Recession Odds: Prediction Markets vs. Professional Forecasters

Professional forecasters see a 20% chance the economy shrinks in Q4 2026. Kalshi traders see 6%.

Two ways of measuring recession risk, side by side: the Philadelphia Fed’s Survey of Professional Forecasters and live prediction-market prices. They do not measure the same thing, and this page says exactly how they differ.

SPF survey 2026 Q3. Kalshi prices as of Oct 15, 2026, 7:51 AM ET. Updated daily; the SPF updates quarterly.

By Arthur Angelo, PredictionScout Research · Updated Oct 15, 2026, 7:51 AM ET

20.0%forecasters: chance GDP falls in Q4 2026
6%Kalshi: chance growth below 0% in Q4 2026
4%Kalshi: two negative quarters in 2026
20%Kalshi: two negative quarters, Q4 2026 to Q4 2027

These numbers measure different things

  • SPF: the average probability that about 30-40 professional forecasters assign to real GDP declining in a given quarter, asked once per quarter. It is a probability judgment, measured against the data as eventually reported.
  • Kalshi GDP markets: the price of “real GDP growth above 0.0%” in BEA’s advance estimate for one quarter; we show one minus that price. That is the closest market match to the SPF question, but it settles on the first estimate only.
  • Kalshi “recession” markets: two consecutive quarters of negative growth in advance estimates within a set window. That is a common rule of thumb, not the National Bureau of Economic Research’s official recession dating, and neither SPF number asks it.

Key findings

  • Forecasters are more worried than traders. In the Philadelphia Fed’s 2026 Q3 survey, professional forecasters put the chance of real GDP falling in Q4 2026 at 20.0% (the “Anxious Index”). Kalshi traders put the chance of negative growth in that quarter at 6%, in a thin market (138 contracts traded).
  • Quarter by quarter: Q3 2026: forecasters 13.3%, Kalshi 1%; Q4 2026: forecasters 20.0%, Kalshi 6%; Q1 2027: forecasters 21.5%, Kalshi 10%; Q2 2027: forecasters 21.9%, Kalshi 11%.
  • Kalshi’s “recession” markets ask about two straight quarters of negative GDP growth in BEA’s advance estimates, not an official recession call. They price 4% for Recession this year? and 20% for Recession in 2027?.
  • Timing matters. The survey was taken in the middle of Q3 2026; Kalshi prices are live and move with every data release. In the previous survey, forecasters gave Q4 2026 a 24.5% chance of a decline.

Chance of a shrinking quarter

Chance real GDP shrinks in each quarter: forecasters vs KalshiChance real GDP shrinks in each quarter: forecasters vs Kalshi0510152025Q3 2026: 13.3Q4 2026: 20.0Q1 2027: 21.5Q2 2027: 21.9Q3 2026: 0.5Q4 2026: 6.0Q1 2027: 10.0Q2 2027: 11.0Q3 2026Q4 2026Q1 2027Q2 2027Forecasters (SPF): chance GDP fallsKalshi: chance growth is below 0%%Philadelphia Fed SPF; Kalshi; PredictionScout
SPF mean probability of a decline in real GDP vs Kalshi’s implied chance that advance-estimate growth is below 0%, by quarter.
QuarterForecasters (SPF)Previous surveyKalshiKalshi bid/ask spreadKalshi contracts
Q3 202613.3%25.1%0.5%1¢6,745
Q4 202620.0%24.5%6.0%10¢138
Q1 202721.5%25.7%10.0%10¢326
Q2 202721.9%23.0%11.0%8¢655
Q3 202720.8%no market

A wide bid/ask spread means few traders and a less reliable price.

Kalshi recession odds over time

Kalshi recession-market odds, month-endKalshi recession-market odds, month-end01020304050Jul 25Sep 25Nov 25Jan 26Mar 26May 26Jul 26Sep 26Oct 26Kalshi: 2026 two-quarter contractionKalshi: 2027 contractionImplied chance, % (month-end)Kalshi; PredictionScout
Kalshi implied chance of two consecutive negative GDP quarters (advance estimates), last daily price each month.

The Anxious Index, recent surveys

SurveyChance GDP falls next quarter
2026 Q320.0%
2026 Q225.1%
2026 Q120.9%
2025 Q424.0%
2025 Q329.6%
2025 Q236.1%
2025 Q115.4%
2024 Q415.0%
2024 Q321.0%
2024 Q218.7%
2024 Q123.9%
2023 Q440.9%

Source: Federal Reserve Bank of Philadelphia, Anxious Index. Full history since 1968 in the CSV.

Download the data

Quarter-by-quarter comparison (CSV)SPF decline probabilities, every survey (CSV)

Kalshi columns are implied chances from bid/ask midpoints, not raw price histories. Free to reuse under CC BY 4.0 with a link back to this page.

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Methodology

  • Forecasters. Philadelphia Fed Survey of Professional Forecasters, variable RECESS (mean probability of a decline in real GDP) for the survey quarter and the four following quarters, from the published probability file. The Anxious Index is the next-quarter value.
  • Markets. Kalshi public API: for each open quarterly GDP event, one minus the bid/ask midpoint of “Above 0.0%”; and the KXRECSSNBER events (two consecutive negative advance-estimate quarters). Month-end history from daily candles.
  • Not a forecast comparison yet. Neither number can be scored until BEA publishes the quarters. We will add results as they come in.
  • Related: how accurate Kalshi’s GDP markets have been.

Cite this research

Suggested citation: PredictionScout. (2026, October 15). Recession Odds: Prediction Markets vs. Professional Forecasters. https://predictionscout.com/research/recession-odds-prediction-markets-vs-forecasters/

For a chart or news story: “Source: PredictionScout analysis of public exchange data (https://predictionscout.com/research/recession-odds-prediction-markets-vs-forecasters/)”

The data and charts on this page are free to reuse under CC BY 4.0 with a link back to this page. Survey data: Federal Reserve Bank of Philadelphia. Market data: Kalshi.

Data sources: prices and volumes come from the public APIs of Kalshi and Polymarket, with survey data from the Federal Reserve Bank of Philadelphia. All trademarks belong to their owners. PredictionScout is independent and not affiliated with any exchange. Nothing here is investment, betting, or legal advice.