Round 12 · 1986

Red Bull Ring

Spielberg, Austria · August 17, 1986 · Circuit History · Wikipedia

Kings of this circuit
The race, in perspective

Race debrief

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

R121986
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26 stored results 26/26 Elo snapshots 26/26 numbered grid slots 0/26 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.

This race has insufficient earlier history: 0/20 races and 0/200 classified finishes with Elo and qualifying. Estimates are withheld.

0/26 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.

0/26 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 → P26vs expectedReading
A. ProstMcLaren #32357 No error range P1 Not assessedQualifying unavailable
M. AlboretoFerrari #152089 No error range P2 Not assessedQualifying unavailable
S. JohanssonFerrari #82149 No error range P3 Not assessedQualifying unavailable
A. JonesLola #182037 No error range P4 Not assessedQualifying unavailable
P. TambayLola #122127 No error range P5 Not assessedQualifying unavailable
C. DannerArrows #211949 No error range P6 Not assessedQualifying unavailable
G. BergerBenetton #162087 No error range P7 Not assessedQualifying unavailable
H. RothengatterZakspeed #221941 No error range P8 Not assessedQualifying unavailable
K. RosbergMcLaren #72160 No error range DNFElectrical Not assessedQualifying unavailable
R. ArnouxLigier #52294 No error range P10 Not assessedQualifying unavailable
P. GhinzaniOsella #261831 No error range P11 Not assessedQualifying unavailable
N. MansellWilliams #12445 No error range DNFHalfshaft Not assessedQualifying unavailable
N. PiquetWilliams #22395 No error range DNFEngine Not assessedQualifying unavailable
T. BoutsenArrows #142094 No error range DNFTurbo Not assessedQualifying unavailable
T. FabiBenetton #191972 No error range DNFEngine Not assessedQualifying unavailable
P. AlliotLigier #201959 No error range DNFEngine Not assessedQualifying unavailable
A. NanniniMinardi #231910 No error range DNFSuspension Not assessedQualifying unavailable
A. de CesarisMinardi #251900 No error range DNFClutch Not assessedQualifying unavailable
A. SennaTeam Lotus #42332 No error range DNFEngine Not assessedQualifying unavailable
M. BrundleTyrrell #62198 No error range DNFTurbo Not assessedQualifying unavailable
P. StreiffTyrrell #92143 No error range DNFEngine Not assessedQualifying unavailable
J. DumfriesTeam Lotus #102132 No error range DNFEngine Not assessedQualifying unavailable
J. PalmerZakspeed #132114 No error range DNFEngine Not assessedQualifying unavailable
A. BergOsella #241906 No error range DNFElectrical Not assessedQualifying unavailable
R. PatreseBrabham #172055 No error range DNFEngine Not assessedQualifying unavailable
D. WarwickBrabham #112127 No error range DNSWithdrew Not assessedQualifying unavailable
How useful is the model? See the historical check

There is not enough earlier history for a rolling hold-out check yet.

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

Danner+87.2 Elo

Largest Elo loss

Warwick−96.1 Elo

Largest grid-to-finish gain

Danner+16 places

The bigger picture

Championship after this round

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

  1. 1 Mansell 55pts 0
  2. 2 Prost 53pts +2
  3. 3 Senna 48pts −1
  4. 4 Piquet 47pts −1
  5. 5 Rosberg 19pts 0

Movement since round 11. 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.

McLaren

ProstP1+38.3 Elo
RosbergDNF+19.0 Elo

Non-finish recorded; no finishing gap comparison.

Arrows

DannerP6+87.2 Elo
BoutsenDNF−2.2 Elo

Non-finish recorded; no finishing gap comparison.

Benetton

BergerP7+49.9 Elo
FabiDNF+17.8 Elo

Non-finish recorded; no finishing gap comparison.

Ligier

ArnouxP10−15.8 Elo
AlliotDNF+13.2 Elo

Non-finish recorded; no finishing gap comparison.

Osella

GhinzaniP11+72.9 Elo
BergDNF−33.8 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 →
26
Result Entries
Avg Elo
Highest Elo (Prost)
16
Non-finishes

Race

Qualifying

# Driver Grid +/- Points Season Pts Season # Elo Change Elo
P1 🇫🇷 A.Prost 5 +4 +9 53 P2 +38.3 2,395
P2 🇮🇹 M.Alboreto 9 +7 +6 12 P9 +85.4 2,174
P3 🇸🇪 S.Johansson 14 +11 +4 14 P7 +64.6 2,214
P4 🇦🇺 A.Jones 16 +12 +3 3 P12 +82.7 2,120
P5 🇫🇷 P.Tambay 13 +8 +2 2 P14 +55.1 2,182
P6 🇩🇪 C.Danner 22 +16 +1 1 P18 +87.2 2,037
P7 🇦🇹 G.Berger 2 -5 0 6 P10 +49.9 2,137
P8 🇳🇱 H.Rothengatter 24 +16 0 0 P22 +74.5 2,016
DNF 🇫🇮 K.Rosberg 3 0 19 P5 +19.0 2,179
P10 🇫🇷 R.Arnoux 12 +2 0 14 P8 -15.8 2,278
P11 🇮🇹 P.Ghinzani 25 +14 0 0 P26 +72.9 1,904
DNF 🇬🇧 N.Mansell 6 0 55 P1 -53.6 2,391
DNF 🇧🇷 N.Piquet 7 0 47 P4 -54.0 2,341
DNF 🇧🇪 T.Boutsen 18 0 0 P19 -2.2 2,092
DNF 🇮🇹 T.Fabi 1 0 2 P15 +17.8 1,989
DNF 🇫🇷 P.Alliot 11 0 0 P25 +13.2 1,972
DNF 🇮🇹 A.Nannini 19 0 0 P28 +15.8 1,926
DNF 🇮🇹 A.de Cesaris 23 0 0 P29 +10.5 1,911
DNF 🇧🇷 A.Senna 8 0 48 P3 -87.2 2,244
DNF 🇬🇧 M.Brundle 17 0 5 P11 -68.4 2,129
DNF 🇫🇷 P.Streiff 20 0 1 P17 -63.6 2,079
DNF 🇬🇧 J.Dumfries 15 0 2 P13 -68.3 2,063
DNF 🇬🇧 J.Palmer 21 0 0 P21 -71.5 2,043
DNF 🇨🇦 A.Berg 26 0 0 P27 -33.8 1,872
DNF 🇮🇹 R.Patrese 4 0 2 P16 -72.5 1,983
DNS 🇬🇧 D.Warwick 10 0 0 P20 -96.1 2,031

Qualifying results are not available for this race.

Elo Changes