← Back to Track Record

Temperature in Los Angeles on Aug 17, 2026 at 12pm EDT?

Weather · Kalshi · Called YES, verified LOSS · Aug 17, 2026
View the original Kalshi market →
Verified Outcome
LOSS
PillarLab called 72° or above to win (YES @ 39%).
Result: 72° or above did not win. The call was wrong.
Analyzed: Aug 17, 2026, 3:23 PM UTC
Market resolved: Aug 17, 2026, 5:31 PM UTC
Called 2h before resolution. The call was made before the outcome was known.

https://kalshi.com/markets/kxtemplaxh/hourly-directional-los-angeles-temperature/KXTEMPLAXH-26AUG1712?utm_source=kalshiapp_eventpage&referral=ef1ac06b-9a59-4f1a-8c8c-325b0a46ebf6

PillarLab
📡 Fetching Kalshi data...
PillarLab
✅ Got data from Kalshi API!0.4s
PillarLab
🔍 Step 1: Detecting market type and category...
PillarLab
✅ Category: 🌦️ WEATHER ✅ Type: MULTI_CANDIDATE 📊 Market: Temperature in Los Angeles on Aug 17, 2026 at 12pm EDT? 📅 Date: 2026-08-17T16:05:00.000Z 💰 Volume: $1,960 Current Odds: • 66° or above: 97% • 65° or above: 97% • 68° or above: 97% • 67° or above: 97% • 69° or above: 97% • 70° or above: 92% • 71° or above: 85% • 72° or above: 39%1.3s
PillarLab
⏳ Step 2: Gathering intelligence (parallel)...
PillarLab
✅ Intelligence gathered: Forecast Models (GFS/ECMWF/NWS) · Historical Base Rate (NOAA) · Forecast Uncertainty / Ensemble · Storm Tracking (NHC) · Station Data (NWS official — authoritative) · Candidate Dossiers (case for + case against, every candidate ≥2%)36.7s
PillarLab
🧠 Step 3: Deep Analysing across all 9 pillars — hang tight, ~20s...
PillarLab

📊 Market Summary

⚠️ Protect your money — this resolves in about 42 minutes. No research signal (technicals, fundamentals, macro news, forecasts, polls) can move that fast. The analysis below is real, but at this horizon the price is mostly short-term noise, not a mispricing you can trade on. Treat this like a coin flip, not an edge — size accordingly.

🌦️ Temperature in Los Angeles on Aug 17, 2026 at 12pm EDT?

OutcomeCurrent Odds
66° or above97%
65° or above97%
68° or above97%
67° or above97%
69° or above97%
70° or above92%
71° or above85%
72° or above39%
73° or above13%
74° or above5%

10 options total

PillarLab

🎯 Best Trade

  • Action: 72° or above — YES @ 39%

  • Confidence: 🔴 LOW · Uncertainty: MEDIUM

  • Why: The trailing side here is the 72° or above threshold, which sits at 39% but faces a tough setup: the observed station temperature at KLAX is only 69.8°F at 15:05Z (8:05am PDT), and the coastal marine layer typically keeps morning temperatures low. The NWS forecast high of 78°F is for the daily high, not the 12pm EDT reading, and the raw model spread of 13.3°F indicates significant uncertainty. The market's 39% price already reflects this uncertainty, but the observed data suggests the true probability is slightly lower, making the NO side the better value.

PillarLab

📋 Why Each Contender Can Fall Short

You don't need to call the winner. In a 10-outcome field, most names simply don't win — so the useful read is why each top contender can fall short. Ranked by the market, with the fact-based case against each:

1. 72° or above — 39%

  • NWS point forecast for the daily high is 78°F, but the 12pm EDT (9am PDT) temperature is typically much cooler, often in the 60s-70s.
  • Observed station temperature at 15:05Z is 69.8°F, which is below the forecast high and suggests a slower warm-up than models predict.
  • Coastal marine layer at KLAX keeps morning temperatures low, and the raw model spread (13.3°F) indicates high uncertainty.
  • Prediction markets for the daily high center on 78-79°F, but that is the high, not the 12pm EDT reading.

2. 73° or above — 13%

  • The 73°+ threshold requires a rapid warm-up by 12pm EDT, which is unlikely given the observed 69.8°F at 15:05Z.
  • The marine layer typically keeps LAX temperatures below 73°F until later in the afternoon.
  • The NWS forecast high of 78°F is for the daily high, not the 12pm EDT reading, so the probability of exceeding 73°F by noon is low.
  • The raw model spread is wide, but the coastal bias at KLAX makes the higher thresholds less likely.

3. 74° or above — 5%

  • The 74°+ threshold is even more demanding, requiring a near-record warm-up by 12pm EDT.
  • Observed station temperature of 69.8°F at 15:05Z makes it highly unlikely to reach 74°F by 12pm EDT.
  • The marine layer and coastal influence at KLAX strongly suppress morning temperatures.
  • The market's 5% price reflects the low probability, and no evidence suggests it is mispriced.
PillarLab

📈 Where the Market Stands

OptionMarketRead
66° or above39%⚪ FAIR
65° or above13%⚪ FAIR
68° or above5%⚪ FAIR

Verdicts compare my own read against the market price — 🟢 UNDERPRICED (market has it too low) · 🔴 OVERPRICED (market has it too high). The analysis below is the why.

PillarLab

🔬 9-Pillar Analysis (Meteorological Method)

🌡️ 1. Forecast Consensus

My Vegas Line reads the 72° or above threshold as the key battleground at 39%, with the NWS point forecast of 78°F for the daily high supporting the higher thresholds but the 12pm EDT timing leaving the 72°+ outcome genuinely uncertain.

📊 2. Ensemble Spread

The raw model spread for Aug 17 is 13.3°F (GFS 76.2°F, ECMWF 89.5°F, ICON 83.5°F), far exceeding the ~2°F band width, indicating the models do not agree and no single band is defensible with high confidence.

⏳ 3. Forecast Skill Decay

The contract resolves today (0-day horizon), which is the highest-confidence window for same-day forecasts, but the observed station temperature of 69.8°F at 15:05Z is already below the NWS forecast high, suggesting the day may be running cooler than forecast.

📈 4. Historical Base Rate

Climatologically, Los Angeles on Aug 17 has a daily high around 78°F, but the 12pm EDT (9am PDT) temperature is typically much cooler, often in the 60s-70s, making the 72°+ threshold a coin-flip at best.

🔀 5. Model Divergence

The ECMWF model is the outlier at 89.5°F, which would support the higher thresholds, but if the GFS (76.2°F) is right, the 72°+ and 73°+ contracts are significantly overpriced.

📍 6. Micro-Climate Bias

KLAX is a coastal station with a strong marine layer influence, so it reads cooler than inland grid cells; the observed 69.8°F at 15:05Z confirms this bias, making the 72°+ threshold less likely than the raw model spread suggests.

🌀 7. Storm Track

No tropical storm or hurricane affects Los Angeles; the only relevant weather is a Heat Advisory starting Aug 18, which does not impact today's 12pm EDT temperature.

💰 8. Market Pricing

MEDIUM - The market prices 72° or above at 39%, but the observed station temperature of 69.8°F and the coastal marine layer suggest the true probability is lower, around 30-35%, making the 72°+ contract slightly overpriced.

⚡ 9. Contrarian Check

The main contrarian risk is that the marine layer burns off faster than expected and the temperature spikes by 12pm EDT, pushing the 72°+ threshold over; however, the observed 69.8°F at 15:05Z (8:05am PDT) suggests a slow warm-up, so the risk is limited.

PillarLab

⚠️ Disclaimer: AI can make mistakes. This is not financial advice, and not a meteorological forecast — verify against NWS/NOAA and current model output before placing any trades.

Stop guessing. See the edge.

Paste any Kalshi or Polymarket market. PillarLab runs a full 9-pillar analysis and hands you a Best Trade call in about 30 seconds.

Free to start · 10 credits · no card

PillarLab AI is an AI prediction-market analyzer that runs a 9-pillar analysis on Kalshi and Polymarket markets and publishes a public, settlement-verified track record of its decisive calls.