Kalshi’s inflation prediction market claims to beat Wall Street — scrutiny rises
3 January 2026
2 mins read

Kalshi’s inflation prediction market claims to beat Wall Street — scrutiny rises

NEW YORK, January 3, 2026, 04:56 ET

Kalshi Inc. is stepping up efforts to turn inflation forecasts into tradable contracts, drawing a new wave of scrutiny over whether prediction-market prices belong in macroeconomic analysis. In a Bloomberg Opinion column published Friday, columnist Aaron Brown said Kalshi had publicized a study claiming more accurate inflation forecasts than Wall Street’s consensus, while leaving open key questions about the benchmark and how a single forecast is derived from market bets. Pechanga

The debate is landing ahead of the next U.S. inflation report, a release that can shift expectations for Federal Reserve policy and move stocks and bonds. The Bureau of Labor Statistics has scheduled the December 2025 Consumer Price Index report for Jan. 13. Bureau of Labor Statistics

It also comes as prediction markets — platforms where users trade contracts that pay out if a specific event happens — have surged in activity and visibility. They peaked in December at over $4 billion in weekly trading volume, DL News reported, as crypto firms such as Coinbase and Crypto.com moved in alongside leaders Kalshi and Polymarket. “Prediction markets should be a multiple of their current size,” said Dustin Gouker, founder of gambling consultancy Closing Line Consulting, in an interview with DL News. DL News

On Kalshi, traders buy “yes” or “no” contracts tied to a CPI threshold or range and receive a payout if the official data lands where they bet. The contract prices act like a crowd-sourced probability, with higher prices reflecting higher confidence in an outcome.

Kalshi said in a Dec. 22 post announcing a research arm that an in-house study found its inflation forecasts outperformed Wall Street consensus forecasts by 40% and matched or beat consensus on 85% of inflation releases when measured one week ahead. It said the market performed best during “shock” periods, reporting a 50% lower mean absolute error — the average size of the miss — than the Wall Street benchmark. Kalshi

Whether those prices can be treated as a clean forecast hinges on transparency and liquidity — the amount of money available to trade. Thin markets can jump on small orders, while hedging demand can pull prices away from a “most likely” outcome.

Cryptopolitan argued on Friday that Kalshi has not provided enough detail for outsiders to evaluate its forecasting claims, including what “Wall Street consensus” it is using and how it translates trading prices into a single inflation number. The piece said stitching together multiple binary CPI bets can produce an implied probability distribution that is awkward to summarize with a single “best guess” forecast. MEXC

A Dec. 30 post on FlowingData said Kalshi’s revenue is overwhelmingly tied to sports markets, a backdrop that complicates its push to be taken seriously in economic forecasting. The site cited a Financial Times report saying Kalshi’s model looks similar to gambling, which is regulated differently across most U.S. states. FlowingData

More competition could deepen liquidity and make prices harder to move with small bets, which proponents say would improve signal quality. It could also intensify fights over whether these products are financial derivatives or de facto betting.

Kalshi says it is overseen at the federal level by the Commodity Futures Trading Commission, the U.S. derivatives regulator, rather than by state gambling authorities. Kalshi

Supporters of prediction markets say prices can aggregate scattered information faster than surveys of economists, especially around surprises. Skeptics counter that comparisons can be skewed by how benchmarks are chosen and by who is actually trading the contracts.

Stock Market Today

  • Small Caps Outperform S&P 500 for 14 Days, a Pattern Not Seen Since 1996
    January 25, 2026, 11:08 PM EST. Small-cap stocks, tracked by the Russell 2000, have outperformed large-cap stocks in the S&P 500 for 14 consecutive days, the longest such streak since 1996. This marks a notable shift after the S&P 500's strong three-year run, driven largely by AI-focused mega-cap tech stocks known as the "Magnificent Seven," which doubled the Russell 2000's returns from 2023 to 2025. Historically, small caps tend to outperform in broadening bull markets due to higher volatility and economic sensitivity. While a similar streak in 1996 preceded the dot-com boom, it didn't predict returns favoring small caps over the long term then. Currently, valuation gaps remain significant, with the S&P 500 trading at a price-to-earnings ratio of 27.9 compared to 19.4 for the Russell 2000, suggesting potential further small-cap strength amid a rotation away from concentrated tech stocks.
ServiceNow stock slides to $147 as software names stumble; jobs report now in focus
Previous Story

ServiceNow stock slides to $147 as software names stumble; jobs report now in focus

Trump Media’s DJT token giveaway: Crypto.com tie-up, perks and what comes next
Next Story

Trump Media’s DJT token giveaway: Crypto.com tie-up, perks and what comes next

Go toTop