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We Ran the 2026 Senate 10,000 Times: Kalshi vs. the Pundits

We simulated all 35 Senate races 10,000 times off live Kalshi prices. Democrats and independents keep control in 62.5% of runs, against 61¢ in Kalshi's balance-of-power market. Cook, Sabato and Inside Elections, run through the same engine, come out near a coin flip.

2026 Senate simulation cover: a 100-seat chamber chart in blue and red, with the headline 'We Ran the 2026 Senate 10,000 Times' and three stats — simulation 62%, Kalshi 61 cents, pundits about 48%.
2026 Senate simulation cover: a 100-seat chamber chart in blue and red, with the headline 'We Ran the 2026 Senate 10,000 Times' and three stats — simulation 62%, Kalshi 61 cents, pundits about 48%.
Founder, PredictionMarketsPicks
October 17, 2026

Democrats and independents keep the Senate in 62.5% of 10,000 simulated elections. Kalshi's balance-of-power market puts Democratic Senate control at 61¢. Two very different methods, a point and a half apart.

The forecasters are the outlier. We gave Cook, Sabato and Inside Elections the exact same treatment, turning each rating into a probability and running it through the same 10,000 elections. They land at 47.6%, 50.4% and 46.6%. That's a coin flip, 11 to 14 points below where the money is.

Here is where that gap comes from, which races decide it, and where our numbers and Kalshi's seat-count ladder don't line up.

See the biggest Senate market on Kalshi (Texas) →

The scoreboard

SourceDems + Ind control the SenateMedian Senate
PMP simulation (Kalshi race prices)62.5%52–48
Kalshi balance-of-power market (D Senate control)61¢—
Sabato's Crystal Ball, simulated50.4%51–49
Cook Political Report, simulated47.6%50–50 (R on the tiebreak)
Inside Elections, simulated46.6%50–50 (R on the tiebreak)

Kalshi race and balance-of-power prices as of October 17, 2026. Forecaster ratings as published through October 15. Live board →

Simulate the 35 race prices with a national swing and you get a 52–48 median Senate and Democratic control in the low 60s. That is almost exactly what Kalshi's separate balance-of-power market says about the Senate. The market is consistent with itself.

Where the market and the pundits split

The gap isn't in the toss-ups. Every forecaster and the market agree that Iowa, Maine, Texas, Kansas and Ohio are close. The split is in the seats the ratings still call competitive and the market already treats as nearly decided:

SeatKalshi (D)Forecaster average (D)Gap
North Carolina95¢65% (Likely/Lean D)+30
Georgia95¢70% (Likely/Lean D)+25
New Hampshire90¢65% (Lean/Likely D)+25
Alaska75¢53% (Toss-up/Lean D)+22
Minnesota87¢65% (Lean/Likely D)+22
South Carolina16¢30% (Lean/Likely R)−14

Five Democratic-leaning seats where the market is 22 to 30 points more confident than the ratings. That's the whole difference between 62.5% and the forecasters' 47 to 50%. Rating categories like "Lean" and "Likely" are wide by design; a price isn't. If you think the forecasters are right to keep North Carolina and Georgia on the board, the Senate is a coin flip. If you think the market is right, it isn't.

We've broken down two of these on their own: Alaska, where the market and all three forecasters disagree, and the full markets-vs-pundits board tracks every seat as the ratings change.

There is no single tipping-point state. There are seven.

We called each competitive race for one side, reran the simulation both ways (4,000 runs each, on the same random draws), and measured how far Democratic control moved:

RaceCalled for the DemocratCalled for the RepublicanSwing
Ohio67.4%55.6%11.8 pts
Michigan66.7%54.9%11.8 pts
Texas67.8%56.0%11.8 pts
Iowa70.2%58.6%11.6 pts
Maine68.3%56.8%11.6 pts
Kansas71.0%59.6%11.4 pts
Alaska65.5%54.3%11.3 pts

Ohio edges the rest by a hair, but no race moves the chamber alone. That's why Texas draws the most money on the board (20.9M contracts open) without being any more decisive than Maine or Ohio. Texas just has the biggest names.

The Republican path, and the Democratic one

Five races sit between 35¢ and 65¢ right now: Ohio, Texas, Maine, Iowa and Kansas.

So the Republican path isn't a long shot. It runs through five races the market prices like coin flips, and a sweep of them is exactly what a national wave produces.

Do the races move together? The market says yes.

That's the one setting in the simulation that changes the answer. With every race treated as fully independent, Democrats control the Senate in 75.1% of runs. Add a shared national swing and the number drops: 62.5% at 35% shared, and 59.4% at 70%. The expected seat count barely moves (51.7 either way). What changes is how often all the close races break the same direction.

Kalshi's 61¢ balance-of-power read sits right where a meaningful national swing puts it. The market is pricing a wave risk, not just adding up 35 races.

Where our sim and Kalshi's seat ladder disagree

Kalshi also prices the exact number of Democratic seats. Compared with the simulation:

Democratic + Ind seatsPMP simulationKalshi ladder
5010.2%13¢
5111.3%13¢
5211.3%17¢
53 or more39.9%35¢ ("Above 52")

The ladder carries some overround (the bins add up to $1.06, not $1), so the 50 and 51 bins sit two to three cents above the simulation. The one that stands out is exactly 52 seats at 17¢ against an 11.3% simulated chance, a 6-point gap. On the other side, 53 or more simulates five points above its 35¢ price. If you're trading the ladder, those are the two strikes to check against your own read. Size any position with the Kelly calculator and run the fee-adjusted math in the EV calculator.

Run it yourself

The same simulation is live on our 2026 midterms page. Click any seat to call it for either side, slide the national swing, and watch the chamber rerun 10,000 times. It updates with Kalshi every hour, so the numbers above will move. The page has the current ones.

Trade the Texas Senate market on Kalshi →

How we ran it

Keep tracking it

We Ran the 2026 Senate 10,000 Times: Kalshi vs. the Pundits — frequently asked

Who is favored to win the Senate in 2026?

Democrats and independents, narrowly. As of October 17, 2026, Kalshi's balance-of-power market puts Democratic Senate control at 61¢. Our simulation of all 35 races, run 10,000 times off Kalshi's race prices, gives Democrats and independents control in 62.5% of outcomes. The median result is 52–48.

What do Cook, Sabato and Inside Elections say about Senate control?

Run through the same simulation, the forecasters' race ratings come out close to a coin flip: Cook Political Report 47.6%, Inside Elections 46.6%, Sabato's Crystal Ball 50.4% for Democratic control. The gap with the market comes mostly from five seats that Kalshi prices as near-certain and the ratings still treat as competitive: North Carolina, Georgia, New Hampshire, Minnesota and Alaska.

What is the tipping-point Senate race in 2026?

There isn't one. Ohio, Michigan and Texas each move Democratic control by about 12 points depending on which way they go, and Iowa, Maine, Kansas and Alaska are within half a point of that. If Republicans win all five races priced between 35¢ and 65¢ (Ohio, Texas, Maine, Iowa and Kansas), they hold the Senate in about 77% of simulations.

How many seats do Democrats need to control the Senate in 2026?

51. Democrats and independents hold 34 seats that aren't on the 2026 ballot, so they need 17 of the 35 races up this year. A 50–50 Senate goes to Republicans because Vice President JD Vance breaks ties.

How does the PredictionMarketsPicks Senate simulation work?

Each of the 35 races is priced at its live Kalshi win probability. We draw 10,000 elections in which a shared national swing moves every race together (35% shared, 65% race-specific) and count seats in each. Every race still wins exactly as often as its Kalshi price says. You can call races and change the swing yourself on the midterms page.

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Benny Ricciardi

Founder · The 7 Oracles

Benny Ricciardi is an FSWA Award Winner and published author. He ran 4Deep Sports as CEO, led marketing at FTN Network as CMO, and traded bonds on Wall Street. He founded PredictionMarketsPicks.

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