Highest temperature in Denver on Oct 31, 2026: 58° to 59° — it happened. How PBE scored.
58° to 59°: YES. PBE's final pre-resolution forecast was 13% against a 16% market. The designated forecasts, the market at the same moments, and the scores — fixed before the outcome.
Photo: Quintin Soloviev · CC BY 4.0 · Wikimedia Commons
Resolved Nov 1 14:04Z · verified against NWS CLI CLIDEN product 202611010733-KBOU-CDUS45-CLIDEN
Highest temperature in Denver on Oct 31, 2026?
58° to 59° · RESOLVED
Quick read
- Result: 58° to 59°: YES; official check 58 degF agrees with the venue.
- PBE at the final pre-resolution snapshot: 13%; market at that moment 16%.
- Mean Brier at the final checkpoint: PBE 0.159, market 0.163 (n=6).
- Scoring snapshots were fixed by rule (designation/1) before the outcome existed.
What happened
Highest temperature in Denver on Oct 31, 2026 resolved with 58° to 59°: YES. The venue settled at Nov 1 14:04Z (expiration value 58.00); PropBetEdge's independent check — NWS CLI CLIDEN product 202611010733-KBOU-CDUS45-CLIDEN — recorded 58 degF, which agrees with the settlement (source).
What PBE said before it happened
The snapshots that count were fixed by rule before the outcome: the first published forecast, the forecast in force 24 hours before the reference time (only if one existed), and the last forecast before it. Each is shown with the Kalshi mid captured at the same moment.
| Outcome | Result | First published | T−24 h | Final pre-resolution |
|---|---|---|---|---|
| 58° to 59° | YES | 13% (mkt 14%) | — | 13% (mkt 16%) |
| 57° or below | NO | 12% (mkt 9%) | — | 12% (mkt 11%) |
| 60° to 61° | NO | 27% (mkt 26%) | — | 27% (mkt 38%) |
| 62° to 63° | NO | 30% (mkt 23%) | — | 30% (mkt 35%) |
| 64° to 65° | NO | 13% (mkt 20%) | — | 13% (mkt 6%) |
| 66° or above | NO | 7% (mkt 7%) | — | 7% (mkt 2%) |
How it scored
Scores compare PBE and the market on the same designated snapshot — a lower Brier score or log loss is better. At the final pre-resolution checkpoint PBE's mean Brier score across 6 contracts was 0.159 against 0.163 for the market. One event is not evidence of skill in either direction.
| Checkpoint | Method | PBE | Market | n (PBE) | n (market) |
|---|---|---|---|---|---|
| First published | Brier | 0.159 | 0.150 | 6 | 6 |
| First published | Log loss | 0.509 | 0.479 | 6 | 6 |
| Final pre-resolution | Brier | 0.159 | 0.163 | 6 | 6 |
| Final pre-resolution | Log loss | 0.509 | 0.485 | 6 | 6 |
This event adds 6 resolved contracts to the model's live record (1170 resolved in total). Live calibration is published once 30 have resolved.
Evidence & method
What this story is based on. Every value above was read from these immutable records.
| Outcome | Model | Snapshot | Compared with | Captured | Data cutoff | Market |
|---|---|---|---|---|---|---|
| 58° to 59° | pbe-weather-maxtemp@1.1.0 · RESEARCH | 5b9c4f5f-e75a-4efd-b27e-6def8ccdb373 | e638a63c-147e-457f-b77f-c69b7a585d26 | Oct 31 05:00Z | Oct 31 05:00Z | 16% |
| 57° or below | pbe-weather-maxtemp@1.1.0 · RESEARCH | 48cb57a1-fb4f-480e-8840-c2e684ab8f67 | 2d0ef038-e5ca-42c2-a873-4cd1c32cd085 | Oct 31 05:00Z | Oct 31 05:00Z | 11% |
| 60° to 61° | pbe-weather-maxtemp@1.1.0 · RESEARCH | f1950b62-8820-4131-add3-3c93a0599e79 | da4f1444-e024-49e4-b1e6-928bd4cf5ff5 | Oct 31 05:00Z | Oct 31 05:00Z | 38% |
| 62° to 63° | pbe-weather-maxtemp@1.1.0 · RESEARCH | 6b15dba2-ccb3-4a01-ae23-d8597353a618 | 66fc552c-d6e4-483e-b8f2-3299239e612a | Oct 31 05:00Z | Oct 31 05:00Z | 35% |
| 64° to 65° | pbe-weather-maxtemp@1.1.0 · RESEARCH | 00f92eea-5683-4898-a15e-74cc1faca08f | 1f2cc1d2-f95b-4a51-9a6e-4b2a4bf9731c | Oct 31 05:00Z | Oct 31 05:00Z | 6% |
| 66° or above | pbe-weather-maxtemp@1.1.0 · RESEARCH | e87ca8eb-2fe3-4263-be29-e4fab0436991 | b179a5f4-6218-4a66-9814-91bde0de782f | Oct 31 05:00Z | Oct 31 05:00Z | 2% |
Source families: NWS CLI CLIDEN product 202611010733-KBOU-CDUS45-CLIDEN. Market = Kalshi mid captured with each snapshot.
- Resolves on
- The Weather Company (weather.com/kalshi) — The Weather Company daily maximum temperature for CLIDEN (weather.com/kalshi)
- Independent check
- NWS Daily Climate Report CLIDEN (WFO BOU); NOAA RCC-ACIS USW00003017
- Measurement
- Maximum temperature for the climate day 2026-10-31, 00:00-24:00 local standard time (UTC-7)
- Rounding
- Whole degrees Fahrenheit as reported; preliminary values may differ by rounding/conversion
- Exceptions
- Preliminary data may be revised; the exchange may hold expiration until a non-erroneous revision, else last fair price
- Pre-window only; no current-conditions input
- Guidance can run cold/hot in unusual regimes (see LA diagnostic, 2026-10-04)
Weather · daily high — inputs: National Blend of Models day max (GFS MOS fallback) + station empirical guidance-error tables. This model on the research board →
Market prices are a benchmark only and never enter a PropBetEdge model. Research-stage probabilities; not advice.