“Wisdom of the crowd” effect proven on daily weather markets. Goes to show how powerful these prediction markets can be on something that remains unpredictable!
Now can we assimilate these probabilities into the global ensembles..?
A new paper from Alexander W. Crosier examines Kalshi’s next-day weather markets.
The findings:
• Kalshi beats the most accurate public forecast, the National Blend of Models (NBM), in six of seven cities studied.
• Kalshi outperforms NBM by 10% a day ahead.
• Kalshi beats a weighted blend of public forecasts at every horizon tested: day ahead, evening before, and morning of.
From daily plans to decisions about flights, farming, and energy supply, better weather forecasts help people make better decisions.
That’s the value of price discovery on an open exchange: trading produces useful information for everyone.
How do traders improve on forecasts built by meteorologists? The paper explains:
“Traders do not need to make a better weather model than the meteorologists. They only need to start from what has been published and add anything that the weather guidance missed.”
Markets give people a financial incentive to be right. Traders build sophisticated models, analyze public forecasts, and seek out information others have missed. They compete to identify and offer better prices, incorporating that information into the market’s forecast.
The benefits extend to everyone: the resulting forecast is available to people who never place a trade. ~75% of people who use Kalshi come for the forecasts, not to trade.
The Weather Company, Fox Weather, and thousands of everyday people are using Kalshi’s weather data: markets turn competing analyses into information people can use.
Read the full paper here: arxiv.org/pdf/2609.23969
Tyler Pardun retweeted
CHI 59 - CAR 37
🚨 SCORIGAMI 🚨
That is the 1096th unique score in NFL history, and the 1st of the 2026 season.
There is no surface flow
LP supercell near Morris #ilwx struggling to keep its meso alive and well
LP supercell near Morris #ilwx struggling to keep its meso alive and well
Yapping about tornadoes and mobile mesonets, learning more science, and Wisconsin beer made for a great week at #32SLS and #AMSMadisonSummit!
Excited to present some of my Ph.D work at #32SLS. Some great and talented researchers presenting talks and posters, looking forward to a great rest of the week!
In 109 supercells, tornadic storms tended to have stronger, more organized rear-flank winds directed toward the low-level mesocyclone. Buoyancy differences were small, suggesting that outflow organization mattered more than whether it was warmer or colder. #AMSMadisonSummit
Smoky skies in Lake Zurich #ilwx causing extreme air quality alerts across Chicagoland today
Day trip in my hometown as I sit in a Starbucks and work on my dissertation. I walk amongst chicagoans who don’t know that I know about supercell tornadogenesis
Scanning a supercell near Trenton, #newx with our assets. My, that inflow feels good on the skin



























