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

IA-4 · House

election-day forecast · ground-up model · as of 2026-10-02

Likely R
6%
Dave Dawson
Democrat
94%
Chris McGowan
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+13.7
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−10.9
experience gap+9.0
2024 House lean−3.0
asian share−1.2
PAC money balance−0.6

The district, in brief

Iowa's 4th district is based in northwestern Iowa and includes the cities of Ames and Sioux City. The facts record no redraw for this cycle; the lines are the map first used in 2022.

The seat is open. The incumbent, Republican Randy Feenstra, was re-elected with 67.0% of the vote in 2024 and announced on October 28, 2025 that he was retiring to run for governor; he placed second in that Republican primary, losing by less than 1%. The Republican nominee is Chris McGowan, president of the Siouxland Chamber of Commerce, who was unopposed in his primary with 100.0% after Douglas Jensen, Kyle Larsen, Ryan Rhodes and former Iowa House majority leader Matt Windschitl withdrew, the last three endorsing him. The Democratic nominee is David Dawson, a former state representative from the 14th district (2013–2017), who beat Stephanie Steiner and Ashley WolfTornabane in a primary for which the text gives no vote figures; Ryan Melton, the nominee in 2022 and 2024, withdrew. As of June 30, 2026 McGowan had raised $679,844 with $328,850 on hand; Dawson had raised $135,722 with $49,762 on hand.

Every rater that shows a call has the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (March 7, 2025) and Sabato's Crystal Ball (April 10, 2025); Silver Bulletin is listed with an August 20, 2026 date but no ranking. The text records no district polls and its endorsement section is empty.

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
Randy Feenstra (R), retiring to run for governorThe incumbent is Republican Randy Feenstra, who was re-elected with 67.0% of the vote in 2024.
Open seat
yesOn October 28, 2025, Feenstra announced he was retiring to run for governor in 2026.
Democratic nominee
David (Dave) DawsonDavid Dawson, former state representative from the 14th district (2013–2017)
Republican nominee
Chris McGowanChris McGowan, president of the Siouxland Chamber of Commerce
Democrat's background
former state representative, 14th district (2013–2017)David Dawson, former state representative from the 14th district (2013–2017)
Republican's background
president of the Siouxland Chamber of CommerceChris McGowan, president of the Siouxland Chamber of Commerce
Last result
Feenstra re-elected with 67.0% in 2024who was re-elected with 67.0% of the vote in 2024
Primaries
McGowan was unopposed in the Republican primary with 100.0% after four withdrawals; Dawson won the Democratic primary over Stephanie Steiner and Ashley WolfTornabane (no vote figures in the text)candidate: Chris McGowan votes: 55,077 percentage: 100.0
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (February 6, 2025); Inside Elections: R (March 7, 2025); Sabato's Crystal Ball: R (April 10, 2025); Silver Bulletin listed August 20, 2026 with no ranking shownInside Elections R March 7, 2025 Sabato's Crystal Ball R April 10, 2025
Money
As of June 30, 2026: McGowan raised $679,844, spent $350,993, $328,850 on hand; Dawson raised $135,722, spent $85,959, $49,762 on handChris McGowan (R) $679,844 $350,993 $328,850 | Dave Dawson (D) $135,722 $85,959 $49,762
Also
Feenstra placed second in the Republican primary for governor, losing by less than 1%He placed 2nd in the Republican primary, losing by less than 1%.
The district is in northwestern Iowa and includes Ames and Sioux CityThe 4th district is based in northwestern Iowa and includes the cities of Ames and Sioux City.
Four Republicans withdrew, three of them endorsing McGowan: Kyle Larsen, former Parler CEO Ryan Rhodes, and former Iowa House majority leader Matt Windschitl; Douglas Jensen also withdrewMatt Windschitl, former majority leader of the Iowa House of Representatives (2020–2025) from the 15th district (2007–present) (endorsed McGowan)
Ryan Melton, the Democratic nominee in 2022 and 2024, withdrew from the Democratic primaryRyan Melton, Nationwide insurance supervisor and nominee for this district in 2022 and 2024
U.S. representative Zach Nunn and state legislators Lynn Evans and Steven Holt declined to runZach Nunn, U.S. representative from the 3rd district (running for re-election)

Not in the source: The Democratic primary results box is mangled; the text gives no vote counts or percentages for Dawson's primary win.; The Silver Bulletin row in the predictions table carries a date but no ranking.; No district polls appear in the text, and the model's basis says no district polls.; The text gives no presidential result for the district; only the facts carry a presidential baseline.; The Endorsements section is empty.; facts.candidates marks no candidate as incumbent and lists the Democrat as Dave Dawson; the text uses David Dawson in the candidate list and Dave Dawson in fundraising tables.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as e7db07292d11; 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

Randy Feenstra (Republican), in this chamber since 2021, 3 terms. Committees: House Committee on Agriculture; House Committee on Ways and Means.

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.

How it has voted for president

Two-party margin201620202024
PresidentR+28.9R+26.5R+31.9

A shift of 3.0 points toward the Republicans from 2016 to 2024. county returns placed on the current lines by 2020 block population; 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.

Who are the voters?

Group (adults 25+)Share of adultsTurnout 2020 / midtermShare of a midterm electorateEst. Democratic share, 2020
White, no degree64%65% / 46%60%25%
White, degree24%88% / 72%34%54%
Black2%42% / 28%1%90%
Hispanic7%37% / 18%2%55%
Asian2%47% / 5%0%65%
Other / multiracial2%68% / 50%2%57%

Of about 522,685 adults 25 and over. In 2020 the district voted 36.8% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 37.0% Democratic: the midterm electorate alone moves the margin 0.4 points toward Democrats. Group shares are estimated from how results vary across the state's census tracts (ecological inference, anchored to Pew's 2020 validated-voter figures) and calibrated to this district's actual 2020 vote; turnout is the Census survey's state rate by race and national rate by education, whose state samples carry margins of several points.

Not answered here: how each group will vote in 2026. These are 2020 preferences; this profile is description, not yet an input to the forecast.

The money

CandidateRaisedCash on handPAC shareSelf-fundedOutside $ forOutside $ against
Feenstra, Randall (REP)
incumbent · not on our roster
$1,117,087$053%0%$0$0
Mcgowan, Chris (REP)
open seat
$679,844$328,85017%0%$172,668$0
Rhodes, Ryan (REP)
open seat · not on our roster
$443,360$4,6651%23%$0$0
Dawson, Dave (DEM)
open seat
$135,722$49,7624%0%$0$0
Windschitl, Matt (REP)
open seat · not on our roster
$65,881$08%0%$0$0
Jensen, Douglas (REP)
open seat · not on our roster
$30,110$9560%66%$0$0
Wolftornabane, Ashley (DEM)
open seat · not on our roster
$25,158$9908%0%$0$0
Melton, Ryan Michael Appleton (DEM)
open seat · not on our roster
$13,890$03%0%$0$0
Schlaefer, Christian (REP)
open seat · not on our roster
$7,710$2,0120%75%$0$0

FEC bulk candidate summaries through June 30, 2026; $172,668 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.

The district in numbers

MeasureDistrictNationDifference
Bachelor's degree or higher, 25+26.3%34.9%-8.7 pts
White, non-Hispanic82.5%58.2%+24.3 pts
Black, non-Hispanic1.9%12.0%-10.1 pts
Hispanic or Latino9.9%19.0%-9.1 pts
Asian, non-Hispanic2.1%5.8%-3.6 pts
Foreign-born6.1%13.9%-7.8 pts
Median age38.739.2-0.5
Median household income$70,703$84,362$-13,659
Median home value$172,300$379,737$-207,437
Owner-occupied homes72.0%65.1%+6.9 pts
Unemployment, July 2026 (BLS county data)3.4%4.4%-1.0 pts
Change in unemployment, past 12 months-0.2 pts——
Change since the last election (24 months)+0.0 pts——
Unemployment (ACS)3.4%5.2%-1.8 pts
Federal government workers1.7%2.6%-0.9 pts
Work from home8.1%13.5%-5.4 pts
Households on SNAP8.2%11.8%-3.6 pts
Households with Social Security income33.2%31.2%+2.0 pts
Households with public assistance income2.1%2.7%-0.6 pts
Moved in from another state, past year2.6%2.3%+0.3 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$62,499$73,248$-10,749
Per-capita income growth since 2019, nominal, 202433.6%32.0%+1.6 pts
Government and other transfers, share of income, 202421.9%19.6%+2.3 pts
Social Security, share of income, 20226.8%5.8%+0.9 pts
Medicare, share of income, 20224.9%4.5%+0.4 pts
Medicaid, share of income, 20223.7%4.0%-0.3 pts
SNAP, share of income, 20220.3%0.6%-0.3 pts
Earned Income Tax Credit, share of income, 20220.3%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.7%0.9%-0.1 pts
Federal civilian jobs, share of all jobs, 20220.7%1.3%-0.6 pts
Military jobs, share of all jobs, 20220.6%0.9%-0.4 pts

ACS 5-year 2023, the Census Bureau's own tabulation of this district (118th Congress lines). Unemployment is the BLS county series placed on the district by block population, not seasonally adjusted, so changes are same-month comparisons. Income, transfers and jobs are BEA county accounts placed the same way, compared with the average district. Every other figure is a named column of a named table in the Bureau's summary file, archived before it was read. This is what a reader knows about a district before looking at a poll; the model does not yet use it, and whether it should is a registered question.

Who is favoured, and by how much?

94%
Chris McGowan
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
-13.7
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -28.5 to +1.2 points, D-R. It is wide because this district has never been polled.

What is this built on?

A model trained on every contested House race 2012-2024 predicts this district's lean from its own record: presidential and House results on the current lines, incumbency, both candidates' prior offices, outside and party money before 1 October, demographics and public-assistance shares from the Census release before the election, local unemployment and income, and religious tradition. The national margin comes from presidential approval, the economy, the midterm penalty and the generic ballot corrected for its measured lean. Draws share national and state errors, so the seat total and this district come from the same simulation.

Not answered here: district polls, which are not yet folded in.

Why does the model say this?

Each figure is how far this district's predicted lean moves when that one feature is set to the typical value across 2026 districts, everything else held: 2024 presidential lean (R+30.4): 10.9 pts toward the Republican; experience gap (+2 levels, D minus R): 9.0 pts toward the Democrat; 2024 House lean (R+31.7): 3.0 pts toward the Republican; asian share (2.1%): 1.2 pts toward the Republican; PAC money balance: 0.6 pts toward the Republican.

How sure is it, and of what?

Total sd 9.02 points, made of the seat's own volatility 91%, correlated polling error 9%. The decomposition is stored with the forecast rather than reconstructed, so a probability whose dominant input is a placeholder is visibly that.

Not answered here: a nowcast. 'If ballots were cast today' needs something that observes today, and for a House district nothing does. Publishing the election-day figure under both labels would make one forecast look like two.

How was this number made?

Run 6f211e6f-2bdc-4dda-8f72-81fc628dab0b, house_district_prior/0.2.0, as of 2026-10-02. Promoted by a pre-registered gate: on 2016-2022 its Brier score was 0.036 against 0.049 for the previous method, and on a single 2024 run 0.023 against 0.032 (experiments/district_gate_result.md, with an independent review).