Round 16 · 2000 · 8 Oct

Suzuka Circuit

Suzuka, Japan

Results & qualifying →

Race debrief

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Elo × qualifying → race result

Did they beat the expectation?

Experimental · v1
Model & data

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 319 earlier finishes across 30 races, 1996–2000. No results from this race enter its expectation.

22 stored results 22/22 Elo snapshots 22/22 numbered grid slots 22/22 qualifying results

Missing Elo or qualifying stays visible in the full grid. A grid position is not used as a qualifying result.

Top 3

Beat the estimate
  1. Michael Schumacher Ferrari · Elo #2 · Q1

    Expected P2.2 Finished P1

    +1.2places
  2. Mika Häkkinen McLaren · Elo #1 · Q2

    Expected P2.5 Finished P2

    +0.5places

Flop 3

Below the estimate
  1. Giancarlo Fisichella Benetton · Elo #19 · Q12

    Expected P7.7 Finished P14

    −6.3places
  2. Jarno Trulli Jordan · Elo #21 · Q15

    Expected P9.0 Finished P13

    −4.0places
  3. Gastón Mazzacane Minardi · Elo #17 · Q22

    Expected P11.3 Finished P15

    −3.7places
15/22 entrants assessed. DNFs excluded. How we rank

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.

DriverPre-race EloQualifyingExpectedResultP1 ← position → P22vs expectedReading
M. SchumacherFerrari #22358 P1 P2.2P1–P6 P1 +1.2places In range
M. HäkkinenMcLaren #12397 P2 P2.5P1–P7 P2 +0.5places In range
D. CoulthardMcLaren #32347 P3 P3.0P1–P7 P3 0.0places In range
R. BarrichelloFerrari #42293 P4 P3.5P1–P8 P4 −0.5places In range
J. ButtonWilliams #132105 P5 P4.6P1–P9 P5 −0.4places In range
J. VilleneuveBAR #62219 P9 P5.5P1–P10 P6 −0.5places In range
J. HerbertJaguar #152047 P10 P6.7P3–P11 P7 −0.3places In range
E. IrvineJaguar #112133 P7 P5.2P1–P9 P8 −2.8places In range
R. ZontaBAR #82151 P18 P9.0P5–P13 P9 0.0places In range
M. SaloSauber #92140 P19 P9.5P5–P13 P10 −0.5places In range
P. DinizSauber #122119 P20 P10.1P6–P14 P11 −0.9places In range
P. de la RosaArrows #221952 P13 P8.4P4–P12 P12 −3.6places In range
J. TrulliJordan #211960 P15 P9.0P5–P13 P13 −4.0places In range
G. FisichellaBenetton #191998 P12 P7.7P4–P12 P14 −6.3places Below range
G. MazzacaneMinardi #172040 P22 P11.3P7–P15 P15 −3.7places In range
M. GenéMinardi #142070 P21 P10.6P7–P15 DNFEngine — Not assessedDNF: Engine
R. SchumacherWilliams #52242 P6 P4.3P1–P8 DNFSpun off — Not assessedDNF: Spun off
N. HeidfeldProst #182015 P16 P9.1P5–P13 DNFSuspension — Not assessedDNF: Suspension
A. WurzBenetton #102138 P11 P6.6P3–P11 DNFSpun off — Not assessedDNF: Spun off
H. FrentzenJordan #72156 P8 P5.2P1–P9 DNFHydraulics — Not assessedDNF: Hydraulics
J. AlesiProst #201965 P17 P9.7P6–P14 DNFEngine — Not assessedDNF: Engine
J. VerstappenArrows #162047 P14 P8.2P4–P12 DNFElectrical — Not assessedDNF: Electrical
How useful is the model? See the historical check

Average absolute error on 110 classified finishes in 10 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
2.28places
Qualifying only
2.34places
Elo only
2.73places

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

Button+53.0 Elo

Largest grid-to-finish gain

Zonta+9 places

The bigger picture

Championship after this round

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

  1. 1 Schumacher 98pts 0
  2. 2 Häkkinen 86pts 0
  3. 3 Coulthard 67pts 0
  4. 4 Barrichello 58pts 0
  5. 5 Schumacher 24pts 0

Movement since round 15. 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.

Williams

ButtonP5+53.0 Elo
SchumacherDNF−63.6 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · Button 0.160s faster

BAR

VilleneuveP6+22.4 Elo
ZontaP9+13.8 Elo

3 places apart at the finish.

Q1 · Villeneuve 1.002s faster

Jaguar

HerbertP7+50.0 Elo
IrvineP8+25.1 Elo

1 place apart at the finish.

Q1 · Irvine 0.430s faster

Sauber

SaloP10+8.7 Elo
DinizP11+5.7 Elo

1 place apart at the finish.

Q1 · Salo 0.086s faster

Arrows

de la RosaP12+31.2 Elo
VerstappenDNF−60.8 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · de la Rosa 0.022s faster

Jordan

TrulliP13+22.3 Elo
FrentzenDNF−68.5 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · Frentzen 0.436s faster

Benetton

FisichellaP14+8.0 Elo
WurzDNF−57.5 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · Wurz 0.131s faster

Minardi

MazzacaneP15−7.7 Elo
GenéDNF−21.2 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · Gené 0.490s faster

Prost

HeidfeldDNF−24.9 Elo
AlesiDNF−37.7 Elo

Non-finish recorded; no finishing gap comparison.

Q1 · Heidfeld 0.068s faster

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 →