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

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What's the difference?

Kentucky › U.S. House of Representatives · November 3, 2026 · Updated Oct 16, 2026

Kentucky's 6th District

Flip risk: Republican-held seat, a toss-up (49% chance it changes parties).

A toss-up: each side wins about half the simulations.

Dembo (D)
49%
chance of winning
Alvarado (R)
51%
Average margin
R+0.2
80% of outcomes
R+8 to D+8
Partisan lean
R+14
Polls
10in our database

Flip risk: Republican-held seat, a toss-up (46% chance it changes parties).

A toss-up: each side wins about half the simulations.

Dembo (D)
46%
chance of winning
Alvarado (R)
54%
Average margin
R+0.6
80% of outcomes
R+10 to D+9
Partisan lean
R+14
Polls
10in our database

Range of outcomes

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

R+0.2R+20R+10EvenD+10D+20
R+0.6R+20R+10EvenD+10D+20

How the odds have moved

Chance of winning by forecast date.

0%25%50%75%100%AugSepOctNovNov 3Dembo 49%Alvarado 51%

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

0%25%50%75%100%AugSepOctNovNov 3Dembo 46%Alvarado 54%

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

The candidates

Democratic

Zach Dembo

Former federal prosecutor

Experience
No elected office
Raised
$1.5M
From individuals
$1.4M
Spent
$975.3K
Cash on hand
$491.3K

Money: FEC, through Jun 30, 2026.

Profile and career

Republican

Ralph Alvarado

Former Tennessee Commissioner of Health (2023–2025), former Kentucky state senator (2015–2023), and nominee for lieutenant governor in 2019

Experience
State legislature
Raised
$2.2M
From individuals
$1.5M
Spent
$1.8M
Cash on hand
$359.5K

Money: FEC, through Sep 30, 2026.

Profile and career · Wikipedia

What goes into the forecast

Every ingredient's estimate of the final margin.

National environment
D+9.5Election Day forecast; federal races run in it
Swing reaching this office
78%Of a shift in the environment, from past House races since 2016
Upper South adjustment
+0.5How House races in the region have run against lean and environment lately
← RepublicanDemocratic →Lean + environmentUsual vote, shifted by 78% of the environment andthe Upper South adjustmentR+4.8Fundamentals modelAdds incumbency, past results, money andexperienceR+3.8Polls in similar placesPolling of similar races in Kentucky andlook-alike placesR+3.3Polling average8 polls, latest Oct 5D+3.0Horizon forecastPolls + fundamentals, projected to Election DayR+0.2Pulse forecastPolls (and polling of similar places) only, todayR+0.6

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)0.12
Elected-experience edge-0.67
First-term incumbent0
Seat's last result vs. expectation-9.73
Incumbent's last result vs. expectation0

Polls

R+10R+5EvenD+5D+10Avg. D+3.0Apr 25Nov 3
All 10 polls
PollsterDatesSampleDemboAlvaradoMarginAdjusted
Change Research for Kentuckians Not Corruption, which supports DemboD-sponsoredSep 29–Oct 5524 LV4738D+9D+4.7
DCCCD-sponsoredOct 2–Oct 5606 LV4640D+6D+4.7
Lake Research Partners for the House Majority PAC, which is focused on electing Democrats to the U.SD-sponsoredSep 30–Oct 4400 LV4740D+7D+1.3
Lake Research Partners for the House Majority PAC, which is focused on electing Democrats to the U.SD-sponsoredSep 30–Oct 4400 LV4845D+3D+1.3
GQR for Dembo's campaignD-sponsoredSep 25–Sep 30401 LV4237D+5D+1.2
GQR for Dembo's campaignD-sponsoredSep 25–Sep 30401 LV4643D+3D+1.2
Lake Research Partners for the House Majority PAC, which is focused on electing Democrats to the U.SD-sponsoredAug 17–Aug 23400 LV4544D+1R+4.5
DCCC for the House Majority PAC, which is focused on electing Democrats to the U.SD-sponsoredJul 29–Jul 30474 V4747EvenR+5.1
GQR for Dembo's campaignD-sponsoredJun 24–Jun 28440 V3942R+3
Public Policy Polling for Dembo's campaignD-sponsoredApr 24–Apr 25675 RV3737Even

Adjusted: after correcting for the pollster's house effect, registered vs. likely voters, and movement in the national environment since the poll; shown for the polls carrying the most weight in today's average. Larger dots in the chart carry the most weight. Last poll: Oct 5, 2026.

The district

Lean R+14: how much more Democratic or Republican than the nation it votes for president.

Presidential vote

← RepublicanDemocratic →2016 presidentR+18.6R+20.8 vs. nation2020 presidentR+9.1R+13.7 vs. nation2024 presidentR+15.3R+13.8 vs. nation

Precinct results re-aggregated to the current district lines.

Who lives here

Population
765,667
People per km²
77
Adults with a B.A.+
37%
White, no degree
51%of adults
  • White 79%
  • Hispanic 6%
  • Black 8%
  • Asian 2%
  • Other / multiracial 4%

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

352,635 votes · R+26.1
✓ Andy Barr (R)63.0%
Randy Cravens (D)37.0%

2024 President Vote in this district

348,966 two-party votes · R+15.3 · R+13.8 vs. the nation
✓ Donald Trump (R)57.7%
Kamala Harris (D)42.3%

2022

246,171 votes · R+30.2
✓ Andy Barr (R)62.9%
GEOFFREY M “GEOFF” YOUNG (D)33.7%
Maurice Randall Cravens II (—)3.4%

2020 Earlier district lines

378,388 votes · R+16.7
✓ Andy Barr (R)57.3%
Josh Hicks (D)41.0%
Frank Harris (L)1.7%

2020 President Vote in this district

389,690 two-party votes · R+9.1 · R+13.7 vs. the nation
✓ Donald Trump (R)54.6%
Joe Biden (D)45.4%

2018 Earlier district lines

302,881 votes · R+3.3
✓ Andy Barr (R)51.0%
Amy McGrath (D)47.8%
Frank Harris (L)0.7%

2016 Earlier district lines

330,819 votes · R+22.2
✓ Andy Barr (R)61.1%
Nancy Jo Kemper (D)38.9%

2016 President Vote in this district

306,641 two-party votes · R+18.6 · R+20.8 vs. the nation
✓ Donald Trump (R)59.3%
Hillary Clinton (D)40.7%