Election LabU.S. forecasts, with every number traced to its run

Iowa · Governor

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

Lean D
81%
Rob Sand
Democrat
19%
Zach Lahn
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+5.3

Who is running?

Rob Sand (Democratic), Zach Lahn (Republican). The margin below is Rob Sand minus the other candidate in the main contest; the rest are on the ballot and not in it.

The race, in brief

Iowa elects a governor on November 3, 2026, with Republican Kim Reynolds not seeking a third term; it is the first open governor's race since 2006, the last one Democrats won. The text calls Iowa a red state: Republicans control the legislature, hold all 4 U.S. House seats and have won every Senate race since 2010, and Iowa has voted Republican for president since 2016.

The Republican nominee is businessman Zach Lahn, running with state representative Derek Wulf; he won the June 2 primary in an upset with 37.65% over Randy Feenstra, whom Donald Trump had endorsed. The Democratic nominee is state auditor Rob Sand, the only Democrat on the ballot, running with Crawford County supervisor Dave Muhlbauer. The Des Moines Register has reported that Lahn lived in Kansas until 2023 and spent 75 nights in Wichita between October 2025 and spring 2026, and that the Black Hawk County Sheriff's Office is investigating Wulf for theft and fraud; Republicans including Reynolds accuse Sand of using audits to raise his profile.

Cook, Decision Desk HQ, Fox News, Inside Elections, Sabato's Crystal Ball and Silver Bulletin list the race as 'Flip'; RealClearPolitics lists Tossup (June 5, 2026). The aggregate polling average is Sand 50.0%, Lahn 43.0%. Recent polls include Marist University, September 17–20, Sand 54% to 42% among registered voters; co/efficient (R), September 14–16, 46% to 42%; and Cygnal (R), September 9–11, 48% to 44%.

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

Incumbent
Kim Reynolds (R), not runningRepublican incumbent Kim Reynolds is not seeking a third term.
Open seat
yesThis is the first open gubernatorial election in Iowa since 2006
Democratic nominee
Rob Sand (running mate Dave Muhlbauer)Republican businessman Zach Lahn and Democratic state auditor Rob Sand are the nominees for their respective parties.
Republican nominee
Zach Lahn (running mate Derek Wulf)Republican businessman Zach Lahn and Democratic state auditor Rob Sand are the nominees for their respective parties.
Democrat's background
Iowa auditor of state (2019–present); running mate Dave Muhlbauer, Crawford County supervisorRunning mate: Dave Muhlbauer, Crawford County supervisor (2017–2021, 2023–present) and candidate for U.S. Senate in 2022
Republican's background
Businessman; running mate Derek Wulf, state representative (2023–present)Running mate: Derek Wulf, state representative from the 76th district (2023–present)
Presidential vote
Iowa has voted Republican for president since 2016 (no shares given)Iowa has voted for Republican presidents since 2016, trending in favor of the Republican Party increasingly since then.
Primaries
June 2, 2026: Lahn 37.7% beat Trump-endorsed Randy Feenstra 36.9% in an upset; Sand was the only Democrat on the ballot (99.6%)Lahn won the nomination in an upset with 37.65% of the vote
Raters
'Flip' from Cook (Sep 17), Decision Desk HQ (Sep 23), Fox News (Jul 23), Inside Elections (Sep 17), Sabato's Crystal Ball (Sep 22), Silver Bulletin (Sep 13); RealClearPolitics Tossup (Jun 5), all 2026Sabato's Crystal Ball Flip September 22, 2026
Also
Polling aggregate average: Sand 50.0%, Lahn 43.0% (Sand +7.0%)Average 43.0% |50.0% 7.1% |Sand +7.0%
Marist University, September 17–20, 2026, 1,050 RV: Sand 54%, Lahn 42%Marist University September 17–20, 2026 1,050 (RV)
co/efficient (R), September 14–16, 2026, 831 LV: Sand 46%, Lahn 42%co/efficient (R) September 14–16, 2026 831 (LV)
Cygnal (R), September 9–11, 2026, 500 LV: Sand 48%, Lahn 44%Cygnal (R) September 9–11, 2026 500 (LV)
Des Moines Register reporting on Lahn's residency: lived in Kansas until 2023, 75 nights in Wichita between October 2025 and spring 2026flight records indicated Lahn spent 75 nights in Wichita, Kansas between October 2025 and spring 2026
Black Hawk County Sheriff's Office investigating Lahn's running mate Wulf for theft and fraudthe Black Hawk County Sheriff's Office was investigating Lahn's running mate, Wulf, for theft and fraud
Reynolds and other Republicans accuse Sand of using audits to raise his profileSand, meanwhile, has faced criticism from Governor Kim Reynolds and other state Republicans, who have accused him of using high-profile audits
Libertarian Nicholas Gluba was disqualified from the ballotlater he got disqualified from the ballot as he did not follow the proper legal procedures when trying to substitute his running mate
First open governor's race held alongside an open Senate race since 1968; Democrats last won the governorship in 2006the first to be held at the same time as the open Senate election since 1968

Not in the source: The forecast rows in facts carry no basis field, so the dossier cannot say what the model's numbers stand on (for example, whether the statewide polls in the text are in it).; The ratings table gives only the party letter or 'Tossup'/'Flip'; no Lean/Likely/Safe strength is given. The text does not say which way 'Flip' points or how strongly.; The text gives no fundraising for either nominee.; The text gives no presidential or previous gubernatorial vote shares for Iowa.; Endorsement sections are empty in the text.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as b8c232b1fe4d; 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.

How it has voted for president

Two-party margin201620202024
PresidentR+10.1R+8.4R+13.4

A shift of 3.3 points toward the Republicans 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+, 202330.9%34.0%-3.1 pts
White, non-Hispanic, 202383.1%66.3%+16.8 pts
Black, non-Hispanic, 20233.8%10.1%-6.3 pts
Hispanic or Latino, 20237.0%12.9%-5.9 pts
Asian, non-Hispanic, 20232.4%4.4%-1.9 pts
Foreign-born, 20235.7%9.6%-3.9 pts
Median age, 202338.639.1-0.48
Median household income, 2023$73,147$77,633$-4,486
Median home value, 2023$195,900$314,132$-118,232
Owner-occupied homes, 202371.5%67.4%+4.2 pts
Unemployment (ACS), 20233.6%4.8%-1.2 pts
Federal government workers, 20231.8%3.0%-1.2 pts
Work from home, 202310.4%12.3%-1.8 pts
Households on SNAP, 20239.2%11.1%-1.9 pts
Households with Social Security income, 202331.5%32.1%-0.6 pts
Households with public assistance income, 20232.1%2.6%-0.5 pts
Moved in from another state, past year, 20232.3%2.9%-0.6 pts
Gini index, 20230.440.47-0.02
Unemployment, latest month (BLS), 2026-073.5%4.0%-0.5 pts
Change in unemployment, past 12 months, 2026-07-0.3 pts-0.1 pts-0.2 pts
Change since the last election (24 months), 2026-07-0.1 pts-0.1 pts-0.0 pts
Per-capita personal income (BEA), 2024$65,225$70,662$-5,437
Per-capita income growth since 2019, nominal, 202431.3%32.4%-1.1 pts
Government and other transfers, share of income, 202420.0%19.4%+0.7 pts
Social Security, share of income, 20226.5%6.1%+0.4 pts
Medicare, share of income, 20224.3%4.4%-0.0 pts
Medicaid, share of income, 20223.6%3.8%-0.2 pts
SNAP, share of income, 20220.3%0.6%-0.3 pts
Earned Income Tax Credit, share of income, 20220.3%0.3%-0.1 pts
Veterans' benefits, share of income, 20220.7%0.9%-0.2 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%-0.6 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?

+5.4
NOWCAST
run 69e38b74 · single_race_latent/0.8.1 · as of 2026-10-01
+3.9
ELECTION-DAY
run be3a9abd · 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?

85%
Rob Sand
run 69e38b74 · single_race_latent/0.8.1 · as of 2026-10-01
71%
Rob Sand
run be3a9abd · 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 -3.9 and +14.7 points. Election day: -7.3 to +15.2. The election-day interval is 3.9 points wider, which is the 33 days of movement still to come.

What is the uncertainty made of?

Total sd 7.16 points, made of race-specific polling error 48%, drift to election day 32%, correlated polling error 12%, latent opinion 9%. 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?

11 polls, most recent 2026-09-20. 55% verified against a primary source.

What changed since the last run?

tied-5+16single_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 Rob Sand ahead of Zach Lahn. Over 15 stored forecasts the central estimate moved -2.8 points. There were 7 specification changes (marked on the axis) and no new polls arrived over this window — so every movement in this chart is a change to the model, not a change in the race.

Since 2026-10-01: margin +0.00 points, win probability +0.0 points, on +0 polls. Of that, +0.00 points came from +0 poll(s), -0.00 from the shorter horizon, and +0.00 from the model specification.

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 69e38b74-f048-4495-9262-152b20ec36fc and election-day run be3a9abd-f88d-412a-b3d9-0e2a8deb11b8, model single_race_latent/0.8.1 at commit bdf7e83107c17a2399efe61a44ef1bbee48f9284, seeds 20260924 and 20260924.