Round 5 · 2007

Circuit de Monaco

Monte-Carlo, Monaco · May 27, 2007 · Circuit History · Wikipedia

Kings of this circuit
The race, in perspective

Race debrief

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

R052007
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22 stored results 22/22 Elo snapshots 22/22 numbered grid slots 0/22 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 443 earlier finishes across 35 races, 1997–2007. No results from this race enter its expectation.

0/22 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.

0/22 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 → P22vs expectedReading
F. AlonsoMcLaren #12491 No error range P1 Not assessedQualifying unavailable
L. HamiltonMcLaren #42272 No error range P2 Not assessedQualifying unavailable
F. MassaFerrari #22435 No error range P3 Not assessedQualifying unavailable
G. FisichellaRenault #32330 No error range P4 Not assessedQualifying unavailable
R. KubicaBMW Sauber #92141 No error range P5 Not assessedQualifying unavailable
N. HeidfeldBMW Sauber #62222 No error range P6 Not assessedQualifying unavailable
A. WurzWilliams #142053 No error range P7 Not assessedQualifying unavailable
K. RäikkönenFerrari #52247 No error range P8 Not assessedQualifying unavailable
S. SpeedToro Rosso #211928 No error range P9 Not assessedQualifying unavailable
R. BarrichelloHonda #72171 No error range P10 Not assessedQualifying unavailable
J. ButtonHonda #82146 No error range P11 Not assessedQualifying unavailable
N. RosbergWilliams #122078 No error range P12 Not assessedQualifying unavailable
H. KovalainenRenault #102137 No error range DNFEngine Not assessedQualifying unavailable
D. CoulthardRed Bull #152030 No error range P14 Not assessedQualifying unavailable
J. TrulliToyota #112106 No error range P15 Not assessedQualifying unavailable
R. SchumacherToyota #132068 No error range P16 Not assessedQualifying unavailable
T. SatoSuper Aguri #162026 No error range P17 Not assessedQualifying unavailable
A. DavidsonSuper Aguri #181963 No error range P18 Not assessedQualifying unavailable
C. AlbersSpyker #221918 No error range DNFDriveshaft Not assessedQualifying unavailable
A. SutilSpyker #191961 No error range DNFAccident Not assessedQualifying unavailable
M. WebberRed Bull #201957 No error range DNFGearbox Not assessedQualifying unavailable
V. LiuzziToro Rosso #171963 No error range DNFAccident Not assessedQualifying unavailable
How useful is the model? See the historical check

Average absolute error on 368 classified finishes in 28 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
2.48places
Qualifying only
2.55places
Elo only
3.00places

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

Speed+54.0 Elo

Largest Elo loss

Liuzzi−48.5 Elo

Largest grid-to-finish gain

Speed+9 places

The bigger picture

Championship after this round

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

  1. 1 Alonso 38pts +1
  2. 2 Hamilton 38pts −1
  3. 3 Massa 33pts 0
  4. 4 Räikkönen 23pts 0
  5. 5 Heidfeld 18pts 0

Movement since round 4. 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.

Spyker

AlbersDNF−18.4 Elo
SutilDNF−33.1 Elo

Non-finish recorded; no finishing gap comparison.

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 →
22
Result Entries
Avg Elo
Highest Elo (Alonso)
5
Non-finishes

Race

Qualifying

# Driver Grid +/- Points Season Pts Season # Elo Change Elo
P1 🇪🇸 F.Alonso 1 +10 38 P1 +18.6 2,510
P2 🇬🇧 L.Hamilton 2 +8 38 P2 +40.5 2,313
P3 🇧🇷 F.Massa 3 +6 33 P3 +9.7 2,445
P4 🇮🇹 G.Fisichella 4 +5 13 P6 +16.3 2,347
P5 🇵🇱 R.Kubica 8 +3 +4 12 P7 +42.6 2,184
P6 🇩🇪 N.Heidfeld 7 +1 +3 18 P5 +19.8 2,242
P7 🇦🇹 A.Wurz 11 +4 +2 2 P12 +45.4 2,098
P8 🇫🇮 K.Räikkönen 16 +8 +1 23 P4 +0.5 2,247
P9 🇺🇸 S.Speed 18 +9 0 0 P15 +54.0 1,982
P10 🇧🇷 R.Barrichello 9 -1 0 0 P16 -0.1 2,171
P11 🇬🇧 J.Button 10 -1 0 0 P18 -2.6 2,143
P12 🇩🇪 N.Rosberg 5 -7 0 5 P8 +3.4 2,082
DNF 🇫🇮 H.Kovalainen 15 0 3 P11 -15.7 2,122
P14 🇬🇧 D.Coulthard 13 -1 0 4 P9 -1.9 2,028
P15 🇮🇹 J.Trulli 14 -1 0 4 P10 -24.3 2,082
P16 🇩🇪 R.Schumacher 20 +4 0 1 P14 -24.1 2,044
P17 🇯🇵 T.Sato 21 +4 0 1 P13 -23.2 2,002
P18 🇬🇧 A.Davidson 17 -1 0 0 P19 -18.8 1,944
DNF 🇳🇱 C.Albers 22 0 0 P21 -18.4 1,900
DNF 🇩🇪 A.Sutil 19 0 0 P20 -33.1 1,927
DNF 🇦🇺 M.Webber 6 0 0 P17 -40.0 1,917
DNF 🇮🇹 V.Liuzzi 12 0 0 P22 -48.5 1,915

Qualifying results are not available for this race.

Elo Changes