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Prediction Market Traders Bet September Jobs Report Will Beat Economists’ Forecast

Traders bet the September jobs report will beat economists' estimates, per Kalshi and Polymarket prediction markets.

By mitch·4 min read
Traders watch screens displaying data charts in a modern trading room.

Prediction market traders are betting the September jobs report will top the economists’ average guess. The numbers come from Kalshi, where traders think there’s a 60% chance the U.S. added more than 90,000 jobs in September. Polymarket shows similar odds, with speculators putting almost even money on a six-figure figure. That’s higher than the Dow Jones consensus economist forecast.

The markets are resolved using official data. Traders buy contracts tied to whether the U.S. added more than a certain number of jobs in the month. The result settles once the official figure is released.

The August Surprise

August’s report surprised everyone. The U.S. added 162,000 jobs during the month, far more than expected. That rebound came after a stretch earlier in the summer when the labor market showed signs of weakness.

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The strong number gave monetary policymakers at the Federal Reserve greater cover to focus on its inflation mandate, which remains above target. The Fed raised interest rates at its September meeting, and the August report helped justify that move.

What the Numbers Mean

Kalshi traders think there’s a 60% chance the country added more than 90,000 jobs in September. That’s a majority expectation, not a small bet. The platform also puts almost even money on CNBC’s report coming in at six figures.

Polymarket shows a similar picture. Its contracts also resolve on official data, just like Kalshi’s. Both platforms are measuring the same thing — trader expectations for the jobs number — and both arrive at roughly the same conclusion.

The Dow Jones consensus economist forecast sits below both of them. Traders are pricing in a stronger outcome.

How the Markets Work

Prediction markets work by letting people bet on future events. In this case, the event is the September jobs report. Traders buy contracts that pay off if the number exceeds a certain threshold.

The market resolves when the official figure is released. Traders are essentially predicting the outcome of a government survey.

The format forces participants to commit to a view. You can’t hedge both directions — you have to pick a side. That commitment makes the market’s aggregate view more meaningful than a poll.

The Summer Weakness

Earlier this year, the labor market showed weakness. Job growth slowed, and some indicators suggested the economy was cooling.

Then August arrived, and the number jumped. The 162,000 figure was a surprise, and it reversed the trend. The rebound was notable enough that it changed the narrative around the economy.

The Federal Reserve took note. With inflation still above target, the strong jobs report gave the central bank room to raise rates without worrying about a weakening economy. The September rate hike followed.

The Week Ahead

The September report is scheduled for release on Friday. Before that, ADP’s national employment report comes out Wednesday.

ADP’s report is a private-sector estimate, not a government figure. It often moves in the same direction as the official report, but it isn’t the final word. Traders will look at it as an early signal, but the official figure is the one that counts.

Release Date/Time What It Measures
ADP national employment report Wednesday Private-sector jobs estimate
September jobs report Friday Official data

Why Traders Are Confident

The trader confidence comes from a few sources. First, the August report exceeded expectations, and traders may be extrapolating that strength into September.

There is no single explanation for the difference between trader expectations and economist forecasts. Traders are betting on the outcome, while economists are making predictions based on models and data. The two approaches aren’t directly comparable, but they do overlap in practice.

What It Means for Investors

For investors, the takeaway is simple: the jobs number is likely to be stronger than the consensus forecast. That doesn’t mean the report will beat the number, but the odds favor a better-than-expected outcome.

The markets are resolved using official data. The final answer will come Friday.

Until then, traders will wait and watch.

Source material: “Prediction market traders think the U.S. added more jobs in September than economists estimate,” CNBC.

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