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

PA-13 · House

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

Safe R
0%
Beth Farnham
Democrat
100%
John Joyce
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+34.0
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean−23.1
2024 House lean−7.2
religion: mainline+1.1
snap share income+0.7
social security share income+0.7

The district, in brief

The text's description of Pennsylvania's 13th is truncated; what survives names Johnstown, Altoona, and Gettysburg. The lines are the map first used in 2022 and are not redrawn for this cycle; the facts record a 2024 presidential two-party margin of -45.9 for the Democrat on these lines.

The incumbent is Republican John Joyce, who was re-elected with 74.2% of the vote in 2024 and was unopposed in the Republican primary with 58,992 votes. The Democratic nominee is Beth Farnham, a former Conewago Valley School District Board member and the party's nominee for this district in 2024, who was unopposed in her primary with 32,428 votes. An independent, Cody Thomas, declared but did not file. As of May 21, 2026 Joyce had raised $2,102,174 with $3,571,066 on hand; Farnham had raised $36,678 with $16,428 on hand.

Every rater listed calls the seat R: Decision Desk HQ (July 14, 2026), the Cook Political Report (September 11, 2025), Inside Elections (September 11, 2025), Sabato's Crystal Ball (April 10, 2025) and Silver Bulletin (August 20, 2026). The text records no district polls.

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 Joyce (R)The incumbent is Republican John Joyce, who was re-elected with 74.2% of the vote in 2024.
Open seat
noThe incumbent is Republican John Joyce
Democratic nominee
Beth FarnhamBeth Farnham, former [[Conewago Valley School District Board member and nominee for this district in 2024
Republican nominee
John JoyceJohn Joyce, incumbent U.S. representative
Democrat's background
former Conewago Valley School District Board member; nominee for this district in 2024Beth Farnham, former [[Conewago Valley School District Board member and nominee for this district in 2024
Republican's background
incumbent U.S. representativeJohn Joyce, incumbent U.S. representative
Last result
Joyce re-elected with 74.2% in 2024who was re-elected with 74.2% of the vote in 2024
Primaries
Both nominees were unopposed: Joyce took 58,992 votes in the Republican primary, Farnham 32,428 in the Democratic primarycandidate: John Joyce (American politician) party: Republican Party (United States) votes: 58,992 percentage: 100.0
Raters
Decision Desk HQ: R (July 14, 2026); Cook: R (September 11, 2025); Inside Elections: R (September 11, 2025); Sabato's Crystal Ball: R (April 10, 2025); Silver Bulletin: R (August 20, 2026)Decision Desk HQ R July 14, 2026 The Cook Political Report R September 11, 2025
Money
As of May 21, 2026: Joyce raised $2,102,174 with $3,571,066 on hand; Farnham raised $36,678 with $16,428 on handJohn Joyce (R) $2,102,174 $1,131,246 $3,571,066
Also
An independent, Cody Thomas, declared but did not file; his FEC report shows $197 raised and $-24 on hand===Independents=== ====Declared==== *Cody Thomas (did not file)

Not in the source: The district description is cut off in the text; only the place names Johnstown, Altoona, and Gettysburg survive.; The text gives no presidential results for the district; only the facts' two-party baseline is available.; No general-election ratings finer than 'R' are given (no Lean/Likely/Safe).; No district polls appear in the text, and the model's basis says no district polls.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 716a870fb99d; 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 Joyce (Republican), in this chamber since 2019, 4 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+47.2R+44.7R+44.9

A shift of 2.4 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 degree73%63% / 52%67%10%
White, degree20%86% / 81%28%63%
Black2%67% / 55%2%88%
Hispanic2%44% / 30%1%64%
Asian1%36% / 28%0%68%
Other / multiracial2%68% / 58%2%54%

Of about 539,564 adults 25 and over. In 2020 the district voted 27.1% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 28.3% Democratic: the midterm electorate alone moves the margin 2.3 points toward Democrats. 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
Joyce, John (REP)
incumbent
$2,418,119$3,759,99558%0%$0$0
Farnham, Elizabeth Rhoads (DEM)
challenger
$55,347$16,0534%0%$95$0

FEC bulk candidate summaries through June 30, 2026; $95 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+21.6%34.9%-13.3 pts
White, non-Hispanic90.1%58.2%+31.9 pts
Black, non-Hispanic2.2%12.0%-9.7 pts
Hispanic or Latino3.8%19.0%-15.2 pts
Asian, non-Hispanic0.7%5.8%-5.1 pts
Foreign-born2.1%13.9%-11.8 pts
Median age43.539.24.3
Median household income$67,649$84,362$-16,713
Median home value$191,300$379,737$-188,437
Owner-occupied homes75.2%65.1%+10.1 pts
Unemployment, July 2026 (BLS county data)3.6%4.4%-0.8 pts
Change in unemployment, past 12 months-1.1 pts——
Change since the last election (24 months)-0.7 pts——
Unemployment (ACS)3.9%5.2%-1.3 pts
Federal government workers2.7%2.6%+0.1 pts
Work from home8.4%13.5%-5.1 pts
Households on SNAP13.6%11.8%+1.9 pts
Households with Social Security income39.9%31.2%+8.7 pts
Households with public assistance income2.9%2.7%+0.2 pts
Moved in from another state, past year1.5%2.3%-0.8 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$57,562$73,248$-15,686
Per-capita income growth since 2019, nominal, 202426.4%32.0%-5.6 pts
Government and other transfers, share of income, 202426.8%19.6%+7.3 pts
Social Security, share of income, 20228.9%5.8%+3.1 pts
Medicare, share of income, 20226.8%4.5%+2.3 pts
Medicaid, share of income, 20225.6%4.0%+1.6 pts
SNAP, share of income, 20220.8%0.6%+0.2 pts
Earned Income Tax Credit, share of income, 20220.3%0.4%-0.0 pts
Veterans' benefits, share of income, 20221.0%0.9%+0.1 pts
Federal civilian jobs, share of all jobs, 20221.6%1.3%+0.3 pts
Military jobs, share of all jobs, 20220.4%0.9%-0.5 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%
John Joyce
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
-34.0
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -48.0 to -20.1 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 (R+44.4): 23.1 pts toward the Republican; 2024 House lean (R+45.7): 7.2 pts toward the Republican; religion: mainline (12.7%): 1.1 pts toward the Democrat; snap share income (0.7%): 0.7 pts toward the Democrat; social security share income (8.2%): 0.7 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.47 points, made of the seat's own volatility 88%, correlated polling error 12%. 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).