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

NY-18 · House

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

Safe D
99%
Pat Ryan
Democrat
1%
Jacqueline Auringer
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+18.4
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
experience gap+4.9
2024 presidential lean+4.3
PAC money balance+3.4
total outside/party money+1.6
2024 House lean+1.4

The district, in brief

New York's 18th is in the mid-Hudson Valley, covering all of Orange County and most of Dutchess and Ulster counties, on the map first used in 2024. The incumbent is Democrat Pat Ryan, re-elected with 57.2% in 2024.

Ryan is the Democratic nominee with no primary opponent listed; he holds the Working Families line and is endorsed by the Brady Campaign, End Citizens United, Planned Parenthood Action Fund and several unions, and the text records that he rejected endorsements from AIPAC and Democratic Majority for Israel. The Republican nominee is Jackie Auringer, a businesswoman, after her only listed rival, Sharanjit Thind, withdrew; she is endorsed by Log Cabin Republicans and the Conservative Party, whose line she holds.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report (January 15, 2026), Inside Elections (December 5, 2025) and Sabato's Crystal Ball (March 26, 2026). As of June 30, 2026 Ryan had raised $4,723,627 with $3,116,679 on hand; Auringer had raised $89,698 with $61,255 on hand. One poll is listed, by Global Strategy Group, a Democratic firm, for Ryan's campaign (July 23–26, 2026, 500 likely voters): Ryan 53%, Auringer 39%, undecided 8%. The facts put the district's 2024 presidential two-party margin at 3.4 for the Democrat.

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
Pat Ryan (D)The incumbent is Democrat Pat Ryan, who was re-elected with 57.2% of the vote in 2024.
Open seat
no*Pat Ryan, incumbent U.S. representative
Democratic nominee
Pat Ryan*Pat Ryan, incumbent U.S. representative
Republican nominee
Jacqueline (Jackie) Auringer===Republican primary=== ====Nominee==== *Jackie Auringer, businesswoman
Democrat's background
incumbent U.S. representativePat Ryan, incumbent U.S. representative
Republican's background
businesswoman===Republican primary=== ====Nominee==== *Jackie Auringer, businesswoman
Last result
Ryan re-elected with 57.2% in 2024who was re-elected with 57.2% of the vote in 2024
Primaries
No primary opponent listed for Ryan; Auringer's only listed rival, Sharanjit Thind, withdrew*Sharanjit Thind, former Nassau County human rights commissioner
Raters
Decision Desk HQ: D (July 14, 2026); Cook: D (Jan 15, 2026); Inside Elections: D (Dec 5, 2025); Sabato's Crystal Ball: D (Mar 26, 2026)Decision Desk HQ D July 14, 2026 The Cook Political Report D January 15, 2026
Money
As of June 30, 2026: Ryan raised $4,723,627 with $3,116,679 on hand; Auringer raised $89,698 with $61,255 on hand| Pat Ryan (D) $4,723,627 $1,774,339 $3,116,679
Also
One general-election poll: Global Strategy Group (D), sponsored by Ryan's campaign (July 23–26, 2026, 500 LV), Ryan 53%, Auringer 39%, undecided 8%Global Strategy Group (D)Poll sponsored by Ryan's campaign July 23–26, 2026 500 (LV)
Ryan rejected endorsements from AIPAC and Democratic Majority for Israel; he holds the Working Families line*<s>AIPAC</s> (endorsement rejected by candidate)
Auringer is endorsed by Log Cabin Republicans and the Conservative Party, whose line she also holds*Log Cabin Republicans ;Political parties *Conservative Party of New York State

Not in the source: The only poll is sponsored by Ryan's campaign; the model's basis says no district polls.; No presidential result percentages for the district in the text.; The text does not say whether either primary was contested beyond the withdrawal.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as cfb3d3b04173; 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

Patrick Ryan (Democrat), in this chamber since 2022, 3 terms. Committees: House Committee on Transportation and Infrastructure; House Committee on Armed Services.

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+0.8D+7.2D+2.7

A shift of 3.5 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 degree43%57% / 43%41%23%
White, degree26%77% / 67%38%72%
Black10%57% / 36%8%95%
Hispanic15%38% / 26%9%79%
Asian3%34% / 22%1%66%
Other / multiracial3%57% / 44%3%78%

Of about 526,127 adults 25 and over. In 2020 the district voted 54.6% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 54.5% Democratic: the midterm electorate alone moves the margin 0.1 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
Ryan, Patrick (DEM)
incumbent
$4,723,627$3,116,47911%0%$905$0
Auringer, Jackie Mary (REP)
challenger
$89,698$61,25510%0%$0$0
Esposito, Alison (REP)
challenger · not on our roster
$5,115$10,5230%0%$0$30
Smith, Scott A (UNK)
challenger · not on our roster
$105$3410%100%$0$0

FEC bulk candidate summaries through June 30, 2026; $935 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+35.4%34.9%+0.4 pts
White, non-Hispanic63.3%58.2%+5.1 pts
Black, non-Hispanic10.0%12.0%-2.0 pts
Hispanic or Latino18.9%19.0%-0.1 pts
Asian, non-Hispanic2.9%5.8%-2.9 pts
Foreign-born12.1%13.9%-1.8 pts
Median age39.539.20.3
Median household income$93,417$84,362$+9,055
Median home value$353,800$379,737$-25,937
Owner-occupied homes67.6%65.1%+2.5 pts
Unemployment, July 2026 (BLS county data)4.0%4.4%-0.4 pts
Change in unemployment, past 12 months+0.0 pts——
Change since the last election (24 months)+0.1 pts——
Unemployment (ACS)5.1%5.2%-0.0 pts
Federal government workers2.3%2.6%-0.3 pts
Work from home12.9%13.5%-0.6 pts
Households on SNAP9.6%11.8%-2.2 pts
Households with Social Security income33.0%31.2%+1.8 pts
Households with public assistance income2.2%2.7%-0.5 pts
Moved in from another state, past year1.7%2.3%-0.7 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$67,985$73,248$-5,263
Per-capita income growth since 2019, nominal, 202425.5%32.0%-6.5 pts
Government and other transfers, share of income, 202420.2%19.6%+0.6 pts
Social Security, share of income, 20226.5%5.8%+0.6 pts
Medicare, share of income, 20224.5%4.5%+0.1 pts
Medicaid, share of income, 20224.8%4.0%+0.9 pts
SNAP, share of income, 20220.5%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, 20221.4%1.3%+0.1 pts
Military jobs, share of all jobs, 20221.9%0.9%+0.9 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?

99%
Pat Ryan
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
+18.4
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +4.6 to +32.5 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): 4.9 pts toward the Democrat; 2024 presidential lean (D+4.9): 4.3 pts toward the Democrat; PAC money balance: 3.4 pts toward the Democrat; total outside/party money: 1.6 pts toward the Democrat; 2024 House lean (D+17.1): 1.4 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.46 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 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).