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

MS-4 · House

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

Safe R
0%
Jeffrey Hulum III
Democrat
100%
Mike Ezell
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+37.3
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−22.3
2024 House lean−8.5
2022 House lean−2.8
asian share−0.7
PAC money balance−0.5

The district, in brief

Mississippi's 4th district encompasses the Gulf Coast, including Gulfport, Biloxi, Hattiesburg, Bay St. Louis, Laurel and Pascagoula. The lines are the map first used in 2022 and the district is not redrawn for 2026. The facts carry no presidential baseline for this district.

The incumbent is Republican Mike Ezell, elected with 73.9% of the vote in 2022; the text gives no percentage for his 2024 re-election, which the facts record at a two-party margin of -47.9 for the Democrat. He won the Republican primary with 84.1% against Sawyer Walters (15.9%), a former congressional staffer. The Democratic nominee is Jeffrey Hulum III, state representative from the 119th district since 2022, who won his primary with 57.7% against Paul Blackman (27.7%) and Ryan Grover (14.6%). Carl Boyanton, a produce store owner who ran for this seat as a Republican in 2020, 2022 and 2024, is standing as an independent. As of June 30, 2026 Ezell had raised $990,105 and spent $1,018,211, with $123,359 on hand; Hulum had raised $29,045 with $6,534 on hand; Boyanton had raised $43,526 with $41,844 on hand.

Every rater listed calls the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (March 13, 2025), Inside Elections (March 7, 2025) and Sabato's Crystal Ball (July 15, 2025). 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
Mike Ezell (R)The incumbent is Republican Mike Ezell, who was elected with 73.9% of the vote in 2022.
Open seat
noThe incumbent is Republican Mike Ezell
Democratic nominee
Jeffrey Hulum IIIJeffrey Hulum III, state representative from the 119th district (2022–present)
Republican nominee
Mike EzellMike Ezell, incumbent U.S. representative
Democrat's background
state representative from the 119th district (2022–present)Jeffrey Hulum III, state representative from the 119th district (2022–present)
Republican's background
incumbent U.S. representativeMike Ezell, incumbent U.S. representative
Last result
Ezell elected with 73.9% in 2022 (the text gives no 2024 percentage)who was elected with 73.9% of the vote in 2022
Primaries
Ezell won the Republican primary with 84.1% over Sawyer Walters (15.9%); Hulum won the Democratic primary with 57.7% over Paul Blackman (27.7%) and Ryan Grover (14.6%)candidate: Jeffrey Hulum III party: Democratic Party (United States) votes: 11,046 percentage: 57.7
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (March 13, 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 March 13, 2025
Money
As of June 30, 2026: Ezell raised $990,105, spent $1,018,211, with $123,359 on hand; Hulum raised $29,045 with $6,534 on hand; Boyanton (I) raised $43,526 with $41,844 on handMike Ezell (R) $990,105 $1,018,211 $123,359
Also
Carl Boyanton, a produce store owner who ran as a Republican for this district in 2020, 2022 and 2024, is standing as an independentCarl Boyanton, produce store owner and Republican candidate for this district in 2020, 2022 and 2024 (Independent)

Not in the source: The text records no district polls, and the model's basis says none exist.; The text gives Ezell's 2022 percentage only; his 2024 result appears only as a two-party margin in the facts.; No presidential result is given for the district, in the text or in the facts (presidential_baseline is null).; The text's general-election results table is mislabelled as the 3rd district.; No rating finer than 'R' is given (no Lean/Likely/Safe).

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as fda0e5bc533a; 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

Mike Ezell (Republican), in this chamber since 2023, 2 terms. Committees: House Committee on Natural Resources; House Committee on Transportation and Infrastructure.

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+42.6R+38.7R+43.1

A shift of 0.5 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 degree53%63% / 41%49%8%
White, degree19%86% / 64%27%26%
Black21%72% / 47%22%83%
Hispanic4%34% / 3%0%42%
Asian2%22% / 10%0%44%
Other / multiracial3%69% / 46%3%37%

Of about 496,977 adults 25 and over. In 2020 the district voted 30.7% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 30.3% Democratic: the midterm electorate alone moves the margin 0.8 points toward Republicans. 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
Ezell, Walter Michael (REP)
incumbent
$990,106$123,35948%0%$0$0
Carl, Boyanton Lester (IND)
challenger · not on our roster
$43,526$41,8450%69%$0$0
Hulum, Jeffrey Iii (DEM)
challenger · not on our roster
$29,045$6,5340%12%$0$0
Walters, Sawyer (REP)
challenger · not on our roster
$23,178$13536%0%$0$0
Mills, Ralph John Iii (REP)
challenger · not on our roster
$18,262$5,1140%90%$0$0
Palazzo, Steven Mccarty (REP)
incumbent · not on our roster
$16,500$00%100%$0$0
Brooks, Raymond N (REP)
challenger · not on our roster
$700$00%100%$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+24.0%34.9%-11.0 pts
White, non-Hispanic67.1%58.2%+8.8 pts
Black, non-Hispanic22.2%12.0%+10.2 pts
Hispanic or Latino5.4%19.0%-13.6 pts
Asian, non-Hispanic1.4%5.8%-4.4 pts
Foreign-born3.1%13.9%-10.8 pts
Median age38.639.2-0.6
Median household income$58,969$84,362$-25,393
Median home value$180,300$379,737$-199,437
Owner-occupied homes69.7%65.1%+4.6 pts
Unemployment, July 2026 (BLS county data)3.5%4.4%-0.9 pts
Change in unemployment, past 12 months-0.6 pts——
Change since the last election (24 months)-0.1 pts——
Unemployment (ACS)6.7%5.2%+1.5 pts
Federal government workers4.9%2.6%+2.2 pts
Work from home5.5%13.5%-7.9 pts
Households on SNAP13.3%11.8%+1.6 pts
Households with Social Security income34.7%31.2%+3.5 pts
Households with public assistance income2.5%2.7%-0.2 pts
Moved in from another state, past year3.2%2.3%+0.9 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$49,834$73,248$-23,414
Per-capita income growth since 2019, nominal, 202431.8%32.0%-0.2 pts
Government and other transfers, share of income, 202427.6%19.6%+8.0 pts
Social Security, share of income, 20228.7%5.8%+2.9 pts
Medicare, share of income, 20226.3%4.5%+1.8 pts
Medicaid, share of income, 20223.7%4.0%-0.3 pts
SNAP, share of income, 20220.5%0.6%-0.1 pts
Earned Income Tax Credit, share of income, 20220.8%0.4%+0.4 pts
Veterans' benefits, share of income, 20222.0%0.9%+1.2 pts
Federal civilian jobs, share of all jobs, 20222.7%1.3%+1.4 pts
Military jobs, share of all jobs, 20223.0%0.9%+2.1 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%
Mike Ezell
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
-37.3
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -51.1 to -23.4 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+41.9): 22.3 pts toward the Republican; 2024 House lean (R+45.2): 8.5 pts toward the Republican; 2022 House lean (R+47.3): 2.8 pts toward the Republican; asian share (1.5%): 0.7 pts toward the Republican; PAC money balance: 0.5 pts toward the Republican.

How sure is it, and of what?

Total sd 8.37 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 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).