Featured image of post 2025 Belgian GP: Quantifying the cost of Norris's Mistakes

2025 Belgian GP: Quantifying the cost of Norris's Mistakes

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There has been considerable controversy following the outcome of the recent 2025 Belgian GP. While Piastri rightfully claimed victory, many have questioned whether Norris could have done more to challenge his teammate. Norris made several mistakes during the race that cost him valuable time. If he had avoided those errors, could he have caught up to Piastri? Let’s take a look at the numbers

Our simulated world

Lando Norris’s real and simulated lap times from laps 15 to 44

Lando Norris had a strong race, but there’s a chance he left some gains on the table. He made three costly mistakes—on laps 26, 34, and 43—and ultimately finished just over three seconds behind his teammate. While we can’t say for certain what would have happened if Norris had avoided these errors, we can model a simulated scenario in which his laps were clean. For this scenario, I’ve also asked the model to predict lap 27. Although Norris didn’t make a mistake in that lap, it seems likely his lap time was affected by what happened on the previous lap. As you’ll see, the model estimates a gain of just one tenth there, which isn’t particularly significant in the grand scheme of things.

According to our simulation, if Norris had not made those mistakes, he likely would have caught up to Piastri and entered DRS range by lap 41. The model suggests that Lando lost around 4.75 seconds due to his three major errors. However, our analysis can’t predict how Norris’s presence might have influenced Piastri’s performance, or whether Piastri had any extra pace in reserve. Assuming Piastri was already driving at his limit, there’s a strong chance Norris could have been close enough to challenge for the lead in the final 2–3 laps of the race.

The verdict: Lando appeared to have enough pace to catch Piastri. He lost approximately 4.75 seconds due to three costly mistakes and, as a result, wasn’t able to put pressure on his teammate in the final laps of the race.

Detailed data

You can check the detailed tables to review the model’s predictions. The first table compares Norris’s actual and predicted lap times for the key laps—26, 27, 34, and 43. The second table presents the same data found in the “Delta to Piastri” section of the plot, but in a clear, tabular format.

Real and model-predicted laps

Lap Real lap time Predicted lap time Time lost
26 1:47.660 1:46.284 1.37 s
27 1:46.389 1:46.269 0.11 s
34 1:47.120 1:46.046 1.07 s
43 1:47.721 1:45.536 2.18 s
Total 4.75 s

Real and model-predicted delta to Piastri

Lap Real delta Predicted delta
15 8.98 secs 8.98 secs
16 9.13 secs 9.13 secs
17 8.80 secs 8.80 secs
18 8.63 secs 8.63 secs
19 8.21 secs 8.21 secs
20 8.09 secs 8.09 secs
21 8.15 secs 8.15 secs
22 8.29 secs 8.29 secs
23 8.39 secs 8.39 secs
24 8.11 secs 8.11 secs
25 7.89 secs 7.89 secs
26 9.14 secs 7.77 secs
27 9.29 secs 7.79 secs
28 8.79 secs 7.30 secs
29 8.62 secs 7.13 secs
30 8.30 secs 6.81 secs
31 8.19 secs 6.70 secs
32 7.80 secs 6.30 secs
33 7.23 secs 5.74 secs
34 8.00 secs 5.43 secs
35 7.53 secs 4.96 secs
36 6.92 secs 4.35 secs
37 6.23 secs 3.66 secs
38 5.57 secs 3.00 secs
39 4.74 secs 2.18 secs
40 4.41 secs 1.84 secs
41 3.81 secs 1.24 secs
42 3.13 secs 0.56 secs
43 5.15 secs 0.39 secs
44 3.41 secs -1.34 secs
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