Round 3 · 1982

Long Beach

California, USA · April 04, 1982 · Circuit History · Wikipedia

The race, in perspective

Race debrief

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

R031982
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31 stored results 31/31 Elo snapshots 26/31 numbered grid slots 0/31 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.

0/31 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.

0/31 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 → P31vs expectedReading
N. LaudaMcLaren #172142 No error range P1 Not assessedQualifying unavailable
K. RosbergWilliams #162152 No error range P2 Not assessedQualifying unavailable
R. PatreseBrabham #202126 No error range P3 Not assessedQualifying unavailable
M. AlboretoTyrrell #42284 No error range P4 Not assessedQualifying unavailable
E. de AngelisTeam Lotus #62256 No error range P5 Not assessedQualifying unavailable
J. WatsonMcLaren #22454 No error range P6 Not assessedQualifying unavailable
N. MansellTeam Lotus #102216 No error range P7 Not assessedQualifying unavailable
J. MassMarch #112201 No error range P8 Not assessedQualifying unavailable
R. BoeselMarch #251996 No error range P9 Not assessedQualifying unavailable
S. BorguddTyrrell #152153 No error range P10 Not assessedQualifying unavailable
G. VilleneuveFerrari #212125 No error range DSQDisqualified Not assessedQualifying unavailable
E. CheeverLigier #222086 No error range DNFGearbox Not assessedQualifying unavailable
A. de CesarisAlfa Romeo #182135 No error range DNFSpun off Not assessedQualifying unavailable
B. HentonArrows #311806 No error range DNFSpun off Not assessedQualifying unavailable
R. GuerreroEnsign #291893 No error range DNFSpun off Not assessedQualifying unavailable
J. LaffiteLigier #92232 No error range DNFSpun off Not assessedQualifying unavailable
J. JarierOsella #142158 No error range DNFTransmission Not assessedQualifying unavailable
N. PiquetBrabham #32336 No error range DNFSpun off Not assessedQualifying unavailable
D. DalyTheodore #232070 No error range DNFSpun off Not assessedQualifying unavailable
M. AndrettiWilliams #52280 No error range DNFCollision Not assessedQualifying unavailable
A. ProstRenault #12476 No error range DNFSpun off Not assessedQualifying unavailable
D. PironiFerrari #72251 No error range DNFSpun off Not assessedQualifying unavailable
R. ArnouxRenault #122187 No error range DNFCollision Not assessedQualifying unavailable
B. GiacomelliAlfa Romeo #82249 No error range DNFCollision Not assessedQualifying unavailable
E. SalazarATS #132178 No error range DNFCollision Not assessedQualifying unavailable
M. WinkelhockATS #192132 No error range DNFCollision Not assessedQualifying unavailable
T. FabiToleman #271908 Grid unnumbered No error range DNQDid not qualify Not assessedQualifying unavailable
R. PalettiOsella #281897 Grid unnumbered No error range DNQDid not qualify Not assessedQualifying unavailable
C. SerraFittipaldi #261960 Grid unnumbered No error range DNQDid not qualify Not assessedQualifying unavailable
M. BaldiArrows #242040 Grid unnumbered No error range DNQDid not qualify Not assessedQualifying unavailable
D. WarwickToleman #301821 Grid unnumbered No error range DNQDid not qualify 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

Lauda+97.5 Elo

Largest Elo loss

Prost−103.1 Elo

Largest grid-to-finish gain

Patrese+15 places

The bigger picture

Championship after this round

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

  1. 1 Prost 18pts 0
  2. 2 Lauda 12pts +5
  3. 3 Rosberg 8pts +6
  4. 4 Watson 8pts −2
  5. 5 Reutemann 6pts −2

Movement since round 2. 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.

Ligier

CheeverDNF+39.0 Elo
LaffiteDNF−23.1 Elo

Non-finish recorded; no finishing gap comparison.

Arrows

HentonDNF+81.6 Elo
BaldiDNQ−68.4 Elo

Non-finish recorded; no finishing gap comparison.

Osella

JarierDNF−11.7 Elo
PalettiDNQ−25.2 Elo

Non-finish recorded; no finishing gap comparison.

Renault

ProstDNF−103.1 Elo
ArnouxDNF−58.3 Elo

Non-finish recorded; no finishing gap comparison.

ATS

SalazarDNF−69.2 Elo
WinkelhockDNF−64.4 Elo

Non-finish recorded; no finishing gap comparison.

Toleman

FabiDNQ−20.6 Elo
WarwickDNQ−32.4 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 →
31
Result Entries
Avg Elo
Highest Elo (Watson)
21
Non-finishes

Race

Qualifying

# Driver Grid +/- Points Season Pts Season # Elo Change Elo
P1 🇦🇹 N.Lauda 2 +1 +9 12 P2 +97.5 2,239
P2 🇫🇮 K.Rosberg 8 +6 +6 8 P3 +88.5 2,240
P3 🇮🇹 R.Patrese 18 +15 +4 4 P8 +88.4 2,214
P4 🇮🇹 M.Alboreto 12 +8 +3 6 P6 +43.8 2,327
P5 🇮🇹 E.de Angelis 16 +11 +2 2 P10 +43.6 2,299
P6 🇬🇧 J.Watson 11 +5 +1 8 P4 -1.4 2,453
P7 🇬🇧 N.Mansell 17 +10 0 4 P7 +39.7 2,256
P8 🇩🇪 J.Mass 21 +13 0 0 P14 +37.0 2,238
P9 🇧🇷 R.Boesel 23 +14 0 0 P15 +79.6 2,076
P10 🇸🇪 S.Borgudd 24 +14 0 0 P13 +35.7 2,188
DSQ 🇨🇦 G.Villeneuve 7 0 0 P27 +36.1 2,161
DNF 🇺🇸 E.Cheever 13 0 0 P23 +39.0 2,125
DNF 🇮🇹 A.de Cesaris 1 0 0 P20 +20.3 2,155
DNF 🇬🇧 B.Henton 20 0 0 P24 +81.6 1,887
DNF 🇨🇴 R.Guerrero 19 0 0 P25 +61.0 1,954
DNF 🇫🇷 J.Laffite 15 0 0 P26 -23.1 2,209
DNF 🇫🇷 J.Jarier 10 0 0 P17 -11.7 2,147
DNF 🇧🇷 N.Piquet 6 0 0 P28 -59.4 2,276
DNF 🇮🇪 D.Daly 22 0 0 P21 -3.3 2,067
DNF 🇺🇸 M.Andretti 14 0 0 P30 -60.5 2,219
DNF 🇫🇷 A.Prost 4 0 18 P1 -103.1 2,372
DNF 🇫🇷 D.Pironi 9 0 1 P12 -67.0 2,184
DNF 🇫🇷 R.Arnoux 3 0 4 P9 -58.3 2,129
DNF 🇮🇹 B.Giacomelli 5 0 0 P19 -79.8 2,170
DNF 🇨🇱 E.Salazar 26 0 0 P16 -69.2 2,109
DNF 🇩🇪 M.Winkelhock 25 0 2 P11 -64.4 2,068
DNQ 🇮🇹 T.Fabi 0 0 0 P31 -20.6 1,887
DNQ 🇮🇹 R.Paletti 0 0 0 P32 -25.2 1,872
DNQ 🇧🇷 C.Serra 0 0 0 P22 -44.1 1,916
DNQ 🇮🇹 M.Baldi 0 0 0 P18 -68.4 1,972
DNQ 🇬🇧 D.Warwick 0 0 0 P29 -32.4 1,789

Qualifying results are not available for this race.

Elo Changes