Monza, Italy
A strong driver recovering from a poor qualifying position isn't automatically a surprise. This model estimates a finish from both pre-race Elo and qualifying, then compares it with what happened.
Expected finish assumes a classified finish. DNFs stay in the full grid but receive no performance verdict. Qualifying is not the starting grid; grid differences are flagged, not silently substituted.
Fit on 628 earlier finishes across 37 races, 2012–2022. No results from this race enter its expectation.
Missing Elo or qualifying stays visible in the full grid. A grid position is not used as a qualifying result.
Expected P13.0 Finished P10
Expected P11.9 Finished P9
Expected P14.7 Finished P12
Expected P8.8 Finished P11
Expected P10.8 Finished P13
Expected P4.1 Finished P6
Up to three per side, ranked by expected minus actual finish. DNFs, missing estimates and gaps rounding to 0.0 are excluded. “Flop” means below the model's estimate—not poor driving. A ranked gap can still be inside the usual error range.
| Driver | Pre-race Elo | Qualifying | Expected | Result | P1 ← position → P20 | vs expected | Reading |
|---|---|---|---|---|---|---|---|
| M. VerstappenRed Bull | #12560 | P2 Grid P7 | P2.2P1–P6 | P1 | +1.2places | In range | |
| C. LeclercFerrari | #62333 | P1 | P3.4P1–P7 | P2 | +1.4places | In range | |
| G. RussellMercedes | #32392 | P6 Grid P2 | P4.7P1–P9 | P3 | +1.7places | In range | |
| C. SainzFerrari | #52335 | P3 Grid P18 | P4.0P1–P8 | P4 | 0.0places | In range | |
| L. HamiltonMercedes | #22421 | P5 Grid P19 | P3.9P1–P8 | P5 | −1.1places | In range | |
| S. PérezRed Bull | #42362 | P4 Grid P13 | P4.1P1–P8 | P6 | −1.9places | In range | |
| L. NorrisMcLaren | #82263 | P7 Grid P3 | P6.7P3–P11 | P7 | −0.3places | In range | |
| P. GaslyAlphaTauri | #122135 | P9 Grid P5 | P8.8P5–P13 | P8 | +0.8places | In range | |
| N. de VriesWilliams | #162000 | P13 Grid P8 | P11.9P8–P16 | P9 | +2.9places | In range | |
| G. ZhouAlfa Romeo | #181990 | P14 Grid P9 | P13.0P9–P17 | P10 | +3.0places | In range | |
| E. OconAlpine F1 Team | #92256 | P11 Grid P14 | P8.8P5–P13 | P11 | −2.2places | In range | |
| M. SchumacherHaas F1 Team | #152004 | P20 Grid P17 | P14.7P11–P19 | P12 | +2.7places | In range | |
| V. BottasAlfa Romeo | #142054 | P12 Grid P15 | P10.8P7–P15 | P13 | −2.2places | In range | |
| Y. TsunodaAlphaTauri | #191954 | P15 Grid P20 | P13.7P10–P18 | P14 | −0.3places | In range | |
| N. LatifiWilliams | #201904 | P16 Grid P10 | P14.5P11–P18 | P15 | −0.5places | In range | |
| K. MagnussenHaas F1 Team | #171991 | P19 Grid P16 | P14.9P11–P19 | P16 | −1.1places | In range | |
| D. RicciardoMcLaren | #132089 | P8 Grid P4 | P8.7P5–P13 | DNFOil leak | — | Not assessedDNF: Oil leak | |
| L. StrollAston Martin | #112138 | P18 Grid P12 | P12.5P9–P16 | DNFEngine | — | Not assessedDNF: Engine | |
| F. AlonsoAlpine F1 Team | #72284 | P10 Grid P6 | P7.7P4–P12 | DNFWater pressure | — | Not assessedDNF: Water pressure | |
| S. VettelAston Martin | #102139 | P17 Grid P11 | P11.8P8–P16 | DNFEngine | — | Not assessedDNF: Engine |
Average absolute error on 628 classified finishes in 37 earlier races within the last ten years. Each race was held out and predicted using only older races; all three models use the same samples.
The range scales the 80th percentile of earlier held-out absolute errors to this field size, rounding outward. It is an empirical error guide, not a guaranteed 80% chance for a particular driver. We require at least five checked races and 100 checked finishes before showing it.
Inputs are field-normalised Elo rank and qualifying position. The target is position among all race entries, trained only on classified finishers. Estimates are averages, not a unique predicted finishing order. Penalties, the circuit, weather, incidents and strategy aren't model inputs. Historical qualifying coverage is patchy; this is an exploratory backtest on corrected records, not proof of live forecasting accuracy.
These are actual rating changes. The expectation model above does not change Elo or fantasy scoring.
Top five in the stored standings. Points include sprint results where applicable.
Movement since round 15. A dash means the earlier standing is unavailable.
Explore the season →Two-driver constructor entries from this race. A result comparison, not an adjustment for strategy or reliability.
5 places apart at the finish.
Q3 · Verstappen 0.900s faster
2 places apart at the finish.
Q3 · Leclerc 0.268s faster
2 places apart at the finish.
Q3 · Hamilton 0.018s faster
Non-finish recorded; no finishing gap comparison.
Q3 · Norris 0.341s faster
6 places apart at the finish.
Q1 · Gasly 0.010s faster
6 places apart at the finish.
Q1 · de Vries 0.020s faster
3 places apart at the finish.
Q2 · Bottas 0.342s faster
Non-finish recorded; no finishing gap comparison.
Q2 · Alonso 0.269s faster
4 places apart at the finish.
Q1 · Magnussen 0.097s faster
Non-finish recorded; no finishing gap comparison.
Q1 · Vettel 0.112s faster
This debrief is calculated from stored results and rating snapshots. The experimental expectation model learns from earlier races only, using Elo rank and qualifying together; it never feeds back into Elo. It is not a separately reviewed race report.
Elo uses the result order, including retirements. It does not isolate driver skill from the car, reliability, penalties or strategy. Elo seed comparisons use pre-race ratings, never today's ratings. Equal ratings share the midpoint of their rank range (for example, tied first and second become seed 1.5).
Grid gains use numbered starting slots and classified finishes only. Zero or missing grid values are excluded; a position gained is not necessarily an overtake. Qualifying gaps use the latest segment both teammates have a valid time for, never Q1 against Q3.
Lap-by-lap pace, tyre stints, pit-stop execution and safety-car effects are not available in this report. Missing data is omitted, not inferred.
Read the Elo methodology →