Election LabU.S. forecasts, with every number traced to its run

WA-8 · House

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

Safe D
97%
Kim Schrier
Democrat
3%
Spencer Meline
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+16.6
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+5.7
PAC money balance+5.0
2024 House lean+1.2
median hh income−0.9
outside money balance−0.6

The district, in brief

Washington's 8th district is based in the eastern suburbs of Seattle, including Sammamish, Issaquah, and Maple Valley, and also takes in areas east of the Cascades, including Wenatchee, Leavenworth, and Ellensburg. It is on the map first used in 2022 and is not redrawn for 2026; the facts carry no presidential baseline for these lines.

The incumbent is Democrat Kim Schrier, re-elected with 54.0% of the vote in 2024, a two-party margin of 8.17 points in the facts, which record her first winning the seat in 2018 by 4.83 points after Dave Reichert (R) held it through 2016. The Republican nominee is Spencer Meline, a small business owner. In the blanket primary Schrier took 53.7% and Meline 15.8%; Republicans Trinh Ha, a former consultant, Bob Hagglund and Andres Valleza took 14.8%, 10.6% and 2.4%, and Democrat Keith Arnold 2.5%. As of March 31, 2026 Schrier had raised $2,449,112 with $3,287,787 on hand; Meline had raised $34,145 with $33,230 on hand.

Every rater listed calls the seat D: Decision Desk HQ (September 25, 2026), the Cook Political Report (August 13, 2026), Inside Elections (March 7, 2025), Sabato's Crystal Ball (November 19, 2025) and Split Ticket (July 28, 2026). 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
Kim Schrier (D)The incumbent is Democrat Kim Schrier, who was re-elected with 54.0% of the vote in 2024.
Open seat
noThe incumbent is Democrat Kim Schrier
Democratic nominee
Kim Schrier*Kim Schrier (Democratic), incumbent U.S. representative
Republican nominee
Spencer Meline*Spencer Meline (Republican), small business owner
Democrat's background
incumbent U.S. representativeKim Schrier (Democratic), incumbent U.S. representative
Republican's background
small business ownerSpencer Meline (Republican), small business owner
Last result
Schrier re-elected with 54.0% in 2024who was re-elected with 54.0% of the vote in 2024
Primaries
Blanket primary: Schrier 53.7%, Meline 15.8%; Republicans Trinh Ha (14.8%), Bob Hagglund (10.6%) and Andres Valleza (2.4%) and Democrat Keith Arnold (2.5%) eliminatedcandidate: Kim Schrier (incumbent) votes: 102,853 percentage: 53.7 party: Republican Party (United States) candidate: Spencer Meline votes: 30,324 percentage: 15.8
Raters
Decision Desk HQ: D (September 25, 2026); Cook: D (August 13, 2026); Inside Elections: D (March 7, 2025); Sabato's Crystal Ball: D (November 19, 2025); Split Ticket: D (July 28, 2026)Decision Desk HQ D September 25, 2026 The Cook Political Report D August 13, 2026
Money
As of March 31, 2026: Schrier raised $2,449,112 with $3,287,787 on hand; Meline raised $34,145 with $33,230 on handKim Schrier (D) $2,449,112 $982,947 $3,287,787
Also
The district is based in the eastern suburbs of Seattle (Sammamish, Issaquah, Maple Valley) and takes in Wenatchee, Leavenworth and Ellensburg east of the CascadesThe 8th district is based in the eastern suburbs of Seattle, including Sammamish, Issaquah, and Maple Valley, and also takes in areas east of the Cascades, including Wenatchee, Leavenworth, and Ellensburg.
Republican Trinh Ha, a former consultant, raised $102,951 and finished third in the primary with 14.8%*Trinh Ha (Republican), former consultant
Meline's campaign reported $34,145 raised and $33,230 on hand as of March 31, 2026Spencer Meline (R) $34,145 $914 $33,230.

Not in the source: The text gives no presidential result for the district and the facts have no presidential baseline.; No ratings finer than 'D' are given (no Lean/Likely/Safe).; No district polls appear in the text, and the model's basis says no district polls.; The endorsements section is empty.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 77b3209be57f; 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

Kim Schrier (Democrat), in this chamber since 2019, 4 terms. Committees: House Committee on Energy and Commerce.

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+31.0D+32.2D+30.5

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 degree46%65% / 55%42%25%
White, degree30%89% / 86%43%78%
Black2%51% / 31%1%90%
Hispanic8%38% / 30%4%57%
Asian10%38% / 30%5%83%
Other / multiracial5%64% / 55%5%69%

Of about 522,053 adults 25 and over. In 2020 the district voted 53.5% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 54.6% 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
Schrier, Kim Dr. (DEM)
incumbent
$3,016,894$3,508,75130%0%$105,156$0
Ha, Trinh Dr. (REP)
challenger · not on our roster
$166,734$28,1940%17%$0$0
Meline, Spencer Harrison (REP)
challenger
$126,517$89,8620%67%$0$0
Hagglund, Bob (REP)
challenger · not on our roster
$27,785$1,5550%81%$0$0
Valleza, Andres R Mr. (REP)
challenger · not on our roster
$22,088$1,2490%3%$0$0
Carmen, Goers (REP)
challenger · not on our roster
$20,540$00%100%$0$0

FEC bulk candidate summaries through July 15, 2026; $105,156 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+41.1%34.9%+6.1 pts
White, non-Hispanic68.9%58.2%+10.7 pts
Black, non-Hispanic1.8%12.0%-10.2 pts
Hispanic or Latino11.1%19.0%-7.9 pts
Asian, non-Hispanic10.2%5.8%+4.4 pts
Foreign-born14.6%13.9%+0.8 pts
Median age39.339.20.1
Median household income$122,907$84,362$+38,545
Median home value$650,100$379,737$+270,363
Owner-occupied homes79.2%65.1%+14.1 pts
Unemployment, July 2026 (BLS county data)4.8%4.4%+0.4 pts
Change in unemployment, past 12 months+0.2 pts——
Change since the last election (24 months)+0.2 pts——
Unemployment (ACS)4.0%5.2%-1.2 pts
Federal government workers2.1%2.6%-0.5 pts
Work from home19.6%13.5%+6.1 pts
Households on SNAP6.7%11.8%-5.1 pts
Households with Social Security income27.2%31.2%-4.0 pts
Households with public assistance income2.8%2.7%+0.1 pts
Moved in from another state, past year1.9%2.3%-0.4 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$101,845$73,248$+28,597
Per-capita income growth since 2019, nominal, 202435.8%32.0%+3.9 pts
Government and other transfers, share of income, 202411.1%19.6%-8.4 pts
Social Security, share of income, 20223.6%5.8%-2.2 pts
Medicare, share of income, 20222.2%4.5%-2.2 pts
Medicaid, share of income, 20222.3%4.0%-1.7 pts
SNAP, share of income, 20220.4%0.6%-0.3 pts
Earned Income Tax Credit, share of income, 20220.1%0.4%-0.2 pts
Veterans' benefits, share of income, 20220.5%0.9%-0.4 pts
Federal civilian jobs, share of all jobs, 20221.2%1.3%-0.1 pts
Military jobs, share of all jobs, 20221.4%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?

97%
Kim Schrier
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
+16.6
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +2.6 to +30.8 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+6.7): 5.7 pts toward the Democrat; PAC money balance: 5.0 pts toward the Democrat; 2024 House lean (D+10.9): 1.2 pts toward the Democrat; median hh income ($127,321): 0.9 pts toward the Republican; outside money balance: 0.6 pts toward the Republican.

How sure is it, and of what?

Total sd 8.57 points, made of the seat's own volatility 89%, correlated polling error 11%. 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 00a09d4b-7980-4ec5-ada0-077968a87242, 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).