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

AL-4 · House

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

Safe R
0%
Amanda Pusczek
Democrat
100%
Robert Aderholt
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+54.6
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−40.1
2024 House lean−7.3
2020 presidential lean−3.4
white nh share+1.0
asian share−0.9

The district, in brief

Alabama's 4th is on a map first used in 2026. The text places it in rural north-central Alabama, including Blount, Colbert, Cullman, Fayette and Marion counties and half of Lauderdale and Tuscaloosa counties, but says nothing about how the lines changed and gives no presidential result.

The incumbent is Republican Robert Aderholt, re-elected unopposed in 2024. He won the Republican primary with 77.6% over Colbert County commissioner Tommy Barnes at 22.4%. The Democratic nominee is Amanda Pusczek, a registered nurse, who won her primary with 62.8% over Shane Weaver at 37.2%. As of March 31, 2026 Aderholt had raised $803,634 with $838,663 on hand, and Pusczek $13,528 with $115 on hand.

Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (March 7, 2025), Sabato's Crystal Ball (July 15, 2025) and The Economist (May 7, 2026) all call the seat R; the Silver Bulletin row (August 20, 2026) shows no rating. No polls are listed.

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
Robert Aderholt (R)The incumbent is Republican Robert Aderholt, who was re-elected unopposed in 2024.
Open seat
noRobert Aderholt, incumbent U.S. representative
Democratic nominee
Amanda Pusczekcandidate: Amanda N. Pusczek votes: 9,648 percentage: 62.8
Republican nominee
Robert AderholtRobert Aderholt, incumbent U.S. representative
Democrat's background
registered nurse====Nominee==== *Amanda Pusczek, registered nurse
Republican's background
incumbent U.S. representativeRobert Aderholt, incumbent U.S. representative
Last result
Aderholt re-elected unopposed in 2024who was re-elected unopposed in 2024
Primaries
Republican primary: Aderholt 77.6%, Tommy Barnes (Colbert County commissioner) 22.4%. Democratic primary: Pusczek 62.8%, Shane Weaver 37.2%candidate: Robert Aderholt (incumbent) votes: 72,169 percentage: 77.6
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); The Economist: R (May 7, 2026); Silver Bulletin: no rating shown (August 20, 2026)Decision Desk HQ R July 14, 2026 The Cook Political Report R February 6, 2025
Money
As of March 31, 2026: Aderholt raised $803,634 with $838,663 on hand; Pusczek raised $13,528 with $115 on handRobert Aderholt (R) $803,634 $931,868 $838,663
Also
Aderholt's primary challenger was Tommy Barnes, a Colbert County commissioner, who raised $57,033Tommy Barnes, Colbert County commissioner

Not in the source: The facts mark the district as redrawn for 2026, but the text does not describe any change to the lines.; The text gives no presidential results for the district.; No polls of any kind are listed.; The Silver Bulletin rating cell is empty.; No fundraising later than March 31, 2026.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 24226f016ff0; 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

Robert B. Aderholt (Republican), in this chamber since 1997, 15 terms. Committees: House Committee on Appropriations.

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+62.4R+61.3R+65.8

A shift of 3.4 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 degree68%56% / 39%63%6%
White, degree18%77% / 61%26%30%
Black6%55% / 46%7%86%
Hispanic5%38% / 13%2%42%
Asian1%38% / 26%0%49%
Other / multiracial2%60% / 44%2%34%

Of about 493,104 adults 25 and over. In 2020 the district voted 18.6% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 19.5% Democratic: the midterm electorate alone moves the margin 1.9 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
Aderholt, Robert B. Rep. (REP)
incumbent
$1,022,664$749,66041%0%$0$0
Barnes, Thomas Gary (REP)
challenger · not on our roster
$73,224$00%9%$0$0
Pusczek, Amanda Noelle (DEM)
challenger
$15,591$3960%0%$0$0
Weaver, Michael Shane (DEM)
challenger · not on our roster
$7,520$-1370%26%$0$0

FEC bulk candidate summaries through October 01, 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+20.6%34.9%-14.4 pts
White, non-Hispanic81.2%58.2%+23.0 pts
Black, non-Hispanic6.9%12.0%-5.0 pts
Hispanic or Latino8.1%19.0%-10.9 pts
Asian, non-Hispanic0.6%5.8%-5.2 pts
Foreign-born4.1%13.9%-9.8 pts
Median age40.739.21.5
Median household income$61,602$84,362$-22,760
Median home value$175,704$379,737$-204,033
Owner-occupied homes74.1%65.1%+9.0 pts
Unemployment, July 2026 (BLS county data)3.6%4.4%-0.8 pts
Change in unemployment, past 12 months+0.6 pts——
Change since the last election (24 months)+0.3 pts——
Unemployment (ACS)4.4%5.2%-0.8 pts
Federal government workers2.5%2.6%-0.1 pts
Work from home4.8%13.5%-8.6 pts
Households on SNAP13.0%11.8%+1.3 pts
Households with Social Security income38.0%31.2%+6.8 pts
Households with public assistance income1.5%2.7%-1.2 pts
Moved in from another state, past year1.6%2.3%-0.7 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$49,274$73,248$-23,974
Per-capita income growth since 2019, nominal, 202432.4%32.0%+0.5 pts
Government and other transfers, share of income, 202427.9%19.6%+8.3 pts
Social Security, share of income, 20229.7%5.8%+3.8 pts
Medicare, share of income, 20227.1%4.5%+2.6 pts
Medicaid, share of income, 20223.5%4.0%-0.5 pts
SNAP, share of income, 20221.0%0.6%+0.3 pts
Earned Income Tax Credit, share of income, 20220.6%0.4%+0.3 pts
Veterans' benefits, share of income, 20221.3%0.9%+0.4 pts
Federal civilian jobs, share of all jobs, 20220.8%1.3%-0.5 pts
Military jobs, share of all jobs, 20220.8%0.9%-0.1 pts

ACS 5-year 2023, assembled from census tracts by the 2020 population of their blocks inside the current lines, because the Bureau has not tabulated these lines; medians are population-weighted means of tract medians. 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%
Robert Aderholt
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
-54.6
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -69.6 to -39.7 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+64.3): 40.1 pts toward the Republican; 2024 House lean: 7.3 pts toward the Republican; 2020 presidential lean (R+67.4): 3.4 pts toward the Republican; white nh share (80.6%): 1.0 pts toward the Democrat; asian share (0.6%): 0.9 pts toward the Republican.

How sure is it, and of what?

Total sd 9.06 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).