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

CT-1 · House

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

Safe D
100%
Luke Bronin
Democrat
0%
Amy Chai
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+34.4
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+22.8
2024 House lean+10.5
experience gap+8.0
PAC money balance+7.3
total outside/party money−1.5

The district, in brief

Connecticut's 1st district is located in the north-central part of the state and includes the capital city, Hartford. The lines are not redrawn for 2026; the facts record the map as first used in 2022. The text gives no presidential results, but the facts carry a 2024 presidential baseline on the current lines.

The incumbent, Democrat John Larson, re-elected with 63.1% of the vote in 2024, faced criticism over his age (he would turn 80 during the next term) and was defeated in the Democratic primary. The state Democratic party endorsed former Hartford mayor Luke Bronin (2016–2024), who won with 53.6% (29,219 votes) to Larson's 33.4%, with 8.2% for state representative Jillian Gilchrest and 4.7% for Ruth Fortune. The Republican nominee is Amy Chai, a doctor who ran as the Independent Party candidate in Connecticut's 3rd district in 2022; Gavin Solomon filed paperwork. As of July 22, 2026 Bronin had raised $3,070,150 with $600,894 on hand and Larson $2,733,259 with $809,902 on hand; as of June 30, 2026 Chai had raised $20,827 with $344 on hand.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report, Inside Elections and Sabato's Crystal Ball (all June 13, 2025) and The Economist (May 6, 2026). The only polls recorded are primary polls: Global Strategy Group (D) (May 18–21, 2026, 500 likely voters) had Bronin 38%, Larson 30%; GQR (D), for Larson's campaign (January 27 – February 1, 2026), had Larson 49%, Bronin 26%. No general-election poll is 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
John Larson (D), defeated in the Democratic primaryThe incumbent is Democrat John Larson, who was re-elected with 63.1% of the vote in 2024.
Open seat
yesThe state Democratic party endorsed his most prominent opponent, former Hartford mayor Luke Bronin, who ultimately defeated Larson in a landslide.
Democratic nominee
Luke Bronin*Luke Bronin, former mayor of Hartford (2016–2024)
Republican nominee
Amy ChaiBronin will face Republican Amy Chai in the general election.
Democrat's background
former mayor of Hartford (2016–2024)*Luke Bronin, former mayor of Hartford (2016–2024)
Republican's background
doctor; Independent Party candidate for Connecticut's 3rd district in 2022*Amy Chai, doctor and Independent Party candidate for Connecticut's 3rd congressional district in 2022
Last result
Larson re-elected with 63.1% in 2024who was re-elected with 63.1% of the vote in 2024
Lines
Not redrawn for 2026 (facts: map first used in 2022). District in the north-central part of the state, including HartfordThe 1st district is located in the north-central part of the state and includes the capital city
Primaries
Bronin won the Democratic primary with 53.6% (29,219) over Larson 33.4% (18,221), Jillian Gilchrest 8.2% (4,468) and Ruth Fortune 4.7% (2,568); no Republican primary result is givencandidate: Luke Bronin votes: 29,219 percentage: 53.6
Raters
Decision Desk HQ: D (July 14, 2026); Cook: D (June 13, 2025); Inside Elections: D (June 13, 2025); Sabato's Crystal Ball: D (June 13, 2025); The Economist: D (May 6, 2026)Decision Desk HQ D July 14, 2026 The Cook Political Report D June 13, 2025
Money
As of July 22, 2026: Bronin raised $3,070,150, spent $2,469,256, $600,894 on hand; Larson raised $2,733,259, $809,902 on hand. As of June 30, 2026: Chai raised $20,827, spent $16,227, 344 on handLuke Bronin (D) $3,070,150 $2,469,256 $600,894
Also
Larson faced criticism over his age (he would turn 80 during the next term); the state Democratic party endorsed Bronin, who defeated Larson in the primaryLarson faced criticism due to his age; he would turn 80 during the next term.
Democratic primary polls: Global Strategy Group (D), May 18–21, 2026, 500 LV, ±4.4%: Bronin 38%, Larson 30%, Gilchrest 10%, Fortune 4%, undecided 18%; GQR (D), sponsored by Larson's campaign, January 27 – February 1, 2026, 400 LV: Larson 49%, Bronin 26%, Gilchrest 9%, undecided 15%Global Strategy Group (D) May 18–21, 2026 500 (LV)
Jillian Gilchrest, state representative from the 18th district, and Ruth Fortune, Hartford Board of Education member, were eliminated in the primary; Jack Perry, a Southington town councilor, withdrew*Ruth Fortune, member of the Hartford Board of Education *Jillian Gilchrest, state representative from the 18th district (2019–present)
Gavin Solomon, a businessman, filed paperwork as a Republican=====Filed paperwork===== *Gavin Solomon, businessman

Not in the source: No presidential results in the text; the facts carry a 2024 presidential baseline on the current lines but the text does not state it.; No general-election polls in the text (only Democratic primary polls); the model's basis says no district polls.; No Republican primary result is given; Chai is listed as nominee with Gavin Solomon having filed paperwork.; Endorsement sections are empty apart from the state Democratic party's endorsement of Bronin described in prose.; Chai's cash on hand is printed as '344' with no dollar sign in the source.; No general-election ratings finer than 'D' are given (no Lean/Likely/Safe).

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as ef1fac0a74e9; 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

John B. Larson (Democrat), in this chamber since 1999, 14 terms. Committees: House Committee on Ways and Means.

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
PresidentD+20.0D+25.0D+20.0

A shift of 0.1 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 degree34%59% / 43%34%40%
White, degree27%80% / 67%42%72%
Black15%57% / 30%10%94%
Hispanic16%42% / 26%9%72%
Asian6%42% / 15%2%72%
Other / multiracial3%60% / 44%3%65%

Of about 507,779 adults 25 and over. In 2020 the district voted 64.3% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 63.2% Democratic: the midterm electorate alone moves the margin 2.1 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
Bronin, Luke (DEM)
challenger
$3,070,151$600,8941%0%$1,352,142$517,172
Larson, John B (DEM)
incumbent · not on our roster
$2,733,260$809,90345%0%$54,310$148,545
Perry, Jack (DEM)
challenger · not on our roster
$532,427$00%94%$0$0
Gilchrest, Jillian (DEM)
challenger · not on our roster
$163,909$34,5443%4%$0$0
Fortune, Ruth R. (DEM)
challenger · not on our roster
$106,849$21,3830%24%$0$0
Chai, Amy Fogelstrom Dr (REP)
challenger
$20,827$3440%80%$0$0

FEC bulk candidate summaries through July 22, 2026; $2,072,169 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+39.2%34.9%+4.2 pts
White, non-Hispanic57.4%58.2%-0.8 pts
Black, non-Hispanic14.5%12.0%+2.5 pts
Hispanic or Latino18.2%19.0%-0.8 pts
Asian, non-Hispanic5.8%5.8%-0.0 pts
Foreign-born16.1%13.9%+2.2 pts
Median age40.439.21.2
Median household income$86,832$84,362$+2,470
Median home value$285,700$379,737$-94,037
Owner-occupied homes63.3%65.1%-1.8 pts
Unemployment, July 2026 (BLS county data)5.8%4.4%+1.5 pts
Change in unemployment, past 12 months+1.4 pts——
Change since the last election (24 months)+2.0 pts——
Unemployment (ACS)5.4%5.2%+0.2 pts
Federal government workers1.5%2.6%-1.2 pts
Work from home14.0%13.5%+0.6 pts
Households on SNAP14.2%11.8%+2.4 pts
Households with Social Security income31.2%31.2%-0.0 pts
Households with public assistance income3.7%2.7%+1.0 pts
Moved in from another state, past year2.0%2.3%-0.3 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$82,196$73,248$+8,948
Per-capita income growth since 2019, nominal, 202428.7%32.0%-3.3 pts
Government and other transfers, share of income, 202417.2%19.6%-2.4 pts
Social Security, share of income, 20225.7%5.8%-0.1 pts
Medicare, share of income, 20224.2%4.5%-0.2 pts
Medicaid, share of income, 20224.3%4.0%+0.4 pts
SNAP, share of income, 20220.6%0.6%-0.1 pts
Earned Income Tax Credit, share of income, 20220.2%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.4%0.9%-0.5 pts
Federal civilian jobs, share of all jobs, 20220.8%1.3%-0.5 pts
Military jobs, share of all jobs, 20220.3%0.9%-0.6 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%
Luke Bronin
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02
+34.5
expected margin, D-R
run 00a09d4b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +19.6 to +49.2 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 (D+24.8): 22.8 pts toward the Democrat; 2024 House lean (D+31.6): 10.5 pts toward the Democrat; experience gap (+1 levels, D minus R): 8.0 pts toward the Democrat; PAC money balance: 7.3 pts toward the Democrat; total outside/party money: 1.5 pts toward the Republican.

How sure is it, and of what?

Total sd 9.01 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).