u/F1datageek

Fun Stat of the Day: All three of Kimi's wins have featured a Safety Car. Who else has all their victories with a Safety Car?

Fun Stat of the Day: All three of Kimi's wins have featured a Safety Car. Who else has all their victories with a Safety Car?

I noticed what I thought was a statistical anomaly. Every race Kimi has won so far, there has been a Safety Car deployed during the grand prix.

That got me wondering: does anyone else have 100% win rate in races with a Safety Car?

Here is the exclusive club:

  • >!Sergio Perez (6 Wins): 6 out of 6 (Sakhir '20, Baku '21, Monaco '22, Singapore '22, Saudi Arabia '23, Baku '23)!<
  • Andrea Kimi Antonelli (3 Wins): 3 out of 3 (China '26, Japan '26, Miami '26)
  • >!Pierre Gasly (1 Win): 1 out of 1 (Monza '20)!<
  • >!Esteban Ocon (1 Win): 1 out of 1 (Hungary '21)!<

Honorable Mention:

>!Carlos Sainz is just outside the club. 3 of his 4 wins featured a Safety Car (Silverstone '22, Singapore '23, Mexico '24). His only "clean" win was Australia 2024... and even that race ended under a Virtual Safety Car!!<

It got me thinking to another question - who has the highest winning percentage in races affected by a safety car? Check it out the answer here: https://undercutai.app/q/safety-car-win-ratio

u/F1datageek — 2 days ago

Looking at the numbers: Why the Canadian GP represents a massive historical fork for the 2026 championship

I built a Canadian GP stats preview and one number jumped out:

Drivers who win at least 4 of the first 5 races in a season: 14/14 went on to win the World Championship.

Antonelli enters Montreal with 3 wins from the first 4 races. So Canada creates a pretty clean historical fork:

  • If he wins: 4 wins from first 5 races → 100% title conversion historically
  • If he loses: 3 wins from first 5 races → 73.1% title conversion historically

Here is the list of the 14 instances across F1 history - there are some real heavy hitters in this list. (Note: Mansell in '92 and Schumacher in '04 are the only two drivers to go a perfect 5 for 5).

Driver Year Wins in First 5 Races Won Championship?
Jim Clark 1963 4 Yes
Jim Clark 1965 4 Yes
Jackie Stewart 1969 4 Yes
Ayrton Senna 1991 4 Yes
Nigel Mansell 1992 5 Yes
Michael Schumacher 1994 4 Yes
Damon Hill 1996 4 Yes
Michael Schumacher 2002 4 Yes
Michael Schumacher 2004 5 Yes
Jenson Button 2009 4 Yes
Sebastian Vettel 2011 4 Yes
Lewis Hamilton 2014 4 Yes
Nico Rosberg 2016 4 Yes
Max Verstappen 2024 4 Yes

That said, Montreal is far from a predictable weekend. Between a historically high Safety Car rate (14 of the last 24 races) and high-risk DNF profiles for multiple grid leaders, chaos is practically baked into the circuit's DNA.A few other things that stood out:

  • Front Row Dominance: Despite the safety car chaos, Montreal winners over the last 20 years have started from the front row 15/17 times (Pole has converted to a win 64.7% of the time).
  • The Benchmark: Hamilton still owns the active-grid record here: 7 wins, 10 podiums, 6 poles.
  • The Russell Ceiling: Russell’s Mercedes numbers in Canada are markedly strong compared to his baseline.
  • The Norris Drop-off: Norris has a major Montreal drop-off: average finish 10 vs 6.08 career average across all other tracks (doesn't include the 2 DNFs out of 5 races).
  • The Ocon Bump: Ocon improves his average finish by 3.41 positions in Canada (the best on the grid) and has a perfect 100% top-10 finishing rate across his six starts here.

Full stat page here if you want to dig into the data:https://undercutai.app/race/montreal

Curious what people think: is Canada more likely to confirm Antonelli as inevitable or is this where the track's chaos finally breaks the streak?

u/F1datageek — 5 days ago
▲ 1.0k r/formula1

Of the 25 times an F1 driver has won at least 3 of the first 4 races in a season, 21 went on to win the World Drivers’ Championship that same year.

The only drivers who pulled off this kind of early-season start and didn’t win the championship were:

1973 Emerson Fittipaldi
1988 Alain Prost
1989 Ayrton Senna
2021 Lewis Hamilton

In other words, if a driver starts that hot and doesn’t win the title, it usually takes either a legendary teammate/rival fight, reliability chaos, or one of the most controversial title deciders ever. I wouldn’t be surprised if we have one or multiple of those factors this year.

Full table below:

Driver Name |Season |Wins in First Four |Won Championship
Max Verstappen |2024 |3 |Yes
Lewis Hamilton |2021 |3 |No
Lewis Hamilton |2020 |3 |Yes
Nico Rosberg |2016 |4 |Yes
Lewis Hamilton |2015 |3 |Yes
Lewis Hamilton |2014 |3 |Yes
Sebastian Vettel |2011 |3 |Yes
Jenson Button |2009 |3 |Yes
Fernando Alonso |2005 |3 |Yes
Michael Schumacher |2004 |4 |Yes
Michael Schumacher |2002 |3 |Yes
Michael Schumacher |2000 |3 |Yes
Damon Hill |1996 |3 |Yes
Michael Schumacher |1994 |4 |Yes
Nigel Mansell |1992 |4 |Yes
Ayrton Senna |1991 |4 |Yes
Ayrton Senna |1989 |3 |No
Alain Prost |1988 |3 |No
Emerson Fittipaldi |1973 |3 |No
Jackie Stewart |1969 |3 |Yes
Jim Clark |1965 |3 |Yes
Jim Clark |1963 |3 |Yes
Juan Fangio |1957 |3 |Yes
Juan Fangio |1954 |3 |Yes
Alberto Ascari |1953 |3 |Yes

Note: I didn’t include the Indy 500 in the early years as most European drivers didn’t take part although it was part of the championship until 1960.

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u/F1datageek — 18 days ago