gnistan 0 1 0 0 0 1
-
Possession
-
0
Shots on Target
2
3
Shots off Target
0
5
Attacks
3
?
Dangerous Attacks
?
Last 10 minutes Corners Penalties Substitutions Goals
HJK Helsinki 3 0 0 0 0 0
IF Gnistan 0 1 0 0 1 1
-
Possession
-
1
Shots on Target
2
3
Shots off Target
0
14
Attacks
11
?
Dangerous Attacks
?
Last 15 minutes Corners Penalties Substitutions Goals
HJK Helsinki 3 0 0 0 0 0
IF Gnistan 1 1 0 0 0 1
-
Possession
-
1
Shots on Target
2
4
Shots off Target
0
20
Attacks
15
?
Dangerous Attacks
?
Last 20 minutes Corners Penalties Substitutions Goals
HJK Helsinki 5 0 0 0 0 0
IF Gnistan 2 1 0 0 0 1
-
Possession
-
1
Shots on Target
2
4
Shots off Target
1
22
Attacks
19
?
Dangerous Attacks
?
Last 25 minutes Corners Penalties Substitutions Goals
HJK Helsinki 5 0 0 0 0 0
IF Gnistan 3 1 0 0 1 1
-
Possession
-
1
Shots on Target
2
6
Shots off Target
3
24
Attacks
24
?
Dangerous Attacks
?
Since Last Goal Corners Penalties Substitutions Goals
HJK Helsinki 0 0 0 0 0 0
IF Gnistan 0 1 0 0 0 1
-
Possession
-
0
Shots on Target
2
1
Shots off Target
0
2
Attacks
3
?
Dangerous Attacks
?
17:50 - 1x2: 17.000 1.035 26.000
17:48 - Asian Handicap: (0) 1.375, 3.000
17:48 - Goal Line: (4.5) 5.500, 1.150

1X2 Odds

Dangerous Attacks

Shots on Target

Shots off Target

Possession

Attacks

Statistics based on last games

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Finland Veikkausliiga

  • Overall
  • Home
  • Away

Veikkausliiga 2025, Relegation Round

P Team W D L Goals PO
1 FF Jaro 10 4 13 35:44 34
2 IFK Mariehamn 8 8 11 34:53 32
3 VPS Vaasa 8 7 12 37:42 31
4 AC Oulu 8 3 16 35:53 27
5 KTP 5 6 16 31:61 21
6 FC Haka 4 5 18 30:50 17

Veikkausliiga 2025, Championship Round

P Team W D L Goals PO
1 KuPS Kuopio 19 7 5 60:34 64
2 FC Ilves 18 6 7 68:43 60
3 FC Inter 16 10 5 58:33 58
4 SJK 16 8 7 67:51 56
5 HJK Helsinki 14 6 10 72:48 48
6 IF Gnistan 8 8 14 45:60 32

Veikkausliiga 2025

P Team W D L Goals PO
1 FC Inter 13 7 2 46:20 46
2 FC Ilves 14 3 5 47:27 45
3 HJK Helsinki 14 2 6 59:29 44
4 KuPS Kuopio 13 5 4 39:23 44
5 SJK 12 5 5 45:31 41
6 IF Gnistan 7 7 8 34:39 28
7 VPS Vaasa 6 7 9 32:34 25
8 FF Jaro 7 4 11 25:36 25
9 IFK Mariehamn 5 6 11 25:48 21
10 AC Oulu 5 3 14 30:48 18
11 FC Haka 4 4 14 27:43 16
12 KTP 3 5 14 24:55 14

Veikkausliiga 2025, Relegation Round

P Team W D L Goals PO
1 VPS Vaasa 5 4 5 16:19 19
2 IFK Mariehamn 5 3 6 19:26 18
3 AC Oulu 4 2 7 17:28 14
4 FF Jaro 3 3 8 16:27 12
5 FC Haka 3 0 10 14:25 9
6 KTP 1 6 6 13:26 9

Veikkausliiga 2025, Championship Round

P Team W D L Goals PO
1 KuPS Kuopio 12 1 3 36:21 37
2 FC Ilves 10 4 2 34:23 34
3 FC Inter 8 6 1 30:15 30
4 SJK 8 4 3 30:18 28
5 HJK Helsinki 7 3 5 41:27 24
6 IF Gnistan 4 3 8 21:30 15

Veikkausliiga 2025

P Team W D L Goals PO
1 KuPS Kuopio 9 0 2 24:11 27
2 FC Ilves 8 2 1 23:14 26
3 FC Inter 7 4 0 26:9 25
4 HJK Helsinki 7 1 3 33:17 22
5 SJK 6 3 2 23:12 21
6 IF Gnistan 4 3 4 17:17 15
7 VPS Vaasa 3 4 4 12:15 13
8 IFK Mariehamn 3 2 6 14:24 11
9 AC Oulu 3 2 6 15:26 11
10 FC Haka 3 0 8 13:22 9
11 FF Jaro 2 3 6 11:21 9
12 KTP 1 5 5 11:23 8

Veikkausliiga 2025, Relegation Round

P Team W D L Goals PO
1 FF Jaro 7 1 5 19:17 22
2 IFK Mariehamn 3 5 5 15:27 14
3 AC Oulu 4 1 9 18:25 13
4 VPS Vaasa 3 3 7 21:23 12
5 KTP 4 0 10 18:35 12
6 FC Haka 1 5 8 16:25 8

Veikkausliiga 2025, Championship Round

P Team W D L Goals PO
1 FC Inter 8 4 4 28:18 28
2 SJK 8 4 4 37:33 28
3 KuPS Kuopio 7 6 2 24:13 27
4 FC Ilves 8 2 5 34:20 26
5 HJK Helsinki 7 3 5 31:21 24
6 IF Gnistan 4 5 6 24:30 17

Veikkausliiga 2025

P Team W D L Goals PO
1 HJK Helsinki 7 1 3 26:12 22
2 FC Inter 6 3 2 20:11 21
3 SJK 6 2 3 22:19 20
4 FC Ilves 6 1 4 24:13 19
5 KuPS Kuopio 4 5 2 15:12 17
6 FF Jaro 5 1 5 14:15 16
7 IF Gnistan 3 4 4 17:22 13
8 VPS Vaasa 3 3 5 20:19 12
9 IFK Mariehamn 2 4 5 11:24 10
10 AC Oulu 2 1 8 15:22 7
11 FC Haka 1 4 6 14:21 7
12 KTP 2 0 9 13:32 6
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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
Pregame recommendation: **Bet:** Goal Line Over 3.5 **Winning Probability:** 65% **Odds:** 1.9 **Reasoning:** HJK Helsinki is a top team with a powerful home attack, averaging 2.7 goals per game. IF Gnistan is in very poor form, with a weak away defense that concedes an average of 2.4 goals. The provided likelihood data indicates a 65% probability for this match to have over 3.5 goals, which is consistent with the teams' recent performances and offensive statistics.

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Latest updates

  • Match

    New Feature: AI Assistant We’ve added an AI Assistant to help you find better betting opportunities and get quick match insights. Schedule Page Analysis AI now scans upcoming matches and highlights value bets with higher success probability Get specific betting tips with explanations instead of sorting through raw data yourself Live Match Intelligence New AI […]

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  • Match

    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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  • Match

    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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Blog

  • Match

    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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    Football, the world’s most popular sport, offers bettors a wealth of opportunities to engage in exciting and potentially lucrative wagers. With numerous leagues and competitions taking place across the globe, knowing where to place your bets can be overwhelming. In this post, we’ll take a closer look at the top 10 most exciting football leagues […]

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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.

    Statistics Betting Odds Asian Handicap

  • 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

  • Match Schedule, Results & Standings

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

    Schedule Results Standings

  • Customizable Betting Alerts

    Set personalized notifications for goals, corners, cards, and statistical thresholds across your favorite teams and leagues.

    Alerts Notifications Custom

  • AI Betting Assistant & Agent AI Powered

    Intelligent AI agent analyzes matches, suggests betting opportunities, and provides data-driven insights based on historical patterns and live statistics.

    AI Assistant Smart Predictions AI Agent

  • Betting Strategy Backtesting Pro

    Test your betting strategies against historical data, analyze ROI, track performance metrics, and optimize your betting approach with proven results.

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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
  • 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
  • Live Scenario Simulation: Simulates live betting scenarios based on your custom notification rules for each game
  • 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:

  • Schedule Page Analysis: AI scans upcoming matches and highlights value betting opportunities with higher probability of success
  • 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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  • 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.