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

KY-6 · House

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

Lean R
29%
Zach Dembo
Democrat
71%
Ralph Alvarado
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+5.1
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−5.5
2024 House lean−4.0
total outside/party money+3.2
asian share−1.1
outside money balance+0.6

The district, in brief

Kentucky's 6th district is located in central Kentucky, taking in Lexington, Richmond and Georgetown; the map in force was first used in 2022 and was not redrawn for this cycle. The text gives no presidential result.

The seat is open. Republican incumbent Andy Barr, re-elected with 63.0% in 2024, announced on April 22, 2025 that he would run for U.S. Senate. The Republican nominee is Ralph Alvarado, a former Tennessee Commissioner of Health, former Kentucky state senator and the 2019 nominee for lieutenant governor, who won the primary with 56.5% over state representative Ryan Dotson (26.4%); Adam Perez Arquette, who had raised $4,990,948 as of March 31, 2026, withdrew on May 12, 2026 and endorsed Alvarado. The Democratic nominee is Zach Dembo, a former federal prosecutor, who won his primary with 39.6% over former state representative Cherlynn Stevenson (31.5%) and Erin Petrey (15.8%). Kentucky Party nominee Pete Lynch and independent Jay Bowman are also listed. As of June 30, 2026 Alvarado had raised $1,521,812 with $398,018 on hand and Dembo $1,463,854 with $491,275 on hand.

Every rater listed calls the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (July 16, 2026), Inside Elections (August 20, 2026) and Sabato's Crystal Ball (September 29, 2026). Four general-election polls, all from Democratic-aligned sources, are recorded: Lake Research Partners (August 17–23, 2026) Dembo 45%, Alvarado 44%; DCCC (July 29–30, 2026) 47% each; GQR (June 24–28, 2026) Alvarado 42%, Dembo 39%; Public Policy Polling for Dembo's campaign (April 24–25, 2026) 37% each.

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
Andy Barr (R), not seeking re-electionThe incumbent is Republican Andy Barr, who was re-elected with 63.0% of the vote in 2024.
Open seat
yesOn April 22, 2025, Barr announced that he would run for U.S. Senate.
Democratic nominee
Zach DemboZach Dembo, former federal prosecutor
Republican nominee
Ralph AlvaradoRalph Alvarado, former Tennessee Commissioner of Health (2023–2025), former Kentucky state senator (2015–2023), and nominee for lieutenant governor in 2019
Democrat's background
former federal prosecutorZach Dembo, former federal prosecutor
Republican's background
former Tennessee Commissioner of Health (2023–2025); former Kentucky state senator (2015–2023); nominee for lieutenant governor in 2019former Tennessee Commissioner of Health (2023–2025), former Kentucky state senator (2015–2023), and nominee for lieutenant governor in 2019
Last result
Barr re-elected with 63.0% in 2024who was re-elected with 63.0% of the vote in 2024
Primaries
Alvarado won the Republican primary with 56.5% over Ryan Dotson 26.4%, Greg Plucinski 8.8%, Steve Shannon 6.2% and the withdrawn Adam Perez Arquette 2.1%; Dembo won the Democratic primary with 39.6% over Cherlynn Stevenson 31.5%, Erin Petrey 15.8%, David Kloiber 4.5%, Corey Edwards 4.4%, Harvey Carroll 2.9% and Jimmy Ausbrooks 1.4%candidate: Ralph Alvarado party: Republican Party (United States) votes: 36,217 percentage: 56.5
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (July 16, 2026); Inside Elections: R (August 20, 2026); Sabato's Crystal Ball: R (September 29, 2026)Decision Desk HQ R July 14, 2026 The Cook Political Report R July 16, 2026
Money
As of June 30, 2026: Alvarado raised $1,521,812, spent $1,123,794, $398,018 on hand; Dembo raised $1,463,854, spent $972,579, $491,275 on handRalph Alvarado (R) $1,521,812 $1,123,794 $398,018
Also
Four general-election district polls, all from Democratic-aligned sources: Lake Research Partners (D), August 17–23, 2026, 400 LV, Alvarado 44%, Dembo 45%; DCCC (D), July 29–30, 2026, 474 V, 47% each; GQR (D), June 24–28, 2026, 440 V, Alvarado 42%, Dembo 39%; Public Policy Polling (D), sponsored by Dembo's campaign, April 24–25, 2026, 675 RV, 37% eachLake Research Partners(D) August 17–23, 2026 400 (LV)
Adam Perez Arquette, who had raised $4,990,948 as of March 31, 2026, withdrew from the Republican primary on May 12, 2026, endorsed Alvarado and remained on the ballotAdam Perez Arquette (endorsed Alvarado, remained on ballot)
Former Senate Majority Leader Damon Thayer endorsed Alvarado; former U.S. representative Ben Chandler endorsed Dembo; Lieutenant Governor Jacqueline Coleman endorsed Cherlynn Stevenson in the Democratic primaryBen Chandler, former U.S. representative (2004–2013) (endorsed Dembo)
Also on the general-election ballot: Kentucky Party nominee Pete Lynch, a political science lecturer, and independent Jay Bowman, a businessman and 2024 presidential candidate; Robert Quigley is a declared write-inJay Bowman, businessman and presidential candidate in 2024
Republican primary polling by 1892 Polling (R), May 4–7, 2026, 400 LV: Alvarado 38%, Dotson 15%, Plucinski 8%, Shannon 3%, undecided 35%1892 Polling (R) May 4–7, 2026 400 (LV)

Not in the source: The text gives no presidential result for the district in any year.; No general-election ratings finer than 'R' are given (no Lean/Likely/Safe).; All four general-election polls come from Democratic-aligned pollsters or sponsors; no nonpartisan or Republican general-election poll is recorded.; The four polls are in the text but the model's basis says no district polls, so the forecast does not reflect them.; The 'Endorsements' and 'Post-primary endorsements' headings are empty apart from the endorsements noted in the candidate lists.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 4c6b2ef6af16; 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

Andy Barr (Republican), in this chamber since 2013, 7 terms. Committees: House Committee on Financial Services; House Committee on Foreign Affairs; House Select Committee on the Strategic Competition Between the United States and the Chinese Communist Party.

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+18.8R+11.2R+15.4

A shift of 3.4 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 degree54%63% / 47%49%22%
White, degree30%86% / 73%42%63%
Black8%54% / 35%5%94%
Hispanic4%16% / 6%0%66%
Asian2%52% / 14%1%71%
Other / multiracial2%65% / 49%2%64%

Of about 497,155 adults 25 and over. In 2020 the district voted 44.4% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 44.6% Democratic: the midterm electorate alone moves the margin 0.4 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
Barr, Garland Andy (REP)
incumbent · not on our roster
$9,916,442$2,246,53719%0%$7,252,025$0
Arquette, Adam Perez (REP)
open seat · not on our roster
$4,990,948$00%67%$0$0
Alvarado, Ralph A (REP)
open seat
$1,521,813$398,01817%4%$102,558$0
Dembo, Zach (DEM)
open seat
$1,463,855$491,2754%0%$286,463$0
Plucinski, Greg (REP)
open seat · not on our roster
$733,348$1,8321%89%$0$0
Stevenson, Cherlynn (DEM)
open seat · not on our roster
$661,064$07%0%$147,660$0
Dotson, Ryan (REP)
open seat · not on our roster
$567,576$3,2662%46%$0$0
Gordon, Deanna (REP)
open seat · not on our roster
$372,174$02%72%$0$0
Petrey, Erin (DEM)
open seat · not on our roster
$268,180$3,7150%21%$0$0
Kloiber, David (DEM)
open seat · not on our roster
$200,851$23,2910%63%$0$0
Jay, Bowman J (NNE)
open seat · not on our roster
$7,429$1660%86%$0$0

FEC bulk candidate summaries through July 16, 2026; $7,788,706 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+35.9%34.9%+1.0 pts
White, non-Hispanic79.7%58.2%+21.5 pts
Black, non-Hispanic8.1%12.0%-3.9 pts
Hispanic or Latino6.2%19.0%-12.8 pts
Asian, non-Hispanic2.2%5.8%-3.6 pts
Foreign-born6.3%13.9%-7.6 pts
Median age37.239.2-2.0
Median household income$66,879$84,362$-17,483
Median home value$233,600$379,737$-146,137
Owner-occupied homes62.4%65.1%-2.7 pts
Unemployment, July 2026 (BLS county data)4.7%4.4%+0.3 pts
Change in unemployment, past 12 months-0.1 pts——
Change since the last election (24 months)-0.3 pts——
Unemployment (ACS)4.7%5.2%-0.5 pts
Federal government workers2.2%2.6%-0.4 pts
Work from home9.8%13.5%-3.6 pts
Households on SNAP10.8%11.8%-1.0 pts
Households with Social Security income29.8%31.2%-1.4 pts
Households with public assistance income1.5%2.7%-1.1 pts
Moved in from another state, past year2.4%2.3%+0.1 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$60,445$73,248$-12,803
Per-capita income growth since 2019, nominal, 202432.2%32.0%+0.3 pts
Government and other transfers, share of income, 202420.4%19.6%+0.8 pts
Social Security, share of income, 20226.5%5.8%+0.7 pts
Medicare, share of income, 20224.5%4.5%+0.0 pts
Medicaid, share of income, 20224.0%4.0%+0.1 pts
SNAP, share of income, 20220.5%0.6%-0.2 pts
Earned Income Tax Credit, share of income, 20220.4%0.4%+0.0 pts
Veterans' benefits, share of income, 20220.8%0.9%-0.1 pts
Federal civilian jobs, share of all jobs, 20221.3%1.3%-0.0 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?

71%
Ralph Alvarado
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02
-5.1
expected margin, D-R
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -20.1 to +9.8 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 (R+13.8): 5.5 pts toward the Republican; 2024 House lean (R+23.4): 4.0 pts toward the Republican; total outside/party money: 3.2 pts toward the Democrat; asian share (2.3%): 1.1 pts toward the Republican; outside money balance: 0.6 pts toward the Democrat.

How sure is it, and of what?

Total sd 9.11 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 0b33151b-a949-47f1-b845-564833a2b74d, 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).