Tuesday, September 8, 2026

Champions League

We have simulated the league phase a million times and most of the time 8-10 points are required to reach top-24 and the knockout stage, while 14-17 points are required to finish top-8. Probabilities for teams are shown below in the table. 


PosPtsTeamPtsGDTop 24Top 16Top 8R16QFSemiFinalChamp



10Arsenal1818-699.53%96.0%80%97.0%78%59%43%28%
20Bayern Munich1618-897.8%88%62%91%66%43%26%14%
30Real Madrid1617-998.0%88%59%87%53%28%13%6%
40Inter Milan1619-1597.4%86%55%83%46%21%9%3.6%
50Barcelona1517-496.8%84%53%86%55%32%16%8%
60Liverpool1522-1295.7%82%52%82%48%24%11%4.7%
70Paris Saint-Germain1519-996.4%83%51%86%57%34%19%9%
80Man City1514-895%78%47%84%56%34%19%9%
90Aston Villa1519-1495%78%46%80%47%25%11%5%
100Man United1421-1194%75%42%78%45%23%11%4.6%
110Sporting CP1411-1092%68%32%67%31%12%4.4%1.6%
120Borussia Dortmund1312-987%60%25%60%26%10%3.3%1.1%
130Porto1312-1085%58%25%56%22%7%2.2%0.68%
140VfB Stuttgart1214-782%53%21%49%16%4.4%1.0%0.28%
150Atletico Madrid1211-1078%47%17%50%21%8%2.5%0.85%
160PSV Eindhoven1214-1478%46%16%43%14%3.7%0.89%0.23%
170Roma1211-1178%46%16%46%17%5%1.5%0.46%
180Napoli1214-1578%45%15%45%15%4.6%1.2%0.35%
190RB Leipzig1116-1573%39%12%38%12%3.3%0.78%0.21%
200Villarreal1114-1570%36%11%36%11%3.1%0.73%0.19%
210Real Betis1015-1266%32%8%32%9%2.4%0.52%0.13%
220Lille1017-1565%31%8%31%9%2.2%0.49%0.12%
230Lens1014-1462%31%9%32%10%2.9%0.72%0.19%
240Como109-962%29%8%31%10%2.7%0.63%0.17%
250Fenerbahce1011-1261%27%7%22%4.0%0.65%< 0.1%< 0.1%
260Club Brugge106-1155%24%6%27%8%2.2%0.51%0.13%
270AEK Athens1010-1755%21%4.3%17%2.8%0.41%< 0.1%< 0.1%
280Bodoe Glimt1010-1854%22%5%22%5%1.1%0.20%< 0.1%
290Viking812-1440%12%2.1%11%1.7%0.24%< 0.1%< 0.1%
300Galatasaray811-1538%13%2.4%13%2.8%0.52%< 0.1%< 0.1%
310Slavia Prague811-1636%11%1.8%11%1.9%0.31%< 0.1%< 0.1%
320Feyenoord79-1824%6%0.94%6%0.73%< 0.1%< 0.1%< 0.1%
330LASK57-169%1.5%0.12%0.81%< 0.1%< 0.1%< 0.1%
340Slovan Bratislava45-125%0.63%< 0.1%0.25%< 0.1%< 0.1%

350Shakhtar Donetsk26-220.56%< 0.1%< 0.1%< 0.1%< 0.1%


360Sabah21-250.39%< 0.1%< 0.1%< 0.1%< 0.1%< 0.1%


Expected Requirement

Top 24Top 16Top 8

PtsGDPtsGDPtsGD
1%118-91414-121722-10
5%1011-91318-131714-8
25%109-121311-101616-9
50%98-71213-81612-11
75%915-191211-101515-9
95%86-81117-151416-9
99%814-211113-141414-11



Important for Top-8
Real Madrid vs Inter Milan (14.7%)Home Win (48%)Draw (23%)Away Win (28%)
Real Madrid75%52%38%
Inter Milan42%56%77%
Porto vs Man City (12.2%)Home Win (27%)Draw (23%)Away Win (50%)
Man City28%39%61%
Porto44%24%15%
Liverpool vs Atletico Madrid (11.2%)Home Win (54%)Draw (22%)Away Win (24%)
Liverpool65%42%30%
Atletico Madrid10%17%34%
Napoli vs Arsenal (9.7%)Home Win (17%)Draw (20%)Away Win (63%)
Arsenal60%72%88%
Napoli34%16%9%
Club Brugge vs Aston Villa (9.3%)Home Win (27%)Draw (23%)Away Win (49%)
Aston Villa27%38%60%
Club Brugge14%5%2.7%
Borussia Dortmund vs Villarreal (9.2%)Home Win (53%)Draw (23%)Away Win (24%)
Borussia Dortmund35%17%10%
Villarreal5%10%23%
Fenerbahce vs Roma (7.3%)Home Win (30%)Draw (24%)Away Win (47%)
Roma6%11%25%
Fenerbahce14%5%2.5%
Como vs RB Leipzig (6.7%)Home Win (44%)Draw (24%)Away Win (32%)
RB Leipzig5%10%23%
Como14%5%2.6%
Sporting CP vs Galatasaray (6.6%)Home Win (63%)Draw (20%)Away Win (17%)
Sporting CP41%21%13%
Galatasaray1.0%2.3%7%
Bayern Munich vs Bodoe Glimt (6.5%)Home Win (75%)Draw (15%)Away Win (10%)
Bayern Munich69%46%35%
Bodoe Glimt3.3%7%17%
Lille vs Real Betis (6.3%)Home Win (44%)Draw (24%)Away Win (32%)
Real Betis3.3%6%17%
Lille14%4.9%2.4%
VfB Stuttgart vs Viking (5.4%)Home Win (59%)Draw (21%)Away Win (20%)
VfB Stuttgart28%13%8%
Viking0.8%1.8%6%

Important for Knockout Stage
Slavia Prague vs Lens (14%)Home Win (32%)Draw (24%)Away Win (44%)
Slavia Prague58%33%22%
Lens45%58%78%
Lille vs Real Betis (14%)Home Win (44%)Draw (24%)Away Win (32%)
Lille81%60%47%
Real Betis52%66%84%
Fenerbahce vs Roma (12.8%)Home Win (30%)Draw (24%)Away Win (47%)
Fenerbahce82%61%48%
Roma63%74%90%
Como vs RB Leipzig (12.8%)Home Win (44%)Draw (24%)Away Win (32%)
Como77%56%44%
RB Leipzig61%73%90%
VfB Stuttgart vs Viking (11.4%)Home Win (59%)Draw (21%)Away Win (20%)
Viking30%42%67%
VfB Stuttgart90%76%65%
AEK Athens vs LASK (10.4%)Home Win (65%)Draw (19%)Away Win (16%)
AEK Athens65%40%29%
LASK5%10%26%
Borussia Dortmund vs Villarreal (9.8%)Home Win (53%)Draw (23%)Away Win (24%)
Villarreal60%72%88%
Borussia Dortmund94%84%74%
Sporting CP vs Galatasaray (9.1%)Home Win (63%)Draw (20%)Away Win (17%)
Galatasaray30%41%64%
Sporting CP96.5%87%79%
Club Brugge vs Aston Villa (8%)Home Win (27%)Draw (23%)Away Win (49%)
Club Brugge75%55%43%
Aston Villa89%94%98.2%
Liverpool vs Atletico Madrid (5.7%)Home Win (54%)Draw (22%)Away Win (24%)
Atletico Madrid71%80%92%
Liverpool98.5%95%91%
Porto vs Man City (5.4%)Home Win (27%)Draw (23%)Away Win (50%)
Porto95.1%87%79%
Man City89%94%98.2%


 

Sunday, September 6, 2026

PL: Manchester Derby on Sunday

 

Average Simulated
Season
Probabilities
PtsTeamPtsGDRelegatedTop 7Top 6Top 5Top 4Win LeagueECLELCL
9Arsenal83.9+50
99.97%99.93%99.83%99.57%81%< 0.1%0.12%99.85%
9Man City74.0+32< 0.1%98.2%96.9%95%91%16%0.76%3.4%95%
5Liverpool63.4+18< 0.1%78%70%60%47%1.4%6%17%60%
4Man United62.1+17< 0.1%72%63%53%40%0.97%7%19%54%
1Aston Villa61.1+14< 0.1%67%58%47%34%0.64%7%20%48%
2Bournemouth57.0+100.39%46%37%27%17%0.19%9%15%44%
6Chelsea56.7+50.43%43%34%25%16%0.16%9%18%24%
5Newcastle55.6+60.60%38%29%21%13%0.12%8%18%20%
4Brighton55.2+70.69%36%28%19%12%0.11%5%39%19%
5Brentford54.7+50.79%34%25%18%11%< 0.1%12%16%17%
5Everton51.9-11.9%21%15%9%5%< 0.1%9%12%9%
5Leeds51.3-32.3%19%13%8%4.5%< 0.1%6%11%8%
2Forest50.7-12.8%17%12%7%4.1%< 0.1%5%11%7%
3Crystal Palace50.2-63.2%15%10%6%3.4%< 0.1%4.9%8%17%
0Fulham47.3-56%8%5%3.1%1.6%< 0.1%4.2%7%3.0%
1Tottenham45.0-1211%4.5%2.7%1.5%0.70%< 0.1%2.6%3.8%1.4%
4Sunderland42.7-1618%2.3%1.3%0.68%0.30%< 0.1%2.1%2.0%5%
3Ipswich32.4-3777%< 0.1%< 0.1%< 0.1%< 0.1%
0.22%0.15%< 0.1%
0Coventry31.5-3380%< 0.1%< 0.1%< 0.1%< 0.1%
0.15%0.20%< 0.1%
7Hull27.0-5095%< 0.1%< 0.1%< 0.1%< 0.1%
< 0.1%< 0.1%< 0.1%

 

Important matches for title race
Man United vs Man City (1.1%)Home Win (38%)Draw (24%)Away Win (38%)
Man City12%15%20%
Arsenal83%82%77%
Man United1.5%0.8%0.5%

 

Tuesday, September 1, 2026

PL: Perfect start for Arsenal, City, Chelsea, and Hull

 




Average Simulated
Season
Probabilities
PtsTeamPtsGDRelegatedTop 7Top 6Top 5Top 4Win LeagueECLELCL
6Arsenal83.1+50
99.94%99.87%99.71%99.33%79%< 0.1%0.20%99.75%
6Man City73.4+33< 0.1%97.5%95.9%93%88%16%1.0%4.3%93%
3Man United62.7+17< 0.1%72%64%53%41%1.4%7%19%54%
2Liverpool62.5+17< 0.1%72%63%53%40%1.3%7%19%54%
0Aston Villa62.5+16< 0.1%71%63%52%39%1.2%7%19%53%
1Bournemouth57.3+100.43%46%36%27%17%0.27%9%15%43%
6Chelsea57.3+40.41%44%35%25%16%0.27%9%18%25%
4Newcastle56.1+60.60%39%30%21%13%0.18%8%17%20%
3Brighton55.9+80.65%38%29%21%13%0.17%5%39%20%
4Brentford55.6+60.70%36%28%19%12%0.16%12%17%19%
4Everton52.1-12.1%21%14%9%5%< 0.1%9%11%9%
1Forest51.4-02.6%18%13%8%4.6%< 0.1%5%11%8%
4Leeds51.3-32.6%18%12%8%4.3%< 0.1%6%10%8%
0Fulham48.9-34.9%11%7%4.5%2.3%< 0.1%4.8%8%4.3%
0Crystal Palace48.4-76%10%6%3.8%2.0%< 0.1%3.9%6%15%
0Tottenham45.1-1312%4.3%2.6%1.4%0.68%< 0.1%2.5%3.8%1.4%
3Sunderland42.6-1719%2.1%1.2%0.63%0.28%< 0.1%2.0%1.8%5%
3Ipswich33.1-3674%< 0.1%< 0.1%< 0.1%< 0.1%
0.22%0.16%< 0.1%
0Coventry31.9-3478%< 0.1%< 0.1%< 0.1%< 0.1%
0.16%0.21%< 0.1%
6Hull26.5-5295.4%< 0.1%< 0.1%< 0.1%< 0.1%
< 0.1%< 0.1%< 0.1%


Titles
TeamLeagueFA CupLeague CupEurope


Arsenal79%31%34%28%
Man City16%14%13%9%
Man United1.4%8%6%4.6%
Liverpool1.3%7%9%4.7%
Aston Villa1.2%8%6%5%
Bournemouth0.27%4.7%8%24%
Chelsea0.27%2.8%2.0%
Newcastle0.18%3.1%1.3%
Brighton0.17%3.3%1.3%34%
Brentford0.16%3.0%8%
Everton< 0.1%1.9%4.5%
Forest< 0.1%2.5%

Leeds< 0.1%1.8%0.72%
Fulham< 0.1%2.2%1.2%
Crystal Palace< 0.1%1.9%1.1%11%
Tottenham< 0.1%1.3%0.71%
Sunderland< 0.1%0.69%1.1%4.8%
Ipswich
0.13%0.19%
Coventry
0.18%0.13%
Hull
< 0.1%< 0.1%
Important matches for title race
Arsenal vs Chelsea (1.2%)Home Win (69%)Draw (18%)Away Win (13%)
Arsenal81%75%72%
Man City14%18%21%

 

Tuesday, August 25, 2026

PL: Hull and Ipswich win match day 1

 




Average Simulated
Season
Probabilities
PtsTeamPtsGDRelegatedTop 7Top 6Top 5Top 4Win LeagueECLELCL
3Arsenal81.8+50
99.87%99.73%99.44%98.8%76%< 0.1%0.52%99.34%
3Man City72.1+30< 0.1%96.1%94%90%84%16%1.4%7%88%
0Aston Villa63.6+16< 0.1%75%67%57%44%2.3%6%19%54%
1Liverpool63.3+18< 0.1%74%66%56%44%2.3%6%19%52%
0Man United62.0+16< 0.1%68%60%49%37%1.6%6%20%47%
0Bournemouth58.1+100.41%49%39%29%20%0.52%6%16%40%
3Brighton57.1+90.55%43%34%25%16%0.38%4.5%38%21%
3Brentford55.9+60.80%37%28%20%13%0.26%8%16%17%
3Chelsea55.8+40.84%36%27%19%12%0.24%7%16%16%
1Newcastle54.5+41.3%30%23%15%9%0.15%6%15%13%
3Everton52.1-12.5%20%14%9%5%< 0.1%5.0%10%7%
3Leeds51.8-32.8%19%13%9%4.9%< 0.1%4.8%10%7%
0Forest51.3-13.1%18%12%8%4.5%< 0.1%6%10%6%
0Fulham50.3-24.0%15%10%6%3.5%< 0.1%4.3%9%5%
0Crystal Palace49.4-55%12%8%4.9%2.7%< 0.1%3.9%7%14%
0Tottenham46.4-1110%6%3.8%2.2%1.1%< 0.1%2.1%4.2%1.7%
0Sunderland40.9-1828%1.3%0.74%0.36%0.16%< 0.1%2.6%1.3%6%
0Coventry33.9-3270%< 0.1%< 0.1%< 0.1%< 0.1%
1.0%0.23%< 0.1%
3Ipswich33.6-3573%< 0.1%< 0.1%< 0.1%< 0.1%
0.41%0.16%< 0.1%
3Hull24.3-5497.5%< 0.1%



< 0.1%< 0.1%


 

Friday, August 21, 2026

Premier League 26/27

Here are the results of 1,000,000 simulation of the upcoming premier league season. As usual are the strength of the teams based on previous results and not taking into account transfers occurring over the summer.

Notably, there are almost a seven-point gap between Sunderland and Coventry, and the three promoted teams are relegated in more than 50% of the simulations. 



Average Simulated
Season
Probabilities
PtsTeamPtsGDRelegatedTop 7Top 6Top 5Top 4Win LeagueECLELCL
0Arsenal80.8+49
99.8%99.6%99.3%98%75%< 0.1%0.8%99.1%
0Man City70.5+30
94%90%86%78%13%2%9%84%
0Aston Villa64.7+20< 0.1%79%71%62%49%4%5%18%59%
0Man United64.1+19< 0.1%77%69%59%46%3%5%19%56%
0Liverpool63.6+18< 0.1%75%66%56%44%3%6%20%52%
0Bournemouth59.0+110.4%53%43%32%22%0.8%6%16%42%
0Brighton55.6+51%35%26%18%11%0.3%5%41%15%
0Newcastle55.0+41%32%24%16%10%0.3%6%15%14%
0Brentford54.7+31%31%24%16%10%0.3%7%15%13%
0Chelsea54.2+21%28%21%14%8%0.2%6%14%12%
0Forest53.0+12%23%17%11%7%< 0.1%7%12%9%
0Fulham52.0-13%19%13%8%5%< 0.1%5%11%7%
0Everton50.7-34%15%10%6%4%< 0.1%4%9%5%
0Crystal Palace50.7-34%16%11%7%4%< 0.1%4%8%15%
0Leeds50.0-55%13%9%5%3%< 0.1%4%7%4%
0Tottenham47.6-88%8%5%3%1%
2%5%2%
0Sunderland42.8-1722%2%1%0.7%0.4%
3%2%6%
0Coventry35.0-3168%0.2%< 0.1%< 0.1%< 0.1%
0.9%0.2%< 0.1%
0Ipswich32.4-3680%< 0.1%< 0.1%


0.3%0.2%
0Hull22.6-5799%




0.1%< 0.1%


Titles
TeamLeagueFA CupLeague CupEurope


Arsenal75%31%33%27%
Man City13%14%9%9%
Aston Villa4%8%6%7%
Man United3%8%3%7%
Liverpool3%7%7%3%
Bournemouth0.8%5%2%18%
Brighton0.3%3%2%36%
Newcastle0.3%3%1.0%
Brentford0.3%3%4%
Chelsea0.2%3%2%
Forest< 0.1%2%2%
Fulham< 0.1%2%1%
Everton< 0.1%2%1%
Crystal Palace< 0.1%2%2%11%
Leeds< 0.1%2%1%
Tottenham
1%0.3%
Sunderland
0.7%2%6%
Coventry
0.2%0.9%
Ipswich
0.1%0.4%
Hull
< 0.1%< 0.1%