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

OR-1 · House

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

Safe D
100%
Suzanne Bonamici
Democrat
0%
Barbara Kahl
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+45.4
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+29.1
experience gap+12.0
2024 House lean+10.8
PAC money balance+8.2
2022 House lean+1.9

The district, in brief

Oregon's 1st district is located in northwestern Oregon and includes the western Portland metropolitan area, including the Portland suburbs of Beaverton and Hillsboro, parts of Portland west of the Willamette River, and Tillamook County. The lines are unchanged for 2026; the facts record the map as first used in 2022.

The incumbent is Democrat Suzanne Bonamici, re-elected with 68.6% of the vote in 2024, who won the Democratic primary with 86.6% over Jamil Ahmad, a mechanical engineer. The Republican nominee is Barbara Kahl, a veterinarian, who won the Republican primary with 71.5% over John Verbeek, a retired banker. As of May 25, 2026 Bonamici had raised $640,072 with $545,548 on hand; Kahl had raised $1,191 with $1,350 on hand.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (March 7, 2025) and Sabato's Crystal Ball (September 18, 2025). The text records no district polls and no endorsements.

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
Suzanne Bonamici (D)The incumbent is Democrat Suzanne Bonamici, who was re-elected with 68.6% of the vote in 2024.
Open seat
noThe incumbent is Democrat Suzanne Bonamici
Democratic nominee
Suzanne BonamiciSuzanne Bonamici, incumbent U.S. representative
Republican nominee
Barbara Kahl*Barbara Kahl, veterinarian ====Eliminated in primary==== *John Verbeek, retired banker
Democrat's background
incumbent U.S. representativeSuzanne Bonamici, incumbent U.S. representative
Republican's background
veterinarian*Barbara Kahl, veterinarian ====Eliminated in primary==== *John Verbeek, retired banker
Last result
Bonamici re-elected with 68.6% in 2024who was re-elected with 68.6% of the vote in 2024
Primaries
Bonamici won the Democratic primary with 86.6% over Jamil Ahmad (12.8%); Kahl won the Republican primary with 71.5% over John Verbeek (27.4%)candidate: Barbara Kahl party: Republican Party (United States) votes: 26,877 percentage: 71.5
Raters
Decision Desk HQ: D (July 14, 2026); Cook Political Report: D (February 6, 2025); Inside Elections: D (March 7, 2025); Sabato's Crystal Ball: D (September 18, 2025)Decision Desk HQ D July 14, 2026 The Cook Political Report D February 6, 2025
Money
As of May 25, 2026: Bonamici raised $640,072 with $545,548 on hand; Kahl raised $1,191 with $1,350 on handSuzanne Bonamici (D) $640,072 $640,488 $545,548

Not in the source: The text gives no presidential results for the district; the facts carry a 2024 presidential baseline on the current lines.; No district polls are recorded, and the model's basis says no district polls.; The endorsements sections are empty.; The Democratic primary fundraising table spells the challenger 'Jamil Ahmadi' while the candidate list and results say 'Jamil Ahmad'.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as b7cb918e5b88; 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

Suzanne Bonamici (Democrat), in this chamber since 2012, 8 terms. Committees: House Committee on Science, Space, and Technology; House Committee on Education and Workforce.

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+31.4D+35.4D+25.5

A shift of 5.9 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 degree38%68% / 61%35%44%
White, degree34%93% / 95%48%88%
Black2%48% / 38%1%94%
Hispanic11%37% / 24%4%73%
Asian9%46% / 43%6%85%
Other / multiracial5%71% / 65%5%77%

Of about 505,970 adults 25 and over. In 2020 the district voted 70.1% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 71.2% Democratic: the midterm electorate alone moves the margin 2.1 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
Bonamici, Suzanne Ms. (DEM)
incumbent
$816,770$572,43552%0%$0$0
Chaudhry-Ahmad, Jamil O (DEM)
challenger · not on our roster
$30,676$9,1610%98%$0$0
Kahl, Barbara J Dr Dvm (REP)
challenger
$4,466$21211%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

MeasureDistrictNationDifference
Bachelor's degree or higher, 25+47.2%34.9%+12.2 pts
White, non-Hispanic65.6%58.2%+7.4 pts
Black, non-Hispanic2.2%12.0%-9.7 pts
Hispanic or Latino15.7%19.0%-3.3 pts
Asian, non-Hispanic9.4%5.8%+3.6 pts
Foreign-born14.9%13.9%+1.0 pts
Median age38.339.2-0.9
Median household income$96,012$84,362$+11,650
Median home value$541,700$379,737$+161,963
Owner-occupied homes56.3%65.1%-8.8 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)+0.8 pts——
Unemployment (ACS)4.7%5.2%-0.5 pts
Federal government workers1.5%2.6%-1.2 pts
Work from home21.8%13.5%+8.4 pts
Households on SNAP11.2%11.8%-0.5 pts
Households with Social Security income25.4%31.2%-5.8 pts
Households with public assistance income3.3%2.7%+0.6 pts
Moved in from another state, past year3.7%2.3%+1.4 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$77,579$73,248$+4,331
Per-capita income growth since 2019, nominal, 202432.8%32.0%+0.8 pts
Government and other transfers, share of income, 202416.2%19.6%-3.3 pts
Social Security, share of income, 20224.9%5.8%-0.9 pts
Medicare, share of income, 20223.2%4.5%-1.3 pts
Medicaid, share of income, 20223.9%4.0%-0.0 pts
SNAP, share of income, 20220.5%0.6%-0.1 pts
Earned Income Tax Credit, share of income, 20220.2%0.4%-0.2 pts
Veterans' benefits, share of income, 20220.6%0.9%-0.2 pts
Federal civilian jobs, share of all jobs, 20220.7%1.3%-0.6 pts
Military jobs, share of all jobs, 20220.4%0.9%-0.5 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%
Suzanne Bonamici
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02
+45.4
expected margin, D-R
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +31.7 to +59.2 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+40.7): 29.1 pts toward the Democrat; experience gap (+4 levels, D minus R): 12.0 pts toward the Democrat; 2024 House lean (D+44.6): 10.8 pts toward the Democrat; PAC money balance: 8.2 pts toward the Democrat; 2022 House lean (D+38.5): 1.9 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.38 points, made of the seat's own volatility 92%, correlated polling error 8%. 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 0b33151b-a949-47f1-b845-564833a2b74d, 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).