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

CO-8 · House

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

Lean D
74%
Manny Rutinel
Democrat
26%
Gabe Evans
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+5.5
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
total outside/party money+6.0
pc income growth 2y+0.9
outside money balance+0.8
religion: adherents+0.5
pop−0.4

The district, in brief

Colorado's 8th district includes the northern Front Range cities and surrounding Denver communities, including Thornton, Brighton, Johnstown, and Greeley. The lines are not redrawn for 2026; the facts record the map as first used in 2022 and carry results only for 2022, won by Democrat Yadira Caraveo, and 2024, won by Republican Gabe Evans. The text gives no presidential results, but the facts carry a 2024 presidential baseline on the current lines.

The incumbent is Republican Gabe Evans, who flipped the district and was elected with 49.0% of the vote in 2024; he was unopposed in the Republican primary with 48,012 votes. The Democratic nominee is Manny Rutinel, a former state representative from the 32nd district (2023–2026), who won the Democratic primary with 62.8% over Shannon Bird, a former state representative from the 29th district, at 32.5%, with 4.6% for the withdrawn Evan Munsing. Former U.S. representative Yadira Caraveo and State Treasurer Dave Young were among those who withdrew. As of June 30, 2026 Evans had raised $5,393,673 with $3,880,463 on hand; Rutinel $4,336,988 with $601,232 on hand.

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) all call the seat Tossup; Decision Desk HQ lists it as Flip (September 25, 2026). One general-election poll is recorded: McLaughlin and Associates, a Republican firm (September 16–17, 2026, 400 likely voters), had Evans 48%, Rutinel 46%, undecided 6%.

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
Gabe Evans (R)The incumbent is Republican Gabe Evans, who flipped the district and was elected with 49.0% of the vote in 2024.
Open seat
noThe incumbent is Republican Gabe Evans
Democratic nominee
Manny Rutinel*Manny Rutinel, former state representative from the 32nd district (2023–2026)
Republican nominee
Gabe Evans*Gabe Evans, incumbent U.S. representative
Democrat's background
former state representative from the 32nd district (2023–2026)*Manny Rutinel, former state representative from the 32nd district (2023–2026)
Republican's background
incumbent U.S. representative*Gabe Evans, incumbent U.S. representative
Last result
Evans flipped the district, elected with 49.0% in 2024who flipped the district and was elected with 49.0% of the vote in 2024
Lines
Not redrawn for 2026 (facts: map first used in 2022). District covers the northern Front Range cities and surrounding Denver communities, including Thornton, Brighton, Johnstown and GreeleyThe 8th district includes the northern Front Range cities and surrounding Denver communities, including Thornton, Brighton, Johnstown, and Greeley.
Primaries
Evans unopposed in the Republican primary (48,012 votes); Rutinel won the Democratic primary with 62.8% (50,435) over Shannon Bird 32.5% (26,122) and Evan Munsing (withdrawn) 4.6% (3,717)candidate: Manny Rutinel party: Democratic Party (United States) votes: 50,435 percentage: 62.8
Raters
Decision Desk HQ: Flip (September 25, 2026); Cook: Tossup (February 6, 2025); Inside Elections: Tossup (March 7, 2025); Sabato's Crystal Ball: Tossup (April 10, 2025); The Economist: Tossup (May 6, 2026)Decision Desk HQ Flip September 25, 2026 The Cook Political Report Tossup February 6, 2025
Money
As of June 30, 2026: Evans raised $5,393,673, spent $1,588,203, $3,880,463 on hand; Rutinel raised $4,336,988, spent $3,735,756, $601,232 on handGabe Evans (R) $5,393,673 $1,588,203 $3,880,463
Also
General-election poll: McLaughlin and Associates (R), September 16–17, 2026, 400 LV, ±4.9%: Evans 48%, Rutinel 46%, undecided 6%McLaughlin and Associates (R) September 16–17, 2026 400 (LV)
Democratic primary polls: GBAO (D), June 11–14, 2026, 400 LV: Rutinel 44%, Bird 31%, Munsing 5%, undecided 20%; GBAO (D), April 22–26, 2026: Bird 32%, Rutinel 31%; Normington Petts (D), April 20–22, 2026 (sponsored by Bird's campaign): Bird 25%, Rutinel 24%; Normington Petts (D), February 19–23, 2026: Rutinel 20%, Bird 19%; Public Policy Polling (D), May 19–20, 2025 (sponsored by Caraveo's campaign), 467 RV: Caraveo 36%GBAO (D) June 11–14, 2026 400 (LV)
Former U.S. representative Yadira Caraveo (2023–2025) withdrew from the Democratic primary on September 12, 2025; State Treasurer Dave Young withdrew on December 19, 2025; Amie Baca-Oehlert, former president of the Colorado Education Association, withdrew on October 31, 2025 and endorsed Rutinel; Evan Munsing withdrew on May 27, 2026 but remained on the ballot* Yadira Caraveo, former U.S. representative from this district (2023–2025)
Shannon Bird, eliminated in the Democratic primary, is a former state representative from the 29th district (2019–2026); Adams County commissioner Julie Duran Mullica and state senator Kyle Mullica declined to run and endorsed Bird*Shannon Bird, former state representative from the 29th district (2019–2026)

Not in the source: No presidential results in the text; the facts carry a 2024 presidential baseline on the current lines but the text does not state it.; The model's basis says no district polls, but the text records one general-election poll (McLaughlin and Associates (R), September 16–17, 2026) and several Democratic primary polls; none is in the project's poll corpus.; Endorsement sections for the nominees are empty; endorsements are only recorded for withdrawn or declined candidates.; Decision Desk HQ's 'Flip' ranking is not explained in the text.; The text does not give a 2024 result for the district beyond Evans's 49.0%; the facts give results only for 2022 and 2024.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 8bb7a50842a1; 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

Gabe Evans (Republican), in this chamber since 2025, 1 term. Committees: House Committee on Homeland Security; 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
PresidentR+3.0D+3.8R+2.4

A shift of 0.7 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 degree38%60% / 52%38%21%
White, degree21%82% / 80%33%80%
Black2%52% / 28%1%91%
Hispanic32%37% / 36%22%68%
Asian3%33% / 48%3%66%
Other / multiracial3%63% / 59%3%61%

Of about 469,799 adults 25 and over. In 2020 the district voted 52.3% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 53.8% Democratic: the midterm electorate alone moves the margin 3.0 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
Evans, Timothy Gabriel Joseph (REP)
incumbent
$5,393,673$3,880,46326%0%$484,467$145,877
Rutinel, Manny (DEM)
challenger
$4,336,988$601,2322%0%$3,608,663$888,111
Bird, Shannon Kathleen (DEM)
challenger · not on our roster
$2,345,253$230,1787%0%$927,218$1,931,080
Munsing, Evan (DEM)
challenger · not on our roster
$623,140$5,2952%0%$0$0
Caraveo, Yadira (DEM)
challenger · not on our roster
$259,154$03%0%$0$0
Young, David L. (DEM)
challenger · not on our roster
$196,586$14,5760%0%$0$0
Baca-Oehlert, Amie (DEM)
challenger · not on our roster
$134,648$14,1397%0%$0$0
Derito, Adam (REP)
challenger · not on our roster
$29,317$3,0440%66%$0$0
Hassler, Daniel Shane Mr (DEM)
challenger · not on our roster
$5,624$00%26%$0$0

FEC bulk candidate summaries through June 30, 2026; $7,985,416 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+28.8%34.9%-6.1 pts
White, non-Hispanic52.2%58.2%-6.1 pts
Black, non-Hispanic1.9%12.0%-10.1 pts
Hispanic or Latino39.1%19.0%+20.1 pts
Asian, non-Hispanic2.9%5.8%-2.8 pts
Foreign-born12.4%13.9%-1.4 pts
Median age34.739.2-4.5
Median household income$91,509$84,362$+7,147
Median home value$448,300$379,737$+68,563
Owner-occupied homes71.2%65.1%+6.1 pts
Unemployment, July 2026 (BLS county data)4.4%4.4%+0.0 pts
Change in unemployment, past 12 months+0.1 pts——
Change since the last election (24 months)-0.2 pts——
Unemployment (ACS)4.5%5.2%-0.7 pts
Federal government workers1.9%2.6%-0.8 pts
Work from home12.7%13.5%-0.8 pts
Households on SNAP9.3%11.8%-2.5 pts
Households with Social Security income23.1%31.2%-8.1 pts
Households with public assistance income2.7%2.7%+0.0 pts
Moved in from another state, past year2.3%2.3%-0.0 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$61,812$73,248$-11,436
Per-capita income growth since 2019, nominal, 202431.8%32.0%-0.1 pts
Government and other transfers, share of income, 202415.4%19.6%-4.2 pts
Social Security, share of income, 20224.2%5.8%-1.7 pts
Medicare, share of income, 20222.9%4.5%-1.6 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, 20220.3%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.6%0.9%-0.2 pts
Federal civilian jobs, share of all jobs, 20220.8%1.3%-0.5 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?

74%
Manny Rutinel
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
+5.5
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -8.3 to +19.4 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: total outside/party money: 6.0 pts toward the Democrat; pc income growth 2y (6.95): 0.9 pts toward the Democrat; outside money balance: 0.8 pts toward the Democrat; religion: adherents (27.4%): 0.5 pts toward the Democrat; pop (740688): 0.4 pts toward the Republican.

How sure is it, and of what?

Total sd 8.46 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 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).