Horizon · our Election Day forecast: polls, plus fundamentals like incumbency, fundraising and past results.

Pulse · polls only: where the races stand today, with no fundamentals and wider uncertainty.

What's the difference?

Montana › Montana House of Representatives · State legislature · November 3, 2026 · Updated Oct 16, 2026

Montana House District 81

Ellis is very likely to win: Ellis wins in 49 of every 50 simulations.

Ellis (D)
98%
chance of winning
Looney (R)
2%
Average margin
D+15.9
80% of outcomes
D+6 to D+26
Partisan lean
D+6
Polls
No pollsmodel only

Ellis is clearly favored to win: Ellis wins in 5 of every 6 simulations.

Ellis (D)
82%
chance of winning
Looney (R)
18%
Average margin
D+8.6
80% of outcomes
R+4 to D+21
Partisan lean
D+6
Polls
No pollsmodel only

Range of outcomes

Final margin across our simulations; the white dashes mark the middle 80%.

D+15.9R+40R+20EvenD+20D+40
D+8.6R+40R+20EvenD+20D+40

How the odds have moved

Chance of winning by forecast date.

0%25%50%75%100%AugSepOctNovNov 3Ellis 98%Looney 2%

Updated nightly. Each day is the current model run on the polls that had ended by then (how).

0%25%50%75%100%AugSepOctNovNov 3Ellis 82%Looney 18%

Updated nightly. Each day is the current model run on the polls that had ended by then (how).

The candidates

What goes into the forecast

Every ingredient's estimate of the final margin.

National environment
D+9.5Election Day forecast
Montana state offices
+0.0Polls for governor, statewide and legislative races · details
Environment here
D+9.5Used by the fundamentals
Swing reaching this office
58%Of a shift in the environment, from past legislative races since 2016
Mountain West adjustment
+1.2How legislative races in the region have run against lean and environment lately
← RepublicanDemocratic →Lean + environmentUsual vote, shifted by 58% of the environment andthe Mountain West adjustmentD+12.9Fundamentals modelAdds incumbency, past results, money andexperienceD+17.2Polls in similar placesPolling of similar races in Montana and look-alikeplacesD+15.2Polling averageNo polls of this racenot availableHorizon forecastPolls + fundamentals, projected to Election DayD+15.8Pulse forecastPolls (and polling of similar places) only, todayD+8.5

Each estimate is a margin before national and statewide uncertainty is simulated. Horizon blends polls, fundamentals and a little of the similar-places estimate, weighting each by how precise it is; Pulse uses polls and similar places only.

Fundamentals inputs
Incumbency (+1 D, −1 R)0
Fundraising edge (log ratio of individual money)1.54
Elected-experience edge0.67
First-term incumbent0
Seat's last result vs. expectation7.95
Incumbent's last result vs. expectation0

Polls

No public polls of this race. The forecast relies on fundamentals and on polling of similar places in the state.

The district

Lean D+6: how much more Democratic or Republican than the nation it votes for president.

Presidential vote

← RepublicanDemocratic →2016 presidentR+3.2R+5.4 vs. nation2020 presidentD+1.9R+2.7 vs. nation2024 presidentD+7.0D+8.5 vs. nation

Precinct results re-aggregated to the current district lines.

Who lives here

Population
6,968
People per km²
91
Adults with a B.A.+
31%
White, no degree
62%of adults
  • White 86%
  • Hispanic 4%
  • Asian 1%
  • Other / multiracial 8%

American Community Survey 2020–2024, aggregated from census tracts.

Past results

Results in the same-numbered district; earlier elections may have used different lines.

2024

6,299 votes · D+11.1
✓ Mary M Caferro (D)55.5%
Dustin Scott (R)44.5%

2024 President Vote in this district

6,236 two-party votes · D+7.0 · D+8.5 vs. the nation
✓ Kamala Harris (D)53.5%
Donald Trump (R)46.5%

2022 Earlier district lines

4,882 votes · D+15.8
✓ Melissa Romano (D)57.9%
Jill Sark (R)42.1%

2020 Earlier district lines

6,254 votes · D+11.2
✓ Mary Caferro (D)55.6%
Bob Leach (R)44.4%

2020 President Vote in this district

6,980 two-party votes · D+1.9 · R+2.7 vs. the nation
✓ Joe Biden (D)50.9%
Donald Trump (R)49.1%

2016 President Vote in this district

5,488 two-party votes · R+3.2 · R+5.4 vs. the nation
✓ Donald Trump (R)51.6%
Hillary Clinton (D)48.4%