Round 7 · 2024

Autodromo Enzo e Dino Ferrari

Imola, Italy · May 19, 2024 · Circuit History · Wikipedia

Kings of this circuit
The race, in perspective

Race debrief

What did we expect after qualifying—and who beat it?

R072024
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20 stored results 20/20 Elo snapshots 20/20 numbered grid slots 0/20 qualifying results
Elo × qualifying → race result

Did they beat the expectation?

A strong driver recovering from a poor qualifying position isn't automatically a surprise. This model estimates a finish from both inputs, then compares it with what happened.

Experimental · v1

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 607 earlier finishes across 37 races, 2014–2024. No results from this race enter its expectation.

0/20 entrants have an estimate. Missing Elo or qualifying stays visible below; a grid position is not used as a qualifying result.

Top 3

Beat the estimate

No comparable estimates available for this race yet.

Flop 3

Below the estimate

No comparable estimates available for this race yet.

0/20 entrants assessed. 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.

Full grid: pre-race Elo rank, qualifying position, estimated finish, actual result and difference from expectation. Positive differences mean finishing ahead of the estimate.
DriverPre-race EloQualifyingExpectedResultP1 ← position → P20vs expectedReading
M. VerstappenRed Bull #12664 No error range P1 Not assessedQualifying unavailable
L. NorrisMcLaren #32422 No error range P2 Not assessedQualifying unavailable
C. LeclercFerrari #42418 No error range P3 Not assessedQualifying unavailable
O. PiastriMcLaren #92249 No error range P4 Not assessedQualifying unavailable
C. SainzFerrari #52375 No error range P5 Not assessedQualifying unavailable
L. HamiltonMercedes #82262 No error range P6 Not assessedQualifying unavailable
G. RussellMercedes #72288 No error range P7 Not assessedQualifying unavailable
S. PérezRed Bull #22448 No error range P8 Not assessedQualifying unavailable
L. StrollAston Martin #112097 No error range P9 Not assessedQualifying unavailable
Y. TsunodaRB F1 Team #122095 No error range P10 Not assessedQualifying unavailable
N. HülkenbergHaas F1 Team #132081 No error range P11 Not assessedQualifying unavailable
K. MagnussenHaas F1 Team #181979 No error range P12 Not assessedQualifying unavailable
D. RicciardoRB F1 Team #162010 No error range P13 Not assessedQualifying unavailable
E. OconAlpine F1 Team #102097 No error range P14 Not assessedQualifying unavailable
G. ZhouSauber #171983 No error range P15 Not assessedQualifying unavailable
P. GaslyAlpine F1 Team #142068 No error range P16 Not assessedQualifying unavailable
L. SargeantWilliams #201902 No error range P17 Not assessedQualifying unavailable
V. BottasSauber #191950 No error range P18 Not assessedQualifying unavailable
F. AlonsoAston Martin #62290 No error range P19 Not assessedQualifying unavailable
A. AlbonWilliams #152030 No error range DNFRetired Not assessedQualifying unavailable
How useful is the model? See the historical check

Average absolute error on 607 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.

Elo + qualifying
2.03places
Qualifying only
2.26places
Elo only
2.46places

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.

The rating ledger

What changed in Elo?

These are actual rating changes. The expectation model above does not change Elo or fantasy scoring.

Largest Elo gain

Piastri+26.9 Elo

Largest Elo loss

Alonso−60.4 Elo

Largest grid-to-finish gain

Magnussen+6 places

The bigger picture

Championship after this round

Top five in the stored standings. Points include sprint results where applicable.

  1. 1 Verstappen 161pts 0
  2. 2 Leclerc 113pts +1
  3. 3 Pérez 107pts −1
  4. 4 Norris 101pts 0
  5. 5 Sainz 93pts 0

Movement since round 6. A dash means the earlier standing is unavailable.

Explore the season →
Across the garage

Teammate results

Two-driver constructor entries from this race. A result comparison, not an adjustment for strategy or reliability.

What this analysis can—and cannot—tell you

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 →
20
Result Entries
Avg Elo
Highest Elo (Verstappen)
11
Non-finishes

Race

Qualifying

# Driver Grid +/- Points Season Pts Season # Elo Change Elo
P1 🇳🇱 M.Verstappen 1 +25 161 P1 +8.0 2,672
P2 🇬🇧 L.Norris 2 +18 101 P4 +19.4 2,442
P3 🇲🇨 C.Leclerc 3 +15 113 P2 +14.3 2,432
P4 🇦🇺 O.Piastri 5 +1 +12 53 P6 +26.9 2,276
P5 🇪🇸 C.Sainz 4 -1 +10 93 P5 +7.5 2,382
P6 🇬🇧 L.Hamilton 8 +2 +8 35 P8 +14.5 2,276
P7 🇬🇧 G.Russell 6 -1 +7 44 P7 +5.9 2,294
P8 🇲🇽 S.Pérez 11 +3 +4 107 P3 -15.9 2,432
P9 🇨🇦 L.Stroll 13 +4 +2 11 P11 +18.1 2,115
P10 🇯🇵 Y.Tsunoda 7 -3 +1 15 P10 +12.7 2,108
P11 🇩🇪 N.Hülkenberg 10 -1 0 6 P13 +9.0 2,090
P12 🇩🇰 K.Magnussen 18 +6 0 1 P16 +15.3 1,994
P13 🇦🇺 D.Ricciardo 9 -4 0 5 P14 +6.4 2,016
P14 🇫🇷 E.Ocon 12 -2 0 1 P15 -9.5 2,087
P15 🇨🇳 G.Zhou 17 +2 0 0 P18 -1.6 1,981
P16 🇫🇷 P.Gasly 15 -1 0 0 P19 -17.0 2,051
P17 🇺🇸 L.Sargeant 19 +2 0 0 P21 -4.4 1,898
P18 🇫🇮 V.Bottas 16 -2 0 0 P20 -14.6 1,935
P19 🇪🇸 F.Alonso 20 +1 0 33 P9 -60.4 2,230
DNF 🇹🇭 A.Albon 14 0 0 P17 -34.5 1,995

Qualifying results are not available for this race.

Elo Changes