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

OH-10 · House

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

Lean R
20%
Kristina Knickerbocker
Democrat
80%
Mike Turner
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+7.8
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
experience gap−4.6
PAC money balance−1.0
asian share−0.6
religion: evangelical+0.6
snap share−0.6

The district, in brief

Ohio's 10th is a new district for 2026, which the text describes as the Dayton metro area, including Dayton and the surrounding suburbs, as well as Middletown. The facts carry no presidential baseline for the current lines.

The incumbent is Republican Mike Turner, re-elected with 57.6% in 2024 and unopposed in his primary with 44,286 votes. The Democratic nominee is Kristina Knickerbocker, a U.S. Air Force veteran, who won a six-way primary with 32.7% over Janice Beckett (25.9%), David Esrati (12.8%), Jan Kinner (12.3%), Tony Pombo (8.3%) and Manuel Foggie (8.0%); Pombo had self-funded $125,000 of his $157,718 raised. Libertarian Thomas McMasters, a former mayor of Huber Heights, is also standing. As of June 30, 2026 Turner had raised $894,594 with $556,284 on hand; Knickerbocker $362,665 with $125,159 on hand; McMasters $22,086 with $0 on hand.

Every rater listed calls the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (August 13, 2026), Inside Elections (October 31, 2025) and Sabato's Crystal Ball (September 16, 2026). Two district polls, both by Democratic firms, are recorded: Global Strategy Group (July 20–23, 2026, 700 likely voters) had Turner 49%, Knickerbocker 42%, 9% undecided, and with McMasters included Turner 45%, Knickerbocker 40%, McMasters 4%, 11% undecided; FM3 Research (July 6–12, 2026, 535 likely voters) had Turner 48%, Knickerbocker 41%, 11% undecided, with a generic Democrat 48% to a generic Republican 47%.

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
Mike Turner (R)The incumbent is Republican Mike Turner, who was re-elected with 57.6% of the vote in 2024.
Open seat
noThe incumbent is Republican Mike Turner
Democratic nominee
Kristina KnickerbockerKristina Knickerbocker, U.S. Air Force veteran
Republican nominee
Mike TurnerMike Turner, incumbent U.S. representative
Democrat's background
U.S. Air Force veteranKristina Knickerbocker, U.S. Air Force veteran
Republican's background
incumbent U.S. representativeMike Turner, incumbent U.S. representative
Last result
Turner re-elected with 57.6% in 2024who was re-elected with 57.6% of the vote in 2024
Lines
New district for 2026 covering the Dayton metro area, including Dayton and its suburbs, and MiddletownThe new 10th district encompasses the Dayton metro area, including Dayton and the surrounding suburbs, as well as Middletown.
Primaries
Turner was unopposed in the Republican primary (44,286 votes, 100.0%); Knickerbocker won a six-way Democratic primary with 32.7% over Janice Beckett (25.9%), David Esrati (12.8%), Jan Kinner (12.3%), Tony Pombo (8.3%) and Manuel Foggie (8.0%); Libertarian Thomas McMasters was unopposed with 809 votescandidate: Kristina Knickerbocker votes: 14,824 percentage: 32.7
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (August 13, 2026); Inside Elections: R (October 31, 2025); Sabato's Crystal Ball: R (September 16, 2026)The Cook Political Report R August 13, 2026 Inside Elections R October 31, 2025 Sabato's Crystal Ball R September 16, 2026
Money
As of June 30, 2026: Turner raised $894,594 with $556,284 on hand; Knickerbocker raised $362,665 with $125,159 on hand; McMasters raised $22,086 with $0 on hand| Mike Turner (R) $894,594 $768,735 $556,284
Also
Two district polls: Global Strategy Group (D), July 20–23, 2026, 700 LV, Turner 49%, Knickerbocker 42%, undecided 9% (with McMasters included: 45%, 40%, 4%, undecided 11%); FM3 Research (D), July 6–12, 2026, 535 LV, Turner 48%, Knickerbocker 41%, undecided 11%Global Strategy Group (D) July 20–23, 2026 700 (LV)
FM3's generic-ballot test had a generic Democrat 48%, generic Republican 47%, undecided 5%FM3 Research (D) July 6–12, 2026 535 (LV) — 47% |48% 5%
Tony Pombo self-funded $125,000 of his $157,718 raised and finished fifth in the Democratic primary$125,000 of this total was self-funded by Pombo.
Libertarian Thomas McMasters, former mayor of Huber Heights, is on the ballotThomas McMasters, former mayor of Huber Heights and Independent candidate for this district in 2016

Not in the source: The model's basis says no district polls, though the text has two July 2026 polls by Democratic firms.; The facts carry no presidential baseline for the new lines, and the text gives no presidential results.; The text does not say how the new 10th differs from the previous district beyond calling it new.; No endorsements are listed.; No general-election ratings finer than 'R' are given.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 568e9f52653f; 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

Michael R. Turner (Republican), in this chamber since 2003, 12 terms. Committees: House Committee on Armed Services; House Committee on Oversight and Government Reform.

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+8.8R+5.3R+7.0

A shift of 1.8 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 degree52%64% / 43%48%17%
White, degree25%87% / 67%36%69%
Black15%63% / 31%10%94%
Hispanic3%46% / 23%1%57%
Asian2%41% / 28%1%66%
Other / multiracial3%68% / 46%3%66%

Of about 535,252 adults 25 and over. In 2020 the district voted 47.1% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 46.2% Democratic: the midterm electorate alone moves the margin 1.7 points toward Republicans. 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
Turner, Michael R Rep. (REP)
incumbent
$894,595$556,28445%0%$0$0
Knickerbocker, Kristina (DEM)
challenger
$362,666$125,1607%2%$0$0
Pombo, Tony (DEM)
challenger · not on our roster
$162,774$69,7830%77%$0$0
Beckett, Janice (DEM)
challenger · not on our roster
$29,827$00%32%$0$0
Kinner, Jan (DEM)
challenger · not on our roster
$14,728$00%96%$0$0

FEC bulk candidate summaries through June 30, 2026; no independent expenditures reported for or against any candidate, which usually means nobody outside the district thinks it is in play.

The district in numbers

MeasureDistrictNationDifference
Bachelor's degree or higher, 25+31.6%34.9%-3.4 pts
White, non-Hispanic72.5%58.2%+14.3 pts
Black, non-Hispanic16.0%12.0%+4.0 pts
Hispanic or Latino4.0%19.0%-15.0 pts
Asian, non-Hispanic2.2%5.8%-3.6 pts
Foreign-born4.8%13.9%-9.1 pts
Median age39.539.20.3
Median household income$76,362$84,362$-8,000
Median home value$187,134$379,737$-192,603
Owner-occupied homes63.5%65.1%-1.6 pts
Unemployment, July 2026 (BLS county data)3.6%4.4%-0.8 pts
Change in unemployment, past 12 months-1.5 pts——
Change since the last election (24 months)-1.2 pts——
Unemployment (ACS)5.4%5.2%+0.2 pts
Federal government workers5.2%2.6%+2.5 pts
Work from home10.5%13.5%-2.9 pts
Households on SNAP12.4%11.8%+0.6 pts
Households with Social Security income31.5%31.2%+0.3 pts
Households with public assistance income2.3%2.7%-0.4 pts
Moved in from another state, past year2.2%2.3%-0.1 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$62,124$73,248$-11,124
Per-capita income growth since 2019, nominal, 202428.0%32.0%-3.9 pts
Government and other transfers, share of income, 202422.4%19.6%+2.8 pts
Social Security, share of income, 20226.7%5.8%+0.8 pts
Medicare, share of income, 20225.5%4.5%+1.0 pts
Medicaid, share of income, 20224.4%4.0%+0.4 pts
SNAP, share of income, 20220.7%0.6%+0.1 pts
Earned Income Tax Credit, share of income, 20220.4%0.4%+0.0 pts
Veterans' benefits, share of income, 20221.1%0.9%+0.3 pts
Federal civilian jobs, share of all jobs, 20224.2%1.3%+2.9 pts
Military jobs, share of all jobs, 20221.5%0.9%+0.6 pts

ACS 5-year 2023, assembled from census tracts by the 2020 population of their blocks inside the current lines, because the Bureau has not tabulated these lines; medians are population-weighted means of tract medians. 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?

80%
Mike Turner
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
-7.8
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -22.7 to +7.3 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: experience gap (-4 levels, D minus R): 4.6 pts toward the Republican; PAC money balance: 1.0 pts toward the Republican; asian share (2.3%): 0.6 pts toward the Republican; religion: evangelical (28.3%): 0.6 pts toward the Democrat; snap share (12.3%): 0.6 pts toward the Republican.

How sure is it, and of what?

Total sd 9.07 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 6f211e6f-2bdc-4dda-8f72-81fc628dab0b, 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).