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

OR-5 · House

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

Safe D
99%
Janelle Bynum
Democrat
1%
Patti Adair
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+18.6
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+6.0
PAC money balance+2.5
hispanic share+0.9
religion: muslim+0.6
Democrat's experience+0.5

The district, in brief

Oregon's 5th district includes portions of the Portland suburbs, also stretching southwards through the eastern parts of Marion and Linn counties to Bend. The lines are unchanged for 2026; the facts record the map as first used in 2022.

The incumbent is Democrat Janelle Bynum, who flipped the district and was elected with 47.7% of the vote in 2024; the facts record the previous winner, in 2022, as Republican Lori Chavez-DeRemer. Bynum won the Democratic primary with 82.0% over Zeva Rosenbaum, a marketing coordinator. The Republican nominee is Patti Adair, a Deschutes County commissioner, who won the Republican primary with 59.6% over Jonathan Lockwood, a political communications consultant. Andrea Townsend is standing for the Pacific Green Party. As of June 30, 2026 Bynum had raised $3,760,212 with $2,715,860 on hand; Adair had raised $423,922 with $135,365 on hand.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report (July 16, 2026), Inside Elections (December 5, 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
Janelle Bynum (D)The incumbent is Democrat Janelle Bynum, who flipped the district and was elected with 47.7% of the vote in 2024.
Open seat
noThe incumbent is Democrat Janelle Bynum
Democratic nominee
Janelle BynumJanelle Bynum, incumbent U.S. representative
Republican nominee
Patti AdairPatti Adair, Deschutes County commissioner
Democrat's background
incumbent U.S. representativeJanelle Bynum, incumbent U.S. representative
Republican's background
Deschutes County commissionerPatti Adair, Deschutes County commissioner
Last result
Bynum flipped the district and was elected with 47.7% in 2024who flipped the district and was elected with 47.7% of the vote in 2024
Primaries
Bynum won the Democratic primary with 82.0% over Zeva Rosenbaum (17.4%); Adair won the Republican primary with 59.6% over Jonathan Lockwood (39.7%)candidate: Patti Adair party: Republican Party (United States) votes: 43,524 percentage: 59.6
Raters
Decision Desk HQ: D (July 14, 2026); Cook Political Report: D (July 16, 2026); Inside Elections: D (December 5, 2025); Sabato's Crystal Ball: D (September 18, 2025)Decision Desk HQ D July 14, 2026 The Cook Political Report D July 16, 2026
Money
As of June 30, 2026: Bynum raised $3,760,212 with $2,715,860 on hand; Adair raised $423,922 with $135,365 on handJanelle Bynum (D) $3,760,212 $1,089,484 $2,715,860
Also
Andrea Townsend is standing for the Pacific Green Partyparty: Pacific Green Party candidate: Andrea Townsend
Jonathan Lockwood, a political communications consultant, took 39.7% against Adair in the Republican primaryJonathan Lockwood, political communications consultant

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 text does not name the 2024 Republican opponent; the facts give the 2022 winner as Lori Chavez-DeRemer.

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

Janelle S. Bynum (Democrat), in this chamber since 2025, 1 term. Committees: House Committee on Financial Services.

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+1.7D+7.6D+9.3

A shift of 7.6 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 degree52%68% / 61%46%36%
White, degree32%93% / 95%44%73%
Black1%48% / 38%0%93%
Hispanic8%37% / 24%3%62%
Asian3%46% / 43%2%76%
Other / multiracial5%71% / 65%4%68%

Of about 505,550 adults 25 and over. In 2020 the district voted 54.6% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 55.6% 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
Bynum, Janelle (DEM)
incumbent
$3,760,212$2,715,86030%0%$125$0
Adair, Patti (REP)
challenger
$423,922$135,3651%2%$0$0
Lockwood, Jonathan (REP)
challenger · not on our roster
$15,181$00%0%$0$0
Perkins, Jo Rae (REP)
challenger · not on our roster
$10,577$1530%7%$0$0
Chavez-Deremer, Lori (REP)
incumbent · not on our roster
$9,013$26,4280%0%$0$0

FEC bulk candidate summaries through December 31, 2026; $125 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+38.2%34.9%+3.3 pts
White, non-Hispanic79.6%58.2%+21.4 pts
Black, non-Hispanic1.0%12.0%-11.0 pts
Hispanic or Latino10.2%19.0%-8.8 pts
Asian, non-Hispanic2.9%5.8%-2.8 pts
Foreign-born6.9%13.9%-7.0 pts
Median age41.439.22.2
Median household income$89,355$84,362$+4,993
Median home value$526,800$379,737$+147,063
Owner-occupied homes69.0%65.1%+3.9 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)+0.6 pts——
Unemployment (ACS)4.8%5.2%-0.4 pts
Federal government workers1.6%2.6%-1.0 pts
Work from home18.3%13.5%+4.9 pts
Households on SNAP12.0%11.8%+0.2 pts
Households with Social Security income33.8%31.2%+2.6 pts
Households with public assistance income3.3%2.7%+0.7 pts
Moved in from another state, past year2.6%2.3%+0.3 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$78,118$73,248$+4,870
Per-capita income growth since 2019, nominal, 202439.5%32.0%+7.5 pts
Government and other transfers, share of income, 202418.4%19.6%-1.1 pts
Social Security, share of income, 20226.2%5.8%+0.4 pts
Medicare, share of income, 20223.9%4.5%-0.5 pts
Medicaid, share of income, 20223.9%4.0%-0.0 pts
SNAP, share of income, 20220.6%0.6%-0.0 pts
Earned Income Tax Credit, share of income, 20220.2%0.4%-0.2 pts
Veterans' benefits, share of income, 20220.8%0.9%-0.0 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%-0.6 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%
Janelle Bynum
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
+18.6
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +4.7 to +32.4 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 (D+9.4): 6.0 pts toward the Democrat; PAC money balance: 2.5 pts toward the Democrat; hispanic share (10.8%): 0.9 pts toward the Democrat; religion: muslim (0.0%): 0.6 pts toward the Democrat; Democrat's experience (incumbent): 0.5 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.42 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).