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

WI-5 · House

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

Likely R
5%
Andrew Beck
Democrat
95%
Scott Fitzgerald
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+14.0
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−7.6
2024 House lean−4.2
experience gap−2.4
religion: evangelical+0.7
religion: mainline+0.5

The district, in brief

Wisconsin's 5th district takes in the northern and western suburbs of Milwaukee, including Washington County, Jefferson County and most of Waukesha County. It is on the map first used in 2022 and is not redrawn for 2026. The facts give a 2024 presidential baseline on the current lines of -22.5 for the Democrat and record Scott Fitzgerald winning by a two-party margin of -28.93 for the Democrat in 2024 and -28.85 in 2022.

The incumbent is Republican Scott Fitzgerald, reelected with 64.4% in 2024; the text names him as the Republican nominee but gives no primary figures. The Democratic nominee is Andrew Beck, who won his primary with 99.72% (64,504 votes); the text gives no background for him. As of March 31, 2026, Fitzgerald had raised $1,058,656 with $1,463,426 on hand; Beck had raised $6,320 with $1,297 on hand.

Every rater listed calls 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 (July 15, 2025).

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
Scott Fitzgerald (R)The incumbent is Republican Scott Fitzgerald, who was reelected with 64.4% of the vote in 2024.
Open seat
noThe incumbent is Republican Scott Fitzgerald, who was reelected
Democratic nominee
Andrew Becknominee2: Andrew Beck party2: Democratic Party (United States)
Republican nominee
Scott FitzgeraldScott Fitzgerald, incumbent U.S. representative
Republican's background
incumbent U.S. representativeScott Fitzgerald, incumbent U.S. representative
Last result
Fitzgerald reelected with 64.4% in 2024who was reelected with 64.4% of the vote in 2024
Primaries
Beck won the Democratic primary with 99.72% (64,504 votes); Fitzgerald is the Republican nominee (no Republican primary figures given)candidate: Andrew Beck votes: 64,504 percentage: 99.72
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (February 6, 2025); Inside Elections: R (March 7, 2025); Sabato's Crystal Ball: R (July 15, 2025)Decision Desk HQ R July 14, 2026 The Cook Political Report R February 6, 2025
Money
As of March 31, 2026: Fitzgerald raised $1,058,656, spent $432,835, with $1,463,426 on hand; Beck raised $6,320, spent $5,158, with $1,297 on handScott Fitzgerald (R) $1,058,656 $432,835 $1,463,426

Not in the source: The text gives no background or description for Andrew Beck; the Democratic primary heading is missing from the text.; The Republican primary result block is garbled and gives no figures.; The text gives no presidential results for the district; the only presidential figure is the facts' 2024 two-party baseline.; No general-election polls appear in the text, consistent with the model's basis.; Endorsement sections are empty.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 39a837b47da2; 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

Scott Fitzgerald (Republican), in this chamber since 2021, 3 terms. Committees: House Committee on the Judiciary; House Committee on Financial Services.

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+25.5R+20.6R+19.9

A shift of 5.5 points toward the Democrats 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 degree54%69% / 54%47%25%
White, degree35%94% / 83%47%50%
Black2%43% / 35%1%90%
Hispanic4%42% / 28%2%54%
Asian3%38% / 44%2%66%
Other / multiracial2%72% / 59%2%57%

Of about 526,683 adults 25 and over. In 2020 the district voted 38.4% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 39.2% Democratic: the midterm electorate alone moves the margin 1.7 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
Fitzgerald, Scott (REP)
incumbent
$1,369,100$1,320,01663%0%$0$0
Beck, Andrew (DEM)
challenger
$14,612$3,1580%11%$0$0
Steinhoff, Ben (DEM)
challenger · not on our roster
$5,937$-4,3220%0%$0$0

FEC bulk candidate summaries through July 22, 2026; no independent expenditures reported for or against any candidate, which usually means nobody outside the district thinks it is in play.

The district in numbers

MeasureDistrictNationDifference
Bachelor's degree or higher, 25+40.2%34.9%+5.3 pts
White, non-Hispanic86.2%58.2%+27.9 pts
Black, non-Hispanic1.6%12.0%-10.4 pts
Hispanic or Latino6.1%19.0%-12.9 pts
Asian, non-Hispanic2.9%5.8%-2.9 pts
Foreign-born4.6%13.9%-9.3 pts
Median age43.039.23.8
Median household income$94,471$84,362$+10,109
Median home value$332,100$379,737$-47,637
Owner-occupied homes74.6%65.1%+9.5 pts
Unemployment, July 2026 (BLS county data)3.2%4.4%-1.2 pts
Change in unemployment, past 12 months+0.2 pts——
Change since the last election (24 months)+0.2 pts——
Unemployment (ACS)2.8%5.2%-2.4 pts
Federal government workers1.3%2.6%-1.3 pts
Work from home13.3%13.5%-0.2 pts
Households on SNAP5.6%11.8%-6.2 pts
Households with Social Security income33.3%31.2%+2.1 pts
Households with public assistance income1.1%2.7%-1.5 pts
Moved in from another state, past year1.3%2.3%-1.0 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$82,706$73,248$+9,458
Per-capita income growth since 2019, nominal, 202429.2%32.0%-2.7 pts
Government and other transfers, share of income, 202415.0%19.6%-4.5 pts
Social Security, share of income, 20226.2%5.8%+0.4 pts
Medicare, share of income, 20223.8%4.5%-0.7 pts
Medicaid, share of income, 20221.7%4.0%-2.2 pts
SNAP, share of income, 20220.3%0.6%-0.4 pts
Earned Income Tax Credit, share of income, 20220.1%0.4%-0.2 pts
Veterans' benefits, share of income, 20220.4%0.9%-0.5 pts
Federal civilian jobs, share of all jobs, 20220.4%1.3%-0.9 pts
Military jobs, share of all jobs, 20220.3%0.9%-0.6 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?

95%
Scott Fitzgerald
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
-14.0
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -28.1 to +0.0 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+21.0): 7.6 pts toward the Republican; 2024 House lean (R+26.2): 4.2 pts toward the Republican; experience gap (-4 levels, D minus R): 2.4 pts toward the Republican; religion: evangelical (19.4%): 0.7 pts toward the Democrat; religion: mainline (6.9%): 0.5 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.50 points, made of the seat's own volatility 90%, correlated polling error 10%. 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 00a09d4b-7980-4ec5-ada0-077968a87242, 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).