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

PA-4 · House

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

Safe D
100%
Madeleine Dean
Democrat
0%
Aurora Stuski
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+27.8
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+14.5
PAC money balance+8.3
2024 House lean+7.2
experience gap+4.4
hispanic share+1.4

The district, in brief

Pennsylvania's 4th is based in the western suburbs of Philadelphia, including most of Montgomery County and parts of Berks County. The lines are the map first used in 2022 and are not redrawn for this cycle; the facts record a 2024 presidential two-party margin of 16.1 for the Democrat on these lines.

The incumbent is Democrat Madeleine Dean, who was re-elected with 59.1% of the vote in 2024 and was unopposed in the Democratic primary with 88,286 votes. The Republican nominee is Aurora Stuski, a gemologist, who was unopposed in her primary with 35,116 votes; a second Republican, Ismaine Ayouaz, appears only in an early fundraising table. As of May 21, 2026 Dean had raised $1,112,206 with $1,158,178 on hand; Stuski's report shows $0 raised, $0 spent and $0 on hand.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report (September 11, 2025), Inside Elections (September 11, 2025), Sabato's Crystal Ball (April 10, 2025) and Silver Bulletin (August 20, 2026). The text records no district polls.

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
Madeleine Dean (D)The incumbent is Democrat Madeleine Dean, who was re-elected with 59.1% of the vote in 2024.
Open seat
noThe incumbent is Democrat Madeleine Dean
Democratic nominee
Madeleine DeanMadeleine Dean, incumbent U.S. representative
Republican nominee
Aurora Stuski===Republican primary=== ====Nominee==== *Aurora Stuski, gemologist
Democrat's background
incumbent U.S. representativeMadeleine Dean, incumbent U.S. representative
Republican's background
gemologist===Republican primary=== ====Nominee==== *Aurora Stuski, gemologist
Last result
Dean re-elected with 59.1% in 2024who was re-elected with 59.1% of the vote in 2024
Primaries
Both nominees were unopposed: Dean took 88,286 votes in the Democratic primary, Stuski 35,116 in the Republican primarycandidate: Madeleine Dean (incumbent) party: Democratic Party (United States) votes: 88,286 percentage: 100.0
Raters
Decision Desk HQ: D (July 14, 2026); Cook: D (September 11, 2025); Inside Elections: D (September 11, 2025); Sabato's Crystal Ball: D (April 10, 2025); Silver Bulletin: D (August 20, 2026)Decision Desk HQ D July 14, 2026 The Cook Political Report D September 11, 2025
Money
As of May 21, 2026: Dean raised $1,112,206 with $1,158,178 on hand; Stuski reported $0 raised, $0 spent and $0 on handMadeleine Dean (D) $1,112,206 $922,769 $1,158,178
Also
The Republican nominee's FEC report shows no money raised, spent or on handAurora Stuski (R) $0 $0 $0 Source: Federal Election Commission
A second Republican, Ismaine Ayouaz, appears only in a fundraising table as of March 31, 2025 that notes a nonqualifying candidateIsmaine Ayouaz (R) $0 $99 $0

Not in the source: The text gives no presidential results for the district; only the facts' two-party baseline is available.; No general-election ratings finer than 'D' are given (no Lean/Likely/Safe).; No district polls appear in the text, and the model's basis says no district polls.; The endorsements section is empty, and nothing beyond 'gemologist' is said about Aurora Stuski.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 716a870fb99d; 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

Madeleine Dean (Democrat), in this chamber since 2019, 4 terms. Committees: House Committee on Appropriations; House Committee on Foreign 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.

How it has voted for president

Two-party margin201620202024
PresidentD+17.1D+21.2D+17.6

A shift of 0.5 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 degree42%63% / 52%35%22%
White, degree39%86% / 81%52%81%
Black7%67% / 55%7%94%
Hispanic4%44% / 30%2%71%
Asian6%36% / 28%3%83%
Other / multiracial2%68% / 58%2%75%

Of about 540,088 adults 25 and over. In 2020 the district voted 59.6% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 60.9% Democratic: the midterm electorate alone moves the margin 2.6 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
Dean, Madeleine (DEM)
incumbent
$1,371,536$1,184,80753%0%$105$0

FEC bulk candidate summaries through June 30, 2026; $105 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+48.5%34.9%+13.6 pts
White, non-Hispanic76.1%58.2%+17.9 pts
Black, non-Hispanic8.0%12.0%-4.0 pts
Hispanic or Latino6.2%19.0%-12.8 pts
Asian, non-Hispanic5.8%5.8%+0.0 pts
Foreign-born9.1%13.9%-4.8 pts
Median age42.039.22.8
Median household income$108,583$84,362$+24,221
Median home value$378,500$379,737$-1,237
Owner-occupied homes75.2%65.1%+10.1 pts
Unemployment, July 2026 (BLS county data)3.3%4.4%-1.0 pts
Change in unemployment, past 12 months-0.8 pts——
Change since the last election (24 months)-0.5 pts——
Unemployment (ACS)4.4%5.2%-0.8 pts
Federal government workers1.6%2.6%-1.0 pts
Work from home19.7%13.5%+6.2 pts
Households on SNAP6.0%11.8%-5.7 pts
Households with Social Security income33.0%31.2%+1.8 pts
Households with public assistance income2.0%2.7%-0.7 pts
Moved in from another state, past year1.5%2.3%-0.8 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$96,777$73,248$+23,529
Per-capita income growth since 2019, nominal, 202433.1%32.0%+1.1 pts
Government and other transfers, share of income, 202413.6%19.6%-5.9 pts
Social Security, share of income, 20225.0%5.8%-0.9 pts
Medicare, share of income, 20223.5%4.5%-1.0 pts
Medicaid, share of income, 20222.7%4.0%-1.2 pts
SNAP, share of income, 20220.3%0.6%-0.3 pts
Earned Income Tax Credit, share of income, 20220.1%0.4%-0.2 pts
Veterans' benefits, share of income, 20220.3%0.9%-0.6 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?

>99%
Madeleine Dean
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
+27.7
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +13.7 to +41.6 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 (D+17.6): 14.5 pts toward the Democrat; PAC money balance: 8.3 pts toward the Democrat; 2024 House lean (D+20.8): 7.2 pts toward the Democrat; experience gap (+4 levels, D minus R): 4.4 pts toward the Democrat; hispanic share (6.5%): 1.4 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.47 points, made of the seat's own volatility 89%, correlated polling error 11%. 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).