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

VA-6 · House

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

Safe R
2%
Beth Macy
Democrat
98%
Ben Cline
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+16.7
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−8.5
2024 House lean−5.8
experience gap−1.5
asian share−1.1
religion: evangelical+0.8

The district, in brief

Virginia's 6th lies in western Virginia along Interstate 81 in the Shenandoah Valley, anchored at its southern end by Roanoke and Salem, on the map first used in 2022. The text gives no presidential result for the district; the facts give a 2024 presidential baseline on these lines of -24.1 for the Democrat.

The incumbent is Republican Ben Cline, re-elected with 63.1% in 2024, with no primary opponent listed. The Democratic nominee is Beth Macy, an author and journalist; four other Democrats withdrew, among them the 2024 nominee Ken Mitchell and former state delegate Wendy Gooditis, and state delegate Sam Rasoul declined. As of July 15, 2026 Cline had raised $1,441,436 with $711,442 on hand, and Macy $1,686,322 with $847,470 on hand.

All four raters listed call the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report, Inside Elections and Sabato's Crystal Ball (all May 8, 2026). The text says that although Macy has outraised Cline, the district is even more Republican than the 5th, the DCCC left it off its target list, and Cline is not expected to face a serious challenge. No district polls are recorded.

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
Ben Cline (R)The incumbent is Republican Ben Cline, who was re-elected with 63.1% of the vote in 2024.
Open seat
noThe incumbent is Republican Ben Cline
Democratic nominee
Beth Macy*Beth Macy, author and journalist
Republican nominee
Ben Cline*Ben Cline, incumbent U.S. representative
Democrat's background
Author and journalist*Beth Macy, author and journalist
Republican's background
Incumbent U.S. representative*Ben Cline, incumbent U.S. representative
Last result
Cline re-elected with 63.1% in 2024who was re-elected with 63.1% of the vote in 2024
Primaries
No primary results given; four Democrats withdrew (Pete Barlow, Wendy Gooditis, 2024 nominee Ken Mitchell, Hugh Murray) and state delegate Sam Rasoul declined; no Republican primary opponent is listed*Ken Mitchell, farmer and nominee for this district in 2024
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (May 8, 2026); Inside Elections: R (May 8, 2026); Sabato's Crystal Ball: R (May 8, 2026)Decision Desk HQ R July 14, 2026 The Cook Political Report R May 8, 2026 Inside Elections R May 8, 2026 Sabato's Crystal Ball R May 8, 2026
Money
As of July 15, 2026: Cline raised $1,441,436, spent $1,058,317, $711,442 on hand; Macy raised $1,686,322, spent $838,852, $847,470 on hand| Ben Cline (R) $1,441,436 $1,058,317 $711,442 | Beth Macy (D) $1,686,322 $838,852 $847,470
Also
Macy has outraised Cline, but the text says the district is even more Republican than the 5th, the DCCC did not target it, and Cline is not expected to face a serious challengeAlthough Democrat Beth Macy has outraised Congressman Cline, the 6th district is even more Republican than its counterpart in the 5th.
State delegate Sam Rasoul, the 2008 nominee for this district, declined to run*Sam Rasoul, state delegate from the 38th district (2014–present), nominee for this district in 2008, and candidate for Lieutenant Governor in 2021

Not in the source: The text gives no presidential result for the district.; No primary results are given for either party.; No polls are on the page and the model's basis says no district polls.; No ratings finer than R are given (no Lean/Likely/Safe).

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as c1a7fb5c3c14; 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

Ben Cline (Republican), in this chamber since 2019, 4 terms. Committees: House Committee on the Judiciary; House Committee on Appropriations; House Permanent Select Committee on Intelligence; House Committee on the Budget.

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+26.7R+22.1R+23.6

A shift of 3.1 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 degree59%65% / 46%54%17%
White, degree24%89% / 71%34%60%
Black8%58% / 41%7%95%
Hispanic5%32% / 21%2%62%
Asian2%49% / 28%1%74%
Other / multiracial2%66% / 49%2%66%

Of about 544,033 adults 25 and over. In 2020 the district voted 38.8% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 39.7% Democratic: the midterm electorate alone moves the margin 1.8 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
Macy, Beth (DEM)
challenger
$1,686,322$847,4702%0%$0$0
Cline, Benjamin Lee (REP)
incumbent
$1,441,436$711,44241%0%$6,799$0
Mitchell, Ken (DEM)
challenger · not on our roster
$179,514$23,0490%0%$0$0
Barlow, Pete Hamilton (DEM)
challenger · not on our roster
$130,990$7,2270%10%$0$0
Gooditis, Wendy (DEM)
challenger · not on our roster
$52,710$02%0%$0$0

FEC bulk candidate summaries through July 15, 2026; $6,799 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+27.9%34.9%-7.1 pts
White, non-Hispanic78.2%58.2%+20.0 pts
Black, non-Hispanic8.1%12.0%-3.9 pts
Hispanic or Latino8.2%19.0%-10.8 pts
Asian, non-Hispanic1.6%5.8%-4.1 pts
Foreign-born6.2%13.9%-7.7 pts
Median age40.839.21.6
Median household income$70,243$84,362$-14,119
Median home value$264,800$379,737$-114,937
Owner-occupied homes68.3%65.1%+3.2 pts
Unemployment, July 2026 (BLS county data)3.6%4.4%-0.8 pts
Change in unemployment, past 12 months+0.3 pts——
Change since the last election (24 months)+0.3 pts——
Unemployment (ACS)4.1%5.2%-1.1 pts
Federal government workers3.1%2.6%+0.5 pts
Work from home9.8%13.5%-3.7 pts
Households on SNAP9.6%11.8%-2.2 pts
Households with Social Security income36.2%31.2%+5.0 pts
Households with public assistance income2.6%2.7%-0.1 pts
Moved in from another state, past year2.1%2.3%-0.3 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$60,688$73,248$-12,560
Per-capita income growth since 2019, nominal, 202432.5%32.0%+0.5 pts
Government and other transfers, share of income, 202422.9%19.6%+3.3 pts
Social Security, share of income, 20228.0%5.8%+2.1 pts
Medicare, share of income, 20225.2%4.5%+0.8 pts
Medicaid, share of income, 20224.5%4.0%+0.5 pts
SNAP, share of income, 20220.6%0.6%-0.0 pts
Earned Income Tax Credit, share of income, 20220.4%0.4%+0.0 pts
Veterans' benefits, share of income, 20220.9%0.9%+0.0 pts
Federal civilian jobs, share of all jobs, 20221.4%1.3%+0.1 pts
Military jobs, share of all jobs, 20220.5%0.9%-0.4 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?

98%
Ben Cline
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
-16.7
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -30.5 to -3.0 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+22.6): 8.5 pts toward the Republican; 2024 House lean (R+26.2): 5.8 pts toward the Republican; experience gap (-4 levels, D minus R): 1.5 pts toward the Republican; asian share (1.7%): 1.1 pts toward the Republican; religion: evangelical (25.6%): 0.8 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.48 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).