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

IL-4 · House

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

Safe D
100%
Patty Garcia
Democrat
0%
Lupe Castillo
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+26.8
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+20.6
PAC money balance+8.9
2024 House lean+5.5
moved from other state share−2.3
presidential trend 2020-24+1.6

The district, in brief

Illinois's 4th district is based in southwest Chicago, including Brighton Park, Gage Park, Garfield Ridge, South Lawndale and West Lawn, and the western suburbs of Cicero and Berwyn. The lines are the map first used in 2022; the district was not redrawn.

The seat is open. Incumbent Democrat Chuy García, last elected with 67.5%, filed for another term and then withdrew after the filing deadline, citing health reasons, leaving only his chief of staff, Patty Garcia (no relation), on the Democratic primary ballot; she took 52,616 votes unopposed. David Axelrod called the move machine tactics, and the House passed Marie Gluesenkamp Perez's motion of disapproval 238-186 over Hakeem Jeffries's objection. The Republican nominee is Lupe Castillo, a pharmacy technician who ran in 2024 and was unopposed with 8,336 votes. Independents on the ballot are Chris Getty, mayor of Lyons, and Lindsay Church; Getty, Mayra Macías and Byron Sigcho-Lopez are Democrats who ran as independents in response to García's actions, and the latter two failed to qualify. Ed Hershey of the Working Class Party is also standing. As of April 25, 2026 Patty Garcia had raised $270,042 with $195,352 on hand; the other four report $0.

Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (December 5, 2025) and Sabato's Crystal Ball (July 15, 2025) all rate the seat D. One district poll is recorded: the Independent Center Voice Poll sponsored by the Bullfinch Group (July 31 – August 1, 2026, 653 RV) had Garcia 34%, Castillo 15%, Getty 9%, Hershey 4%, undecided 37%.

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
Chuy García (D), retiringThe incumbent is retiring-Democrat Chuy García, who was last elected with 67.5% of the vote.
Open seat
yesThe incumbent is retiring-Democrat Chuy García, who was last elected with 67.5% of the vote.
Democratic nominee
Patty GarciaPatty Garcia, chief of staff of incumbent Chuy García
Republican nominee
Lupe CastilloLupe Castillo, pharmacy technician and candidate for this district in 2024
Democrat's background
chief of staff to incumbent Chuy García (no relation)This left only one candidate on the Democratic primary ballot; his Chief of Staff, Patty Garcia (no relation).
Republican's background
pharmacy technician; candidate for this district in 2024Lupe Castillo, pharmacy technician and candidate for this district in 2024
Last result
García last elected with 67.5%who was last elected with 67.5% of the vote
Primaries
Patty Garcia was the only candidate on the Democratic ballot (52,616 votes, 100.0%); Castillo was alone on the Republican ballot (8,336 votes, 100.0%)candidate: Patty Garcia votes: 52,616 percentage: 100.0
Raters
Decision Desk HQ: D (July 14, 2026); Cook Political Report: D (February 6, 2025); Inside Elections: D (December 5, 2025); Sabato's Crystal Ball: D (July 15, 2025)Decision Desk HQ D July 14, 2026 The Cook Political Report D February 6, 2025
Money
As of April 25, 2026: Patty Garcia raised $270,042, $195,352 on hand; Castillo, Hershey, Church and Getty each report $0; Macías raised $227,698 and Sigcho-Lopez $148,519 before failing to qualifyPatty Garcia (D) $270,042 $74,690 $195,352 | Lupe Castillo (R) $0 $0 $0
Also
García filed for another term, then withdrew after the filing deadline had passed, leaving only his chief of staff on the Democratic primary ballotIncumbent Chuy García, initially filed to run for another term but withdrew his nomination after the deadline to file a nomination passed.
García said he was retiring for health reasons after consulting his doctor and at his wife's requestGarcía said he was retiring for health reasons after consulting his doctor, and his wife asking him to retire.
David Axelrod called the move Chicago-style machine tactics and election denial of another kindDemocratic strategist David Axelrod, slammed Garcia's move as Chicago-style "machine tactics" and "election denial of another kind."
Rep. Marie Gluesenkamp Perez introduced a House motion of disapproval against García; Hakeem Jeffries urged members to oppose it; it passed 238-186 with mostly Republican votesDemocratic representative Marie Gluesenkamp Perez of Washington introduced a motion of disapproval against García for the alleged scheme.
Several Democrats ran as independents in response: Chris Getty (mayor of Lyons) and Lindsay Church (nonprofit executive) are on the ballot; Mayra Macías and Byron Sigcho-Lopez failed to qualify; Ed Hershey (Working Class Party) is also standingSeveral Democrats are running as Independents in response to García's actions: Chris Getty, Mayra Macías, and Byron Sigcho-Lopez.
District poll: Independent Center Voice Poll sponsored by the Bullfinch Group (July 31 – August 1, 2026, 653 RV): Patty Garcia 34%, Castillo 15%, Getty 9%, Hershey 4%, undecided 37%Independent Center Voice Poll sponsored by the Bullfinch Group. July 31 – August 1, 2026 653 (RV)
Two candidate forums: April 29, 2026 (UIC College Democrats; Garcia and Castillo not invited) and September 29, 2026 (FOX 32 Chicago; Garcia, Castillo, Hershey and Getty participating)Sep. 29, 2026 FOX 32 Chicago Anita Blanton

Not in the source: The text gives no presidential result for the district.; The model's basis says no district polls, but the text lists one general-election poll (Independent Center Voice Poll, July 31 – August 1, 2026).; Ed Hershey (Working Class Party) is on the ballot in the text but not in the facts' candidate list.; The text does not say which year García was last elected (it says only 'last elected with 67.5%').; Ratings are given only as 'D' with no Lean/Likely/Safe gradation.; No endorsements are listed; the endorsement sections are empty.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 30ccfd4a5fb3; 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

Jesús G. "Chuy" García (Democrat), in this chamber since 2019, 4 terms. Committees: House Committee on Transportation and Infrastructure; House Committee on the Judiciary.

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+53.9D+49.2D+40.7

A shift of 13.2 points toward the Republicans 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 degree17%62% / 48%24%31%
White, degree12%84% / 74%27%84%
Black5%61% / 42%7%96%
Hispanic60%33% / 21%36%87%
Asian5%49% / 33%4%82%
Other / multiracial1%63% / 48%1%75%

Of about 481,221 adults 25 and over. In 2020 the district voted 73.6% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 72.6% 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
Garcia, Jesus (DEM)
incumbent
$375,959$28,26341%0%$0$0
Garcia, Patty (DEM)
open seat
$358,667$185,49948%0%$0$0
Macias, Mayra (IND)
open seat · not on our roster
$306,144$70,6983%0%$0$0
Getty, Christopher Roman (IND)
open seat
$188,170$131,6470%0%$0$0
Sigcho Lopez, Byron (IND)
open seat · not on our roster
$182,247$23,6410%1%$0$0
Church, Lindsay (IND)
open seat
$16,437$00%0%$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+24.0%34.9%-11.0 pts
White, non-Hispanic23.9%58.2%-34.3 pts
Black, non-Hispanic4.6%12.0%-7.3 pts
Hispanic or Latino65.9%19.0%+46.9 pts
Asian, non-Hispanic4.3%5.8%-1.5 pts
Foreign-born31.2%13.9%+17.3 pts
Median age36.539.2-2.7
Median household income$72,717$84,362$-11,645
Median home value$272,500$379,737$-107,237
Owner-occupied homes62.7%65.1%-2.4 pts
Unemployment, July 2026 (BLS county data)5.4%4.4%+1.0 pts
Change in unemployment, past 12 months+0.5 pts——
Change since the last election (24 months)-0.9 pts——
Unemployment (ACS)6.8%5.2%+1.6 pts
Federal government workers1.7%2.6%-1.0 pts
Work from home10.1%13.5%-3.4 pts
Households on SNAP16.5%11.8%+4.7 pts
Households with Social Security income27.5%31.2%-3.7 pts
Households with public assistance income3.3%2.7%+0.6 pts
Moved in from another state, past year0.5%2.3%-1.8 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$80,924$73,248$+7,676
Per-capita income growth since 2019, nominal, 202427.2%32.0%-4.8 pts
Government and other transfers, share of income, 202416.3%19.6%-3.3 pts
Social Security, share of income, 20224.0%5.8%-1.8 pts
Medicare, share of income, 20223.4%4.5%-1.0 pts
Medicaid, share of income, 20224.1%4.0%+0.1 pts
SNAP, share of income, 20220.9%0.6%+0.2 pts
Earned Income Tax Credit, share of income, 20220.3%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.2%0.9%-0.6 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, 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%
Patty Garcia
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
+26.8
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +11.8 to +41.9 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+30.7): 20.6 pts toward the Democrat; PAC money balance: 8.9 pts toward the Democrat; 2024 House lean (D+45.1): 5.5 pts toward the Democrat; moved from other state share (0.5%): 2.3 pts toward the Republican; presidential trend 2020-24 (R+12.0): 1.6 pts toward the Democrat.

How sure is it, and of what?

Total sd 9.08 points, made of the seat's own volatility 90%, correlated polling error 10%. 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).