Prediction markets show mixed outlook for August U.S. jobs data after disappointing July report
Quick Look
Traders on prediction markets Kalshi and Polymarket see a 50-50 and 48% chance respectively that the U.S. added more than 50,000 jobs in August, below the Dow Jones consensus of 53,000, following two months of overestimated payroll forecasts; the official data will be released Friday at 8:30 a.m. ET.
AI-generated summary
Why It Matters
Prediction markets like Kalshi and Polymarket allow traders to speculate on economic outcomes using event contracts, with settlements based on official data such as the Bureau of Labor Statistics jobs report.
After a disappointing July payrolls report that showed the economy lost jobs that month, traders on prediction market platforms think August will show a rebound in hiring, though potentially not as strong as economists think.
Speculators on Kalshi see 50-50 odds that more than 50,000 jobs were created last month. That implies a slightly lower outlook than Dow Jones consensus estimate for 53,000 jobs created in August.
On the contracts on the market, traders are asked whether they think the U.S. added more than a certain number of jobs in the month. The contracts are resolved using official data from the Bureau of Labor Statistics.
Prediction market traders on Polymarket give a 48% likelihood the economy created more than 50,000 jobs in August.
For two months in a row, prediction market traders and economists have overestimated payroll numbers. Both expected job creation numbers in the six figures in June — when they actually came in just below 60,000 — and for the economy to create jobs in July when it ended up losing them.
Given that, traders on Kalshi see a wide range for a beat or miss. Speculators on the platform see about 1-in-4 odds for a contract that implies the U.S. actually lost jobs last month, and a similar likelihood for another contract that asks if the country created more than 80,000 jobs in the period.
The August employment reading will be delivered at 8:30 a.m. ET on Friday.
Disclosure: CNBC and Kalshi have a commercial relationship that includes customer acquisition and a minority investment.
What to Watch
AI outlook — possibilities, not facts
The U.S. will add more than 50,000 jobs in August
Possible · Within days
The August jobs data will be released on Friday at 8:30 a.m. ET
Very likely · Within days
Open Questions
- Will the August jobs data meet, exceed, or fall below prediction market expectations?
- How will the jobs report influence Federal Reserve interest rate decisions?
- What factors are causing the divergence between prediction market forecasts and economist estimates?






