AR-4 · House
election-day forecast · ground-up model · as of 2026-10-02
The district, in brief
Arkansas's 4th covers large parts of rural Arkansas, including most of its southern half and a stretch to the north-west that includes Pope County, and shares a smaller portion of Little Rock with the 2nd district. The lines are those first used in 2022 and are not redrawn for this cycle. The text gives no presidential result for the district.
The incumbent is Republican Bruce Westerman, elected with 72.9% in 2024, and he is the Republican nominee again with no primary opponent recorded. The Democratic nominee is James Russell, a mental health advocate who ran for governor in 2022 and previously for U.S. Senate; he won the Democratic primary with 53.0% (13,092 votes) to 47.0% (11,616) over Steven O'Donnell, a Navy veteran and small business owner. As of June 30, 2026 Westerman had raised $2,562,973 with $4,668,447 on hand; Russell had raised $5,853 with $907 on hand.
Five raters call the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (March 7, 2025), Sabato's Crystal Ball (April 10, 2025) and The Economist (May 6, 2026); Silver Bulletin is listed with a date of August 20, 2026 but no ranking shown. The text has 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
The incumbent is Republican Bruce Westerman, who was elected with 72.9% of the vote in 2024.
Bruce Westerman, incumbent U.S. representative
James Russell, mental health advocate and candidate for governor in 2022 (previously ran for U.S. Senate)
Bruce Westerman, incumbent U.S. representative
James Russell, mental health advocate and candidate for governor in 2022 (previously ran for U.S. Senate)
Bruce Westerman, incumbent U.S. representative
who was elected with 72.9% of the vote in 2024
candidate: James Russell votes: 13,092 percentage: 53.0
Decision Desk HQ R July 14, 2026 The Cook Political Report R February 6, 2025
Bruce Westerman (R) $2,562,973 $928,087 $4,668,447
Steven O'Donnell, Navy veteran and small business owner
Not in the source: The text gives no presidential results for the district.; No district polls in the text, and the model's basis says no district polls.; No Republican primary result or date is given; no Democratic primary date is given.; Silver Bulletin's rating is missing from the predictions table (date shown, no ranking).; Ratings are given only as 'R' with no Lean/Likely/Safe gradation.; No endorsements are listed for any candidate.
Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 945a74bfa939; 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
Bruce Westerman (Republican), in this chamber since 2015, 6 terms. Committees: House Committee on Natural Resources (Chair); 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 margin | 2016 | 2020 | 2024 |
|---|---|---|---|
| President | R+32.0 | R+35.8 | R+39.8 |
A shift of 7.8 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 adults | Turnout 2020 / midterm | Share of a midterm electorate | Est. Democratic share, 2020 |
|---|---|---|---|---|
| White, no degree | 58% | 52% / 42% | 58% | 12% |
| White, degree | 14% | 70% / 65% | 22% | 43% |
| Black | 19% | 44% / 35% | 15% | 86% |
| Hispanic | 5% | 22% / 8% | 1% | 51% |
| Asian | 1% | 46% / 18% | 0% | 56% |
| Other / multiracial | 3% | 52% / 42% | 3% | 42% |
Of about 514,043 adults 25 and over. In 2020 the district voted 31.9% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 31.8% Democratic: the midterm electorate alone moves the margin 0.1 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
| Candidate | Raised | Cash on hand | PAC share | Self-funded | Outside $ for | Outside $ against |
|---|---|---|---|---|---|---|
| Cotton, Thomas (REP) challenger · not on our roster | $6,233,117 | $9,931,885 | 18% | 0% | $0 | $0 |
| Westerman, Bruce (REP) incumbent | $2,562,973 | $4,668,447 | 41% | 0% | $0 | $0 |
| Russell, James Richard Mr Iii (DEM) challenger | $5,853 | $907 | 26% | 0% | $0 | $0 |
| Howard, Risi (DEM) challenger · not on our roster | $80 | $2,010 | 0% | 0% | $0 | $0 |
FEC bulk candidate summaries through June 30, 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
| Measure | District | Nation | Difference |
|---|---|---|---|
| Bachelor's degree or higher, 25+ | 18.7% | 34.9% | -16.2 pts |
| White, non-Hispanic | 67.9% | 58.2% | +9.7 pts |
| Black, non-Hispanic | 19.6% | 12.0% | +7.7 pts |
| Hispanic or Latino | 7.8% | 19.0% | -11.2 pts |
| Asian, non-Hispanic | 0.7% | 5.8% | -5.1 pts |
| Foreign-born | 3.7% | 13.9% | -10.1 pts |
| Median age | 40.6 | 39.2 | 1.4 |
| Median household income | $51,058 | $84,362 | $-33,304 |
| Median home value | $130,800 | $379,737 | $-248,937 |
| Owner-occupied homes | 70.1% | 65.1% | +5.0 pts |
| Unemployment, July 2026 (BLS county data) | 5.1% | 4.4% | +0.7 pts |
| Change in unemployment, past 12 months | -0.2 pts | — | — |
| Change since the last election (24 months) | +0.2 pts | — | — |
| Unemployment (ACS) | 5.6% | 5.2% | +0.4 pts |
| Federal government workers | 2.2% | 2.6% | -0.4 pts |
| Work from home | 5.0% | 13.5% | -8.5 pts |
| Households on SNAP | 12.5% | 11.8% | +0.8 pts |
| Households with Social Security income | 39.5% | 31.2% | +8.3 pts |
| Households with public assistance income | 2.4% | 2.7% | -0.3 pts |
| Moved in from another state, past year | 2.3% | 2.3% | -0.0 pts |
| Gini index | 0.50 | 0.44 | 0.06 |
| Per-capita personal income (BEA), 2024 | $48,929 | $73,248 | $-24,319 |
| Per-capita income growth since 2019, nominal, 2024 | 30.9% | 32.0% | -1.0 pts |
| Government and other transfers, share of income, 2024 | 32.5% | 19.6% | +12.9 pts |
| Social Security, share of income, 2022 | 10.3% | 5.8% | +4.5 pts |
| Medicare, share of income, 2022 | 7.7% | 4.5% | +3.2 pts |
| Medicaid, share of income, 2022 | 7.8% | 4.0% | +3.8 pts |
| SNAP, share of income, 2022 | 0.6% | 0.6% | -0.1 pts |
| Earned Income Tax Credit, share of income, 2022 | 0.7% | 0.4% | +0.4 pts |
| Veterans' benefits, share of income, 2022 | 1.5% | 0.9% | +0.7 pts |
| Federal civilian jobs, share of all jobs, 2022 | 1.2% | 1.3% | -0.1 pts |
| Military jobs, share of all jobs, 2022 | 0.8% | 0.9% | -0.1 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?
The 90% interval runs from -52.1 to -24.1 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+39.1): 19.9 pts toward the Republican; 2024 House lean (R+43.1): 8.4 pts toward the Republican; 2022 House lean (R+43.7): 2.3 pts toward the Republican; asian share (0.7%): 1.6 pts toward the Republican; PAC money balance: 1.2 pts toward the Republican.
How sure is it, and of what?
Total sd 8.49 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).