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

PA-10 · House

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

Toss-up
48%
Janelle Stelson
Democrat
52%
Scott Perry
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+0.3
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
outside money balance+3.0
experience gap−2.1
religion: mainline+0.9
asian share+0.7
total outside/party money+0.4

The district, in brief

Pennsylvania's 10th district is based in the Harrisburg and York areas, including all of Dauphin County, most of Cumberland County, and the northern half of York County. The lines are unchanged for 2026; the facts record the map as first used in 2022.

The incumbent is Republican Scott Perry, re-elected with 50.6% of the vote in 2024 and unopposed in the Republican primary. The Democratic nominee is Janelle Stelson, a former WGAL news anchor and the party's nominee for this district in 2024, who won the Democratic primary with 67.4% over Justin Douglas, a Dauphin County commissioner since 2023 who later endorsed her. Isabelle Harman declared as an independent but did not file. As of June 30, 2026 Perry had raised $5,194,925 with $2,845,976 on hand; Stelson had raised $6,364,069 with $4,478,639 on hand.

Decision Desk HQ (August 7, 2026) and Silver Bulletin (August 20, 2026) rate the seat Flip; the Cook Political Report (September 11, 2025), Inside Elections (May 21, 2026) and Sabato's Crystal Ball (April 10, 2025) rate it Tossup. Four district polls are recorded, each with Stelson ahead: Franklin & Marshall College (September 9–20, 2026) 47%–44%; Normington Petts, a Democratic firm (April 20–23, 2026), 51%–45%; Public Policy Polling for Republicans Against Perry (November 18–19, 2025) 48%–44%; and Public Policy Polling (July 10–11, 2025) 46%–43%.

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
Scott Perry (R)The incumbent is Republican Scott Perry, who was re-elected with 50.6% of the vote in 2024.
Open seat
noThe incumbent is Republican Scott Perry
Democratic nominee
Janelle StelsonJanelle Stelson, former WGAL news anchor and nominee for this district in 2024
Republican nominee
Scott PerryScott Perry, incumbent U.S. representative
Democrat's background
former WGAL news anchor; nominee for this district in 2024Janelle Stelson, former WGAL news anchor and nominee for this district in 2024
Republican's background
incumbent U.S. representativeScott Perry, incumbent U.S. representative
Last result
Perry re-elected with 50.6% in 2024who was re-elected with 50.6% of the vote in 2024
Primaries
Perry was unopposed in the Republican primary (100.0%); Stelson won the Democratic primary 67.4% to 32.6% over Justin Douglascandidate: Janelle Stelson party: Democratic Party (United States) votes: 42,397 percentage: 67.4
Raters
Decision Desk HQ: Flip (August 7, 2026); Cook Political Report: Tossup (September 11, 2025); Inside Elections: Tossup (May 21, 2026); Sabato's Crystal Ball: Tossup (April 10, 2025); Silver Bulletin: Flip (August 20, 2026)Decision Desk HQ Flip August 7, 2026 The Cook Political Report Tossup September 11, 2025
Money
As of June 30, 2026: Perry raised $5,194,925 with $2,845,976 on hand; Stelson raised $6,364,069 with $4,478,639 on hand; Isabelle Harman (I) raised $66,196 with $8,392 on handJanelle Stelson (D) $6,364,069 $1,900,667 $4,478,639
Also
Four district polls: Franklin & Marshall College (September 9–20, 2026, 390 RV) Perry 44%, Stelson 47%, undecided 9%; Normington Petts (D) (April 20–23, 2026, 400 RV) Perry 45%, Stelson 51%; Public Policy Polling (D), for Republicans Against Perry (November 18–19, 2025, 549 RV) Perry 44%, Stelson 48%; Public Policy Polling (D) (July 10–11, 2025, 559 V) Perry 43%, Stelson 46%Franklin & Marshall College September 9–20, 2026 390 (RV)
Justin Douglas, Dauphin County commissioner since 2023, lost the Democratic primary and later endorsed StelsonJustin Douglas, Dauphin County commissioner (2023–present) (later endorsed Stelson)
Isabelle Harman, a publishing consultant, declared as an independent but did not fileIsabelle Harman (Independent), publishing consultant (did not file)
A debate hosted by ABC27 and moderated by Dennis Owens is scheduled for October 14, 2026, with both Perry and Stelson invitedOct. 14, 2026 ABC27 Dennis Owens
Karen Lynn Dalton appears in the Republican fundraising table as a nonqualifying candidateKaren Lynn Dalton (R) $11,120 $7,262 $3,857

Not in the source: The text gives no presidential results for the district; the facts carry a 2024 presidential baseline on the current lines.; The model's basis says no district polls, but the text carries four polls that are not in the project's poll corpus.; The endorsements and post-primary endorsements sections are empty.; The text does not say why Karen Lynn Dalton was nonqualifying, or whether Perry drew any primary opponent on the ballot.

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

Scott Perry (Republican), in this chamber since 2013, 7 terms. Committees: House Committee on Transportation and Infrastructure; House Committee on Oversight and Government Reform; House Permanent Select Committee on Intelligence; House Committee on Foreign Affairs.

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+14.3R+8.1R+9.1

A shift of 5.2 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 degree50%63% / 52%45%16%
White, degree27%86% / 81%38%73%
Black9%67% / 55%9%93%
Hispanic7%44% / 30%3%70%
Asian4%36% / 28%2%76%
Other / multiracial2%68% / 58%2%66%

Of about 533,157 adults 25 and over. In 2020 the district voted 47.9% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 48.9% Democratic: the midterm electorate alone moves the margin 2.0 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
Stelson, Janelle (DEM)
challenger
$6,364,069$4,478,6398%0%$82,794$15,610
Perry, Scott (REP)
incumbent
$5,194,925$2,845,97613%0%$119,223$57,654
Douglas, Justin (DEM)
challenger · not on our roster
$156,435$00%0%$37,739$0
Harman, Isabelle A (IND)
challenger · not on our roster
$66,196$8,3920%78%$0$0
Dalton, Karen Lynn Ms. (REP)
challenger · not on our roster
$15,625$-1780%39%$0$0
Daniels, Shamaine Ms (DEM)
challenger · not on our roster
$985$1,0620%20%$0$0
Shimp, Fogel G (IND)
challenger · not on our roster
$87$140%0%$0$0

FEC bulk candidate summaries through July 16, 2026; $313,020 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+34.1%34.9%-0.8 pts
White, non-Hispanic71.5%58.2%+13.3 pts
Black, non-Hispanic9.9%12.0%-2.1 pts
Hispanic or Latino9.9%19.0%-9.1 pts
Asian, non-Hispanic4.5%5.8%-1.3 pts
Foreign-born7.5%13.9%-6.4 pts
Median age40.239.21.0
Median household income$79,951$84,362$-4,411
Median home value$235,100$379,737$-144,637
Owner-occupied homes69.3%65.1%+4.2 pts
Unemployment, July 2026 (BLS county data)3.6%4.4%-0.8 pts
Change in unemployment, past 12 months-1.0 pts——
Change since the last election (24 months)-0.6 pts——
Unemployment (ACS)4.2%5.2%-1.0 pts
Federal government workers3.3%2.6%+0.7 pts
Work from home14.0%13.5%+0.6 pts
Households on SNAP10.8%11.8%-1.0 pts
Households with Social Security income32.6%31.2%+1.4 pts
Households with public assistance income3.2%2.7%+0.5 pts
Moved in from another state, past year2.2%2.3%-0.1 pts
Gini index0.400.44-0.04
Per-capita personal income (BEA), 2024$65,406$73,248$-7,842
Per-capita income growth since 2019, nominal, 202424.0%32.0%-8.0 pts
Government and other transfers, share of income, 202420.6%19.6%+1.1 pts
Social Security, share of income, 20226.9%5.8%+1.1 pts
Medicare, share of income, 20225.1%4.5%+0.7 pts
Medicaid, share of income, 20224.0%4.0%+0.0 pts
SNAP, share of income, 20220.7%0.6%+0.0 pts
Earned Income Tax Credit, share of income, 20220.3%0.4%-0.1 pts
Veterans' benefits, share of income, 20220.8%0.9%-0.1 pts
Federal civilian jobs, share of all jobs, 20221.7%1.3%+0.4 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?

52%
Scott Perry
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02
-0.3
expected margin, D-R
run 0b33151b · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from -14.3 to +13.5 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: outside money balance: 3.0 pts toward the Democrat; experience gap (-4 levels, D minus R): 2.1 pts toward the Republican; religion: mainline (12.1%): 0.9 pts toward the Democrat; asian share (4.9%): 0.7 pts toward the Democrat; total outside/party money: 0.4 pts toward the Democrat.

How sure is it, and of what?

Total sd 8.42 points, made of the seat's own volatility 89%, correlated polling error 11%. 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 0b33151b-a949-47f1-b845-564833a2b74d, 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).