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

OH-1 · House

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

Likely D
92%
Greg Landsman
Democrat
8%
Eric Conroy
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+13.2
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
PAC money balance+7.8
experience gap+3.3
outside money balance−2.1
Democrat's experience+1.1
2024 House lean+0.8

The district, in brief

Ohio's 1st is based in the city of Cincinnati and, after what the text calls successful redistricting efforts, stretches northward to Warren County and Clinton County. The facts on file mark the district as redrawn for 2026, on a map first used this cycle; the text gives no presidential result for the district on the new lines.

The incumbent is Democrat Greg Landsman, re-elected with 54.6% of the vote in 2024, who won his primary 67.9% to 32.1% over Damon Lynch IV. The Republican nominee is Eric Conroy, a U.S. Air Force veteran and former CIA officer, who took 71.9% in his primary over Holly Adams (19.7%) and Rosemary Oglesby-Henry (8.4%); Steven Erbeck withdrew but remained on that ballot. The Libertarian nominee, John Hancock, withdrew after nomination and Nathan Weise replaced him. As of June 30, 2026 Landsman had raised $4,633,250 with $3,610,214 on hand, against $1,513,614 raised and $474,156 on hand for Conroy.

Every rater listed calls the seat D: Decision Desk HQ (September 25, 2026), the Cook Political Report (April 7, 2026), Inside Elections (June 12, 2026) and Sabato's Crystal Ball (March 26, 2026). One district poll is recorded: Quantus Insights (August 21–24, 2026, 509 LV) had Landsman 47%, Conroy 43%, with 9% undecided; with leaners it read 48% to 45%.

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
Greg Landsman (D)The incumbent is Democrat Greg Landsman, who was re-elected with 54.6% of the vote in 2024.
Open seat
noThe incumbent is Democrat Greg Landsman
Democratic nominee
Greg LandsmanGreg Landsman, incumbent U.S. representative
Republican nominee
Eric ConroyEric Conroy, U.S. Air Force veteran and former CIA officer
Democrat's background
incumbent U.S. representativeGreg Landsman, incumbent U.S. representative
Republican's background
U.S. Air Force veteran and former CIA officerEric Conroy, U.S. Air Force veteran and former CIA officer
Last result
Landsman re-elected with 54.6% in 2024who was re-elected with 54.6% of the vote in 2024
Lines
Based in Cincinnati, stretching north to Warren and Clinton Counties after redistricting; facts mark the district redrawn for 2026The 1st district is based in the city of Cincinnati, stretching northward to Warren County and Clinton County after successful redistricting efforts.
Primaries
Landsman won the Democratic primary 67.9% to 32.1% over Damon Lynch IV; Conroy won the Republican primary with 71.9% over Holly Adams (19.7%) and Rosemary Oglesby-Henry (8.4%)candidate: Eric Conroy votes: 25,603 percentage: 71.9
Raters
Decision Desk HQ: D (Sept 25, 2026); Cook: D (Apr 7, 2026); Inside Elections: D (June 12, 2026); Sabato's Crystal Ball: D (Mar 26, 2026)Decision Desk HQ D September 25, 2026 The Cook Political Report D April 7, 2026
Money
As of June 30, 2026: Landsman raised $4,633,250 with $3,610,214 on hand; Conroy raised $1,513,614 with $474,156 on handGreg Landsman (D) $4,633,250 $1,203,152 $3,610,214
Also
One district poll: Quantus Insights (Aug 21–24, 2026, 509 LV) Landsman 47%, Conroy 43%, someone else 1%, undecided 9%; with leaners Landsman 48%, Conroy 45%; a forced-choice line shows 52% to 48%Quantus Insights August 21–24, 2026 509 (LV)
Libertarian nominee John Hancock withdrew after nomination; Nathan Weise is the replacement nominee on the general-election ballotReplacement nominee==== *Nathan Weise ====Withdrew after nomination==== *John Hancock, engineering technician
Republican Steven Erbeck, a dentist, withdrew but remained on the primary ballot; he had raised $619,144 as of March 31, 2026Steven Erbeck, dentist (remained on ballot)

Not in the source: The text gives no presidential results for the district on any lines.; The text says the district was redrawn but does not say how the lines changed beyond the northward stretch to Warren and Clinton Counties.; The one district poll is on Wikipedia but the model's basis records no district polls.; No general-election ratings finer than 'D' are given.; The text lists no endorsements for either nominee.

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

Greg Landsman (Democrat), in this chamber since 2023, 2 terms. Committees: House Committee on Energy and Commerce.

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+7.7R+2.8R+4.6

A shift of 3.2 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 degree41%64% / 43%37%13%
White, degree34%87% / 67%47%66%
Black16%63% / 31%11%94%
Hispanic3%46% / 23%1%53%
Asian4%41% / 28%2%62%
Other / multiracial2%68% / 46%2%62%

Of about 520,427 adults 25 and over. In 2020 the district voted 50.0% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 49.1% 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
Landsman, Greg (DEM)
incumbent
$4,633,250$3,610,21421%0%$262$0
Conroy, Eric (REP)
challenger
$1,513,614$474,15619%22%$286,603$0
Erbeck, Steven (REP)
challenger · not on our roster
$834,934$01%51%$0$0
Adams, Holly (REP)
challenger · not on our roster
$412,794$00%97%$0$0
Oglesby-Henry, Rosemary (REP)
challenger · not on our roster
$44,090$1860%6%$0$0
Lynch, Damon Iv (DEM)
challenger · not on our roster
$13,630$4,2210%0%$0$0
Hancock, John David Jr (LIB)
challenger · not on our roster
$1,316$1,3160%87%$0$0

FEC bulk candidate summaries through September 30, 2026; $286,865 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+42.4%34.9%+7.5 pts
White, non-Hispanic70.5%58.2%+12.3 pts
Black, non-Hispanic17.3%12.0%+5.3 pts
Hispanic or Latino4.1%19.0%-14.9 pts
Asian, non-Hispanic3.8%5.8%-2.0 pts
Foreign-born6.7%13.9%-7.2 pts
Median age38.239.2-1.0
Median household income$88,428$84,362$+4,066
Median home value$284,609$379,737$-95,128
Owner-occupied homes60.8%65.1%-4.3 pts
Unemployment, July 2026 (BLS county data)3.4%4.4%-1.0 pts
Change in unemployment, past 12 months-1.4 pts——
Change since the last election (24 months)-1.1 pts——
Unemployment (ACS)4.7%5.2%-0.5 pts
Federal government workers2.1%2.6%-0.6 pts
Work from home14.2%13.5%+0.8 pts
Households on SNAP11.2%11.8%-0.6 pts
Households with Social Security income26.9%31.2%-4.3 pts
Households with public assistance income2.1%2.7%-0.6 pts
Moved in from another state, past year2.5%2.3%+0.2 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$78,427$73,248$+5,179
Per-capita income growth since 2019, nominal, 202431.5%32.0%-0.5 pts
Government and other transfers, share of income, 202415.6%19.6%-3.9 pts
Social Security, share of income, 20224.8%5.8%-1.0 pts
Medicare, share of income, 20223.7%4.5%-0.8 pts
Medicaid, share of income, 20223.3%4.0%-0.7 pts
SNAP, share of income, 20220.4%0.6%-0.2 pts
Earned Income Tax Credit, share of income, 20220.3%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.5%0.9%-0.4 pts
Federal civilian jobs, share of all jobs, 20221.0%1.3%-0.3 pts
Military jobs, share of all jobs, 20220.3%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?

92%
Greg Landsman
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
+13.1
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -2.0 to +28.3 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: PAC money balance: 7.8 pts toward the Democrat; experience gap (+4 levels, D minus R): 3.3 pts toward the Democrat; outside money balance: 2.1 pts toward the Republican; Democrat's experience (incumbent): 1.1 pts toward the Democrat; 2024 House lean: 0.8 pts toward the Democrat.

How sure is it, and of what?

Total sd 9.26 points, made of the seat's own volatility 92%, correlated polling error 8%. 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).