FutureBallotU.S. election forecasts, with every number traced to its source

Minnesota · Senate

election 2026-11-03 · forecast as of 2026-10-01 · margins and probabilities are for Peggy Flanagan

Toss-up
59%
Peggy Flanagan
Democrat
41%
Michele Tafoya
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+1.3

Who is running?

Peggy Flanagan (Democratic), Michele Tafoya (Republican), Marisa Simonetti (Independent), Rebecca Whiting (Libertarian). The margin below is Peggy Flanagan minus the other candidate in the main contest; the rest are on the ballot and not in it.

The race, in brief

Minnesota elects a U.S. senator on November 3, 2026, for the seat Democrat Tina Smith is leaving. The text says it is the first Minnesota Senate election without an incumbent since 2006, and that Republicans have not won a Senate election in the state since 2002. The state profile gives a median age of 38.6 and a college share of 0.4.

The DFL nominee is Lieutenant Governor Peggy Flanagan, who won the party endorsement by acclamation on May 30 and the August 11 primary with 59.0% to Representative Angie Craig's 39.4%. The Republican nominee is Michele Tafoya, a reporter and retired sports broadcaster, who won with 52.1% over Adam Schwarze at 24.0% and Royce White at 11.2%. Independent Marisa Simonetti and Libertarian Rebecca Whiting are also running. Flanagan had raised $6,516,273 with $1,058,604 on hand as of July 22, 2026; Tafoya had raised $4,669,609 with $2,080,632 on hand as of June 30, 2026.

Nine of the ten raters listed call the race D, including the Cook Political Report (September 23, 2026) and Sabato's Crystal Ball (September 22, 2026); RealClearPolitics lists it as a Tossup (September 24, 2026). The text's polling average is Flanagan 44.7%, Tafoya 42.4%. Recent polls include InsiderAdvantage (R) (September 28–29, 2026) at Flanagan 46%, Tafoya 45%; co/efficient (R) (September 14–15, 2026) at 43% to 42%; and KSTP/SurveyUSA (September 9–14, 2026) tied at 42%.

A paragraph quoting a model forecast from the day this brief was written is omitted; the current forecast is at the top of this page.

The facts, each beside its sentence

Open seat
yesDemocratic incumbent Tina Smith is not seeking a second full term.
Democratic nominee
Peggy Flanagan (DFL)Democratic lieutenant governor Peggy Flanagan and Republican former journalist Michele Tafoya are the nominees for their respective parties.
Republican nominee
Michele TafoyaTafoya won the Republican nomination with 52.1% of the vote over Navy SEAL Adam Schwarze and former basketball player Royce White.
Democrat's background
Lieutenant governor of Minnesota (2019–present)Peggy Flanagan, lieutenant governor of Minnesota (2019–present)
Republican's background
Reporter and retired sports broadcasterMichele Tafoya, reporter and retired sports broadcaster
Primaries
Flanagan won the August 11 DFL primary with 59.0% over Angie Craig (39.4%); Tafoya won the Republican primary with 52.1% over Adam Schwarze (24.0%) and Royce White (11.2%)Flanagan and congresswoman Angie Craig sought the Democratic nomination, which Flanagan won on August 11 with 59% of the vote.
Raters
D: Cook, Decision Desk HQ, The Economist, FiftyPlusOne, Fox News, Inside Elections, Sabato, Silver Bulletin, Split Ticket; Tossup: RealClearPolitics (all September 2026)RealClearPolitics Tossup September 24, 2026 Sabato's Crystal Ball D September 22, 2026
Money
Primary-period reports: Flanagan raised $6,516,273 with $1,058,604 on hand (July 22, 2026); Tafoya raised $4,669,609 with $2,080,632 on hand (June 30, 2026)|Michele Tafoya (R) $4,669,609 $2,588,977 $2,080,632
Also
Statewide polls: InsiderAdvantage (R) (Sep 28–29, 2026, 1,200 LV) Flanagan 46%, Tafoya 45%; co/efficient (R) (Sep 14–15, 2026, 833 LV) 43%–42%; KSTP/SurveyUSA (Sep 9–14, 2026, 654 LV) tied 42%–42%; polling average Flanagan +2.3%InsiderAdvantage (R) September 28–29, 2026 1,200 (LV) ±3.0% |46% 45%
First Minnesota Senate election without an incumbent since 2006; Republicans have not won one since 2002This will be the first Senate election in Minnesota without an incumbent since 2006. Republicans have not won a Senate election in Minnesota since 2002.
Flanagan won the DFL endorsement by acclamation after Craig withdrew from the endorsement processFlanagan won the endorsement by acclamation at the convention on May 30.
Independent Marisa Simonetti and Libertarian Rebecca Whiting are also runningRebecca Whiting (Libertarian), farmer, nominee for U.S. Senate in 2024

Not in the source: facts.forecast carries no basis field.; The text gives no presidential results for Minnesota and no result for Smith's previous race.; No general-election finance reports; Flanagan's and Tafoya's figures are from different primary-period dates.; Raters' calls are given only as 'D' or 'Tossup', with no Lean/Likely/Safe grade.; Endorsement sections are empty in the text.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as eb6b5823971d; written by claude-fable-5-1 (batch reader) on 2026-09-30 and checked mechanically: every quote occurs verbatim in the archived text, every number in the brief occurs in the inputs. No probability here is the reader's.

Who holds the seat now

Amy Klobuchar (Democrat), in this chamber since 2007, 4 terms, class 1 (term ends 2031). Committees: Senate Committee on Agriculture, Nutrition, and Forestry (Ranking Member); Senate Committee on Commerce, Science, and Transportation; Senate Committee on Rules and Administration; Senate Committee on the Judiciary; Joint Committee of Congress on the Library; Joint Economic Committee.

Tina Smith (Democrat), in this chamber since 2018, 3 terms, class 2 (term ends 2027). Committees: Senate Committee on Agriculture, Nutrition, and Forestry; Senate Committee on Banking, Housing, and Urban Affairs; Senate Committee on Finance; Senate Committee on Indian Affairs.

From the congress-legislators dataset (CC0), archived as ae8cb9477c48. For a Senate race this lists both of the state's senators; the one whose term ends in the election year holds the seat on the ballot. For a House district redrawn for 2026 it is the member elected under the old lines with this number, who may be running elsewhere; the dossier above names who is running here.

The money

CandidateRaisedCash on handPAC shareSelf-fundedOutside $ forOutside $ against
Craig, Angie (DEM)
open seat · not on our roster
$12,746,618$3,567,1806%3%$9,255,638$2,056,035
Flanagan, Margaret (DFL)
open seat
$6,517,348$1,058,6043%0%$311,744$7,028,909
Tafoya, Michele (REP)
open seat
$5,337,942$1,372,7283%0%$19,682$51,476
Schwarze, Adam (REP)
open seat · not on our roster
$1,439,561$183,8164%3%$0$0
White, Royce (REP)
open seat · not on our roster
$661,620$35,7710%0%$0$0
Lopez Franzen, Melisa (DEM)
open seat · not on our roster
$299,376$02%33%$0$0
Weiler, Tom (REP)
open seat · not on our roster
$220,514$121,5400%82%$0$0
Hann, David W (REP)
open seat · not on our roster
$133,465$00%0%$0$0
York, Mark (REP)
open seat · not on our roster
$74,070$4,5420%8%$0$0
Smith, Tina (DEM)
incumbent · not on our roster
$48,764$200,91547%0%$0$0
Whiting, Rebecca (LIB)
open seat · not on our roster
$1,257$1,2570%0%$0$0
Petersen, Raymond David (REP)
open seat · not on our roster
$973$00%100%$0$0

FEC bulk candidate summaries through July 22, 2026; $18,723,484 of independent expenditures for or against these candidates this cycle (FEC Schedule E, types 24E and 24A), which is the parties' and outside groups' own revealed view of whether this seat is in play.

How it has voted for president

Two-party margin201620202024
PresidentD+1.7D+7.3D+4.3

A shift of 2.7 points toward the Democrats from 2016 to 2024. county returns summed; MEDSL county file (2016), an MIT-licensed county file (2020, checked against certified state results) and MEDSL precinct returns (2024). For a district split across counties this is an estimate, and where the state published the exact 2024 figure for these lines, that exact figure is the one the model uses.

The state in numbers

MeasureStateAverage stateDifference
Bachelor's degree or higher, 25+, 202338.8%34.0%+4.8 pts
White, non-Hispanic, 202376.7%66.3%+10.4 pts
Black, non-Hispanic, 20236.7%10.1%-3.4 pts
Hispanic or Latino, 20236.2%12.9%-6.7 pts
Asian, non-Hispanic, 20235.0%4.4%+0.7 pts
Foreign-born, 20238.6%9.6%-1.1 pts
Median age, 202338.639.1-0.48
Median household income, 2023$87,556$77,633$+9,923
Median home value, 2023$305,500$314,132$-8,632
Owner-occupied homes, 202372.4%67.4%+5.0 pts
Unemployment (ACS), 20233.9%4.8%-0.9 pts
Federal government workers, 20231.6%3.0%-1.4 pts
Work from home, 202315.8%12.3%+3.6 pts
Households on SNAP, 20237.6%11.1%-3.5 pts
Households with Social Security income, 202329.7%32.1%-2.4 pts
Households with public assistance income, 20233.3%2.6%+0.6 pts
Moved in from another state, past year, 20231.9%2.9%-1.0 pts
Gini index, 20230.450.47-0.02
Unemployment, latest month (BLS), 2026-074.6%4.0%+0.6 pts
Change in unemployment, past 12 months, 2026-07+0.6 pts-0.1 pts+0.7 pts
Change since the last election (24 months), 2026-07+1.1 pts-0.1 pts+1.2 pts
Per-capita personal income (BEA), 2024$75,603$70,662$+4,941
Per-capita income growth since 2019, nominal, 202430.6%32.4%-1.8 pts
Government and other transfers, share of income, 202417.8%19.4%-1.6 pts
Social Security, share of income, 20225.4%6.1%-0.7 pts
Medicare, share of income, 20223.6%4.4%-0.8 pts
Medicaid, share of income, 20224.3%3.8%+0.5 pts
SNAP, share of income, 20220.4%0.6%-0.1 pts
Earned Income Tax Credit, share of income, 20220.2%0.3%-0.1 pts
Veterans' benefits, share of income, 20220.6%0.9%-0.3 pts
Federal civilian jobs, share of all jobs, 20220.8%1.5%-0.7 pts
Military jobs, share of all jobs, 20220.5%1.2%-0.7 pts

ACS 5-year state tables; BLS county unemployment and BEA county income, transfers and jobs summed to the state. Every figure is a named column of a named public-domain table, archived before it was read.

Who is ahead, and by how much?

+1.3
NOWCAST
run c50fb551 · single_race_latent/0.8.1 · as of 2026-10-01
+5.1
ELECTION-DAY
run a9286e83 · single_race_latent/0.8.1 · as of 2026-10-01

Two numbers because they answer two questions. The nowcast is where opinion stands; the election-day forecast is where it is likely to end up.

How likely is each to win?

61%
Peggy Flanagan
run c50fb551 · single_race_latent/0.8.1 · as of 2026-10-01
77%
Peggy Flanagan
run a9286e83 · single_race_latent/0.8.1 · as of 2026-10-01

Monte Carlo error is ±0.2 points. A change smaller than that is simulation noise rather than news, and this page will not describe it as movement.

How wide is the range?

Nowcast: 90% of simulations fall between -7.9 and +10.5 points. Election day: -6.0 to +16.3. The election-day interval is 4.0 points wider, which is the 33 days of movement still to come.

What is the uncertainty made of?

Total sd 7.11 points, made of race-specific polling error 49%, drift to election day 32%, correlated polling error 12%, latent opinion 7%. The decomposition is stored with the forecast rather than reconstructed, so a probability whose dominant input is a placeholder is visibly that.

What evidence is this built on?

10 polls, most recent 2026-09-29. 30% verified against a primary source.

What changed since the last run?

tied-7+14single_race_latent/0.3.0single_race_latent/0.4.0single_race_latent/0.5.0single_race_latent/0.6.0single_race_latent/0.7.0single_race_latent/0.8.0single_race_latent/0.8.124 Sep1 Oct

Shaded band is the 90% interval, line is the central estimate, positive is Peggy Flanagan ahead of Marisa Simonetti. Over 18 stored forecasts the central estimate moved +1.8 points. There were 7 specification changes (marked on the axis) and 1 new poll arrived over this window — so the movement mixes new evidence with changes to the model.

Since 2026-10-01: margin +0.00 points, win probability +0.0 points, on +0 polls.

Not answered here: why it changed. Splitting a move into new polls, time and specification means re-running the earlier model against the later inputs -- two extra posterior fits -- so it is computed on a cadence (scripts/attribute_forecasts.py) rather than while you wait. This pair of runs has not been decomposed yet. The size of the move is shown; the cause is not guessed at.

How has this model done before?

Measured on 230 forecasts across 230 races in cycles 2016,2018,2020,2022,2024: mean absolute error 4.56 points, Brier score 0.0543. The nominal 90% interval contained the result 94% of the time, the 80% interval 84%, and the 50% interval 47%. Read that with care: a national polling miss moves every race in a cycle at once, so the sample size for a question about the intervals is 5 cycle(s), not 230 forecasts. Per cycle -- bias +1.644 pts; 2016: n=43 bias=+4.68 cov90=0.860; 2018: n=63 bias=-0.52 cov90=1.000; 2020: n=35 bias=+5.44 cov90=0.886; 2022: n=54 bias=-0.60 cov90=0.944; 2024: n=35 bias=+1.48 cov90=1.000.

Where did every number come from?

Nowcast run c50fb551-2511-4daf-83cd-141896027ecb and election-day run a9286e83-a9c5-4b2c-bfd0-6d03b74a60a7, model single_race_latent/0.8.1 at commit bdf7e83107c17a2399efe61a44ef1bbee48f9284, seeds 20260924 and 20260924.