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Romania Liga I

[6] FC Arges Pitesti 0
1 Universitatea Cluj [3]

Round: 2
  • Estat. ao vivo
  • Gráficos
  • Sem Odds
  • 11 inicial
  • Informações dos Times
  • Casa Anterior
  • Fora de Casa Anterior
  • H2H
  • Comparison
  • Ai Assistant

11 inicial

Lineup

3-4-3 4-3-3
34 - Catalin Cabuz Edvinas Gertmonas - 30
6 - Mario Tudose Dino Mikanovic - 24
15 - Guilherme Garutti Iulian Lucian Cristea - 6
3 - Leard Sadriu Andrei Coubis - 4
2 - Costinel Andrei Tofan Alin Marian Chintes - 2
27 - Rober Sierra Dan Nicolae Nistor - 10
22 - Vadim Rata Ovidiu Bic - 94
23 - Florin Borta Mouhamadou Drammeh - 7
16 - Ionut Radescu Issouf Macalou - 19
17 - Ricardo Matos Jovo Lukic - 17
21 - Adel Bettaieb Oucasse Mendy - 29

Substitutes

19 - Claudiu Micovschi Alexandru Chipciu - 27
26 - Dorinel Oancea Andrei Gheorghita - 77
24 - Jakov Blagaic Omar El Sawy - 88
11 - Yanis Pirvu Ștefan Lefter - 1
5 - Marius Briceag Jonathan Cisse - 26
42 - Kevin Luckassen Dorin Codrea - 8
99 - Robert Moldoveanu Andrej Fabry - 13
98 - Manole Virgiliu Postolachi - 93
33 - Luca Marian Craciun Jug Stanojev - 33
1 - Catalin Straton Miguel Silva - 28
25 - Takayuki Seto Alessandro Murgia - 11
7 - Michael Idowu Elio Capradossi - 23
  • Principal (5)
Mostrar estat. do 1º tempo
Data Casa Placar Jogando fora de casa 1x2 Queda Handicap Asiático em Casa Linha de Gol Escanteios Asiáticos Ataques Perigosos Total de chutes Chutes a Gol Escanteios     
02-05-2026 17:30 3 [2] Universitatea Cluj 1 - 0 FC Arges Pitesti [6] 2
S: - 3.30 ?
K: ?3.60 -
 4%
?
1.825
-
?
?
2.000, 1.800
?-?

16-7

?-?

6-4

Abrir página única
21-04-2026 16:30 3 FC Arges Pitesti 5 - 6 Universitatea Cluj 6
S: - 3.00 ?
K: ?2.88 -
 14%
?
2.025
-
?
?
1.825, 1.975
?-?

14-14

?-?

5-8

Abrir página única
03-02-2026 16:00 [6] Universitatea Cluj 3 - 1 FC Arges Pitesti [4] 1
S: - 2.88 ?
K: ?2.60 -
 0%
?
1.975
-
?
?
1.850, 1.950
?-?

11-13

?-?

2-6

Abrir página única
20-09-2025 15:45 4 1 [5] FC Arges Pitesti 1 - 0 Universitatea Cluj [8] 1 1
S: - 3.20 ?
K: ?3.00 -
 0%
?
1.950
-
?
?
2.000, 1.800
?-?

13-13

?-?

6-17

Abrir página única
20-03-2023 19:00 [10] Universitatea Cluj 2 - 0 FC Arges Pitesti [15] 1
S: - 3.50 ?
K: ?3.75 -
 4%
?
1.950
-
?
?
1.900, 1.900
?-?

10-7

?-?

8-2

Abrir página única
FC Arges Pitesti Universitatea Cluj
93 - 3rd Yellow Card - Universitatea Cluj
Goal 82 - 1st Goal - Universitatea Cluj
Corner 79 - 7th Corner - FC Arges Pitesti
68 - 2nd Yellow Card - FC Arges Pitesti
Corner 45+4 - 6th Corner - FC Arges Pitesti
Corner 45+4 - 5th Corner - FC Arges Pitesti
Corner 45+2 - 4th Corner - Universitatea Cluj
Corner 43 - 3rd Corner - FC Arges Pitesti
36 - 1st Yellow Card - Universitatea Cluj
Corner 7 - 2nd Corner - Universitatea Cluj
Corner 6 - 1st Corner - Universitatea Cluj
  • Atual
  • 1st Half
  • 2nd Half
  • Últimos 5
  • Últimos 10
  • Últimos 15
  • Últimos 20
  • Últimos 25
  • Desde o Último Gol
Tempo inteiro xG Escanteios Pênaltis Substituições Offsides Saves Shots Blocked Fouls Ball Safe Injures Gols
FC Arges Pitesti 0.48 4 1 0 0 4 1 1 2 11 63 2 0
Universitatea Cluj 1.29 3 2 0 0 5 0 1 3 14 61 3 1
44%
Posse
56%
1
Chutes a Gol
2
7
Chutes fora do Gol
6
108
Ataques
77
?
Ataques Perigosos
?
20:25 - 1x2: 501.000 26.000 1.008
20:23 - Asian Handicap: (0) 1.600, 2.300
20:23 - Goal Line: (1.5) 13.000, 1.040
Últimos 15 minutos Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 1 0 0 0 2 0
Universitatea Cluj 0 1 0 0 2 1
-
Posse
-
1
Chutes a Gol
1
3
Chutes fora do Gol
2
16
Ataques
12
?
Ataques Perigosos
?
1st Half Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 3 0 0 0 1 0
Universitatea Cluj 3 1 0 0 2 0
-
Posse
-
0
Chutes a Gol
1
2
Chutes fora do Gol
3
44
Ataques
36
?
Ataques Perigosos
?
2º tempo Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 1 1 0 0 3 0
Universitatea Cluj 0 1 0 0 1 1
-
Posse
-
1
Chutes a Gol
1
5
Chutes fora do Gol
3
64
Ataques
41
?
Ataques Perigosos
?
Last 5 minutes Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 0 0 0 0 2 0
Universitatea Cluj 0 1 0 0 2 0
-
Posse
-
0
Chutes a Gol
0
3
Chutes fora do Gol
1
8
Ataques
7
?
Ataques Perigosos
?
Last 10 minutes Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 0 0 0 0 2 0
Universitatea Cluj 0 1 0 0 1 1
-
Posse
-
1
Chutes a Gol
1
3
Chutes fora do Gol
2
10
Ataques
9
?
Ataques Perigosos
?
Últimos 15 minutos Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 1 0 0 0 0 0
Universitatea Cluj 0 1 0 0 2 1
-
Posse
-
1
Chutes a Gol
1
3
Chutes fora do Gol
2
16
Ataques
12
?
Ataques Perigosos
?
Last 20 minutes Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 1 0 0 0 3 0
Universitatea Cluj 0 1 0 0 3 1
-
Posse
-
1
Chutes a Gol
1
5
Chutes fora do Gol
2
17
Ataques
19
?
Ataques Perigosos
?
Last 25 minutes Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 1 1 0 0 3 0
Universitatea Cluj 0 1 0 0 1 1
-
Posse
-
1
Chutes a Gol
1
5
Chutes fora do Gol
2
28
Ataques
21
?
Ataques Perigosos
?
Desde o Último Gol Escanteios Pênaltis Substituições Gols
FC Arges Pitesti 0 0 0 0 2 0
Universitatea Cluj 0 1 0 0 2 0
-
Posse
-
1
Chutes a Gol
0
3
Chutes fora do Gol
2
9
Ataques
9
?
Ataques Perigosos
?
20:25 - 1x2: 501.000 26.000 1.008
20:23 - Asian Handicap: (0) 1.600, 2.300
20:23 - Goal Line: (1.5) 13.000, 1.040

1X2 Odds

Ataques Perigosos

Chutes a Gol

Chutes fora do Gol

Posse

Ataques

Estatísticas com base nos últimos jogos

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Romania Cup

  • Overall
  • Casa
  • Jogando fora de casa

Cupa Romaniei 25/26, Group D

P Times W D L Gols PO
1 Dinamo Bucharest 2 1 0 5:1 7
2 AFC Hermannstadt 2 0 1 4:3 6
3 Farul Constanta 1 2 0 5:1 5
4 FC Botosani 1 1 1 5:6 4
5 CS Concordia Chiajna 1 0 2 5:4 3
6 CS Dinamo Bucuresti 0 0 3 1:10 0

Cupa Romaniei 25/26, Group C

P Times W D L Gols PO
1 Universitatea Cluj 2 1 0 6:3 7
2 AFC Metalul Buzau 2 0 1 9:6 6
3 FK Csikszereda Miercurea Ciuc 1 1 1 6:2 4
4 Otelul Galati 1 1 1 5:6 4
5 ACS Sepsi 0 2 1 2:3 2
6 CS Sporting Liesti 0 1 2 7:15 1

Cupa Romaniei 25/26, Group B

P Times W D L Gols PO
1 CS U Craiova 2 1 0 10:3 7
2 Gloria Bistrita 2 0 1 4:4 6
3 ACS UTA Batrana Doamna 1 1 1 4:2 4
4 Petrolul Ploiesti 1 1 1 4:6 4
5 FCSB 1 1 1 5:6 4
6 CS Sanatatea Cluj 0 0 3 3:9 0

Cupa Romaniei 25/26, Group A

P Times W D L Gols PO
1 FC Arges Pitesti 3 0 0 7:4 9
2 CFR Cluj 1 2 0 7:3 5
3 Rapid Bucuresti 1 1 1 6:3 4
4 CSC Dumbravita 1 0 2 3:7 3
5 Metaloglobus Bucuresti 0 2 1 6:7 2
6 CSM Slatina 0 1 2 3:8 1

Cupa Romaniei 25/26, Group D

P Times W D L Gols PO
1 Dinamo Bucharest 1 0 0 2:0 3
2 FC Botosani 0 1 1 2:4 1
3 Farul Constanta 0 1 0 0:0 1
4 AFC Hermannstadt 0 0 0 0:0 0
5 CS Concordia Chiajna 0 0 2 2:4 0
6 CS Dinamo Bucuresti 0 0 3 1:10 0

Cupa Romaniei 25/26, Group C

P Times W D L Gols PO
1 Universitatea Cluj 1 0 0 2:0 3
2 AFC Metalul Buzau 1 0 1 2:2 3
3 ACS Sepsi 0 1 0 2:2 1
4 FK Csikszereda Miercurea Ciuc 0 1 1 1:2 1
5 CS Sporting Liesti 0 1 2 7:15 1
6 Otelul Galati 0 0 0 0:0 0

Cupa Romaniei 25/26, Group B

P Times W D L Gols PO
1 ACS UTA Batrana Doamna 1 1 0 4:1 4
2 Gloria Bistrita 1 0 1 2:3 3
3 CS U Craiova 0 1 0 2:2 1
4 FCSB 0 0 0 0:0 0
5 Petrolul Ploiesti 0 0 1 0:4 0
6 CS Sanatatea Cluj 0 0 3 3:9 0

Cupa Romaniei 25/26, Group A

P Times W D L Gols PO
1 FC Arges Pitesti 1 0 0 2:1 3
2 CSC Dumbravita 1 0 2 3:7 3
3 Metaloglobus Bucuresti 0 1 1 4:5 1
4 CSM Slatina 0 1 1 2:6 1
5 CFR Cluj 0 1 0 1:1 1
6 Rapid Bucuresti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group D

P Times W D L Gols PO
1 AFC Hermannstadt 2 0 1 4:3 6
2 Dinamo Bucharest 1 1 0 3:1 4
3 Farul Constanta 1 1 0 5:1 4
4 FC Botosani 1 0 0 3:2 3
5 CS Concordia Chiajna 1 0 0 3:0 3
6 CS Dinamo Bucuresti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group C

P Times W D L Gols PO
1 Universitatea Cluj 1 1 0 4:3 4
2 Otelul Galati 1 1 1 5:6 4
3 FK Csikszereda Miercurea Ciuc 1 0 0 5:0 3
4 AFC Metalul Buzau 1 0 0 7:4 3
5 ACS Sepsi 0 1 1 0:1 1
6 CS Sporting Liesti 0 0 0 0:0 0

Cupa Romaniei 25/26, Group B

P Times W D L Gols PO
1 CS U Craiova 2 0 0 8:1 6
2 Petrolul Ploiesti 1 1 0 4:2 4
3 FCSB 1 1 1 5:6 4
4 Gloria Bistrita 1 0 0 2:1 3
5 CS Sanatatea Cluj 0 0 0 0:0 0
6 ACS UTA Batrana Doamna 0 0 1 0:1 0

Cupa Romaniei 25/26, Group A

P Times W D L Gols PO
1 FC Arges Pitesti 2 0 0 5:3 6
2 Rapid Bucuresti 1 1 1 6:3 4
3 CFR Cluj 1 1 0 6:2 4
4 Metaloglobus Bucuresti 0 1 0 2:2 1
5 CSC Dumbravita 0 0 0 0:0 0
6 CSM Slatina 0 0 1 1:2 0

Romania Liga I

  • Overall
  • Casa
  • Jogando fora de casa

Relegation Round

P Times W D L Gols PO
1 FCSB 4 2 2 13:7 37
2 ACS UTA Batrana Doamna 4 2 2 13:7 36
3 FC Botosani 3 3 2 13:15 33
4 Otelul Galati 3 2 3 12:14 32
5 FK Csikszereda Miercurea Ciuc 4 2 2 9:8 30
6 Petrolul Ploiesti 2 3 3 8:10 25
7 Farul Constanta 1 3 4 8:10 25
8 AFC Hermannstadt 2 4 2 11:10 22
9 FC Unirea 2004 Slobozia 2 3 3 11:12 22
10 Metaloglobus Bucuresti 1 4 3 9:14 13

Championship Round

P Times W D L Gols PO
1 CS U Craiova 5 1 2 7:6 46
2 Universitatea Cluj 6 0 2 12:5 45
3 CFR Cluj 4 2 2 7:6 41
4 Dinamo Bucharest 3 2 3 12:11 37
5 Rapid Bucuresti 1 2 6 8:14 33
6 FC Arges Pitesti 1 3 5 5:9 31

Superliga

P Times W D L Gols PO
1 CS U Craiova 17 9 4 53:27 60
2 Rapid Bucuresti 16 8 6 47:30 56
3 Universitatea Cluj 16 6 8 48:27 54
4 CFR Cluj 15 8 7 49:40 53
5 Dinamo Bucharest 14 10 6 42:28 52
6 FC Arges Pitesti 15 5 10 37:28 50
7 FCSB 13 7 10 48:40 46
8 ACS UTA Batrana Doamna 11 10 9 39:44 43
9 FC Botosani 11 9 10 37:29 42
10 Otelul Galati 11 8 11 39:32 41
11 Farul Constanta 10 7 13 39:37 37
12 Petrolul Ploiesti 7 11 12 24:31 32
13 FK Csikszereda Miercurea Ciuc 8 8 14 30:58 32
14 FC Unirea 2004 Slobozia 7 4 19 27:46 25
15 AFC Hermannstadt 5 8 17 29:50 23
16 Metaloglobus Bucuresti 2 6 22 25:66 12

Relegation Round

P Times W D L Gols PO
1 ACS UTA Batrana Doamna 4 1 0 12:4 13
2 FCSB 3 2 0 8:1 11
3 FC Botosani 3 2 0 11:8 11
4 Otelul Galati 3 1 1 10:7 10
5 AFC Hermannstadt 2 1 0 4:0 7
6 FK Csikszereda Miercurea Ciuc 2 1 0 5:3 7
7 Petrolul Ploiesti 1 2 0 4:2 5
8 Metaloglobus Bucuresti 1 2 1 4:4 5
9 Farul Constanta 1 1 2 5:5 4
9 FC Unirea 2004 Slobozia 1 1 1 5:5 4

Championship Round

P Times W D L Gols PO
1 Universitatea Cluj 4 0 0 8:1 12
2 Dinamo Bucharest 3 0 1 7:4 9
3 CS U Craiova 3 0 1 5:2 9
4 CFR Cluj 2 2 0 3:1 8
5 Rapid Bucuresti 1 1 2 5:6 4
6 FC Arges Pitesti 0 2 3 3:6 2

Superliga

P Times W D L Gols PO
1 CS U Craiova 11 3 1 30:11 36
2 CFR Cluj 9 3 3 30:21 30
3 Dinamo Bucharest 8 5 2 23:11 29
4 Rapid Bucuresti 8 4 3 26:16 28
5 FC Arges Pitesti 8 3 4 18:10 27
6 FC Botosani 7 5 3 24:12 26
7 Universitatea Cluj 7 5 3 23:12 26
8 Otelul Galati 7 4 4 26:17 25
8 Farul Constanta 7 4 4 26:17 25
10 FCSB 7 3 5 20:17 24
11 FK Csikszereda Miercurea Ciuc 6 6 3 20:18 24
12 ACS UTA Batrana Doamna 6 4 5 20:22 22
13 Petrolul Ploiesti 4 4 7 11:17 16
14 FC Unirea 2004 Slobozia 4 1 10 15:21 13
15 AFC Hermannstadt 2 4 9 15:27 10
16 Metaloglobus Bucuresti 2 4 9 12:25 10

Relegation Round

P Times W D L Gols PO
1 FK Csikszereda Miercurea Ciuc 2 1 2 4:5 7
2 FC Unirea 2004 Slobozia 1 2 2 6:7 5
3 Petrolul Ploiesti 1 1 3 4:8 4
4 FCSB 1 0 2 5:6 3
5 AFC Hermannstadt 0 3 2 7:10 3
6 Farul Constanta 0 2 2 3:5 2
7 Metaloglobus Bucuresti 0 2 2 5:10 2
8 ACS UTA Batrana Doamna 0 1 2 1:3 1
9 Otelul Galati 0 1 2 2:7 1
9 FC Botosani 0 1 2 2:7 1

Championship Round

P Times W D L Gols PO
1 CS U Craiova 2 1 1 2:4 7
2 Universitatea Cluj 2 0 2 4:4 6
3 CFR Cluj 2 0 2 4:5 6
4 FC Arges Pitesti 1 1 2 2:3 4
5 Dinamo Bucharest 0 2 2 5:7 2
6 Rapid Bucuresti 0 1 4 3:8 1

Superliga

P Times W D L Gols PO
1 Universitatea Cluj 9 1 5 25:15 28
2 Rapid Bucuresti 8 4 3 21:14 28
3 CS U Craiova 6 6 3 23:16 24
4 Dinamo Bucharest 6 5 4 19:17 23
5 FC Arges Pitesti 7 2 6 19:18 23
6 CFR Cluj 6 5 4 19:19 23
7 FCSB 6 4 5 28:23 22
8 ACS UTA Batrana Doamna 5 6 4 19:22 21
9 Petrolul Ploiesti 3 7 5 13:14 16
10 Otelul Galati 4 4 7 13:15 16
11 FC Botosani 4 4 7 13:17 16
12 AFC Hermannstadt 3 4 8 14:23 13
13 Farul Constanta 3 3 9 13:20 12
14 FC Unirea 2004 Slobozia 3 3 9 12:25 12
15 FK Csikszereda Miercurea Ciuc 2 2 11 10:40 8
16 Metaloglobus Bucuresti 0 2 13 13:41 2
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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:

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  • 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
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  • 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
  • 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.