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

Pennsylvania · Governor

election 2026-11-03 · forecast as of 2026-10-01 · margins and probabilities are for Josh Shapiro

Safe D
99%
Josh Shapiro
Democrat
1%
Stacy Garrity
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+19.3

Who is running?

Josh Shapiro (Democratic), Stacy Garrity (Republican), Ken Krawchuk (Libertarian). The margin below is Josh Shapiro minus the other candidate in the main contest; the rest are on the ballot and not in it.

The race, in brief

Pennsylvania elects its governor on November 3, 2026. The text calls it a purple state, narrowly won by Donald Trump in 2024 and 2016 and by Joe Biden in 2020; Republicans have not won a gubernatorial election there since 2010. The state profile records a median household income of 76081.0, a white non-Hispanic share of 0.7 and a college share of 0.3.

Democratic governor Josh Shapiro, first elected with 56.5% in 2022, seeks a second term with lieutenant governor Austin Davis. The Republican nominee is state treasurer Stacy Garrity, with Jason Richey as running mate. Both nominees were unopposed in the May 19 primaries (Shapiro 1,116,960 votes, Garrity 641,534). Libertarian Ken Krawchuk is also running; the Green candidates were removed from the ballot. AI data centers have become a campaign issue.

Every rater listed calls the race D: the Cook Political Report, Decision Desk HQ, Fox News, Inside Elections, RealClearPolitics, Sabato's Crystal Ball and Silver Bulletin. The text's polling average is Shapiro 55.6%, Garrity 32.7%, or Shapiro +22.9%. The most recent listed poll, New York Times/Philadelphia Inquirer/Siena (September 15–22, 2026), has Shapiro 58%, Garrity 38%; the closest, National Public Affairs, a Republican firm (July 26–30), has Shapiro 50%, Garrity 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
Josh Shapiro (D)Democratic incumbent Josh Shapiro is seeking a second term. He is being challenged by Republican state treasurer Stacy Garrity.
Open seat
noDemocratic incumbent Josh Shapiro is seeking a second term.
Democratic nominee
Josh Shapiro (running mate Austin Davis)nominee1: Josh Shapiro party1: Democratic Party (United States) running_mate1: Austin Davis (politician)
Republican nominee
Stacy Garrity (running mate Jason Richey)Shapiro and Garrity secured their nominations unopposed.
Democrat's background
incumbent governor (2023–present); first elected with 56.5% in 2022Incumbent Democratic governor Josh Shapiro was first elected with 56.5% of the vote in 2022, succeeding term-limited Democrat Tom Wolf.
Republican's background
Pennsylvania state treasurer (2021–present)*Stacy Garrity, Pennsylvania state treasurer (2021–present)
Presidential vote
Narrowly won by Trump in 2024 and 2016, by Biden in 2020it was narrowly won by Republican Donald Trump in his non-consecutive second victory in 2024 after similarly narrow victories by Democrat Joe Biden in 2020 and Trump in his first election in 2016.
Last result
Shapiro elected with 56.5% in 2022; Republicans have not won the governorship since 2010Republicans have not won a Pennsylvania gubernatorial election since 2010.
Primaries
Primaries May 19, 2026: Shapiro unopposed (1,116,960 votes); Garrity unopposed (641,534 votes); Richey won the Republican lieutenant governor primary 65.6% to 34.4% over John VentrePrimary elections were held on May 19, 2026. Shapiro and Garrity secured their nominations unopposed.
Raters
Cook: D (Sep 17, 2026); Decision Desk HQ: D (Sep 23, 2026); Fox News: D (Jul 23, 2026); Inside Elections: D (Sep 17, 2026); RealClearPolitics: D (Jun 5, 2026); Sabato's Crystal Ball: D (Sep 3, 2026); Silver Bulletin: D (Aug 25, 2026)The Cook Political Report D September 17, 2026 Decision Desk HQ D September 23, 2026
Also
Poll average across six aggregators: Shapiro 55.6%, Garrity 32.7%, Shapiro +22.9%Average |55.6% 32.7% 11.7% |Shapiro +22.9%
Latest statewide poll: New York Times/Philadelphia Inquirer/Siena (Sep 15–22, 2026, 615 LV) Shapiro 58%, Garrity 38%The New York Times/The Philadelphia Inquirer/Siena University September 15–22, 2026 615 (LV) ± 4.4% |58% 38%
Closest recent poll: National Public Affairs (R) (Jul 26–30, 2026, 600 LV) Shapiro 50%, Garrity 43%National Public Affairs (R) July 26–30, 2026 600 (LV) ± 4.0% |50% 43%
AI data centers are a campaign issue: Shapiro signed an executive order in August 2026 regulating them; Garrity says he "sold us out"signed an executive order in August 2026 that implemented new regulations on them and eliminated fast-tracking of approvals to build them.
Garrity is endorsed by declined candidates Scott Martin, Dan Meuser, Dave Sunday and Glenn ThompsonDave Sunday, Pennsylvania attorney general (2025–present) (endorsed Garrity)
Doug Mastriano, the 2022 nominee, did not run; a write-in campaign for him drew 7,980 votesMastriano ultimately received 7,980 write-in votes.
Libertarian Ken Krawchuk is on the ballot; the Green candidates were ordered off itThe Commonwealth Court ordered Dastra and Bolton off the general election ballot, after failing to reach the required threshold of 5,000 signatures.
One debate scheduled: Oct. 7, 2026, on abc27, moderated by Dennis Owens1 Oct. 7, 2026 abc27 Dennis Owens

Not in the source: facts.candidates marks Shapiro as incumbent: false, but the text says he is the Democratic incumbent seeking a second term.; facts.forecast carries no basis field, so it is not stated whether the model used the statewide polls the text lists.; The text gives no fundraising figures for either campaign.; The text gives no ratings finer than 'D' (no Lean/Likely/Safe).; The general-election results table is empty (race not yet held); no endorsement lists are populated beyond the declined candidates' notes.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as d80fa0d89a98; 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.

How it has voted for president

Two-party margin201620202024
PresidentR+0.8D+1.2R+1.8

A shift of 1.0 points toward the Republicans from 2016 to 2024. county returns summed; 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.

The state in numbers

MeasureStateAverage stateDifference
Bachelor's degree or higher, 25+, 202334.5%34.0%+0.5 pts
White, non-Hispanic, 202373.8%66.3%+7.5 pts
Black, non-Hispanic, 202310.3%10.1%+0.2 pts
Hispanic or Latino, 20238.4%12.9%-4.5 pts
Asian, non-Hispanic, 20233.7%4.4%-0.7 pts
Foreign-born, 20237.4%9.6%-2.2 pts
Median age, 202340.939.1+1.82
Median household income, 2023$76,081$77,633$-1,552
Median home value, 2023$240,500$314,132$-73,632
Owner-occupied homes, 202369.3%67.4%+2.0 pts
Unemployment (ACS), 20235.2%4.8%+0.5 pts
Federal government workers, 20232.1%3.0%-1.0 pts
Work from home, 202313.8%12.3%+1.5 pts
Households on SNAP, 202314.0%11.1%+3.0 pts
Households with Social Security income, 202334.9%32.1%+2.8 pts
Households with public assistance income, 20233.3%2.6%+0.7 pts
Moved in from another state, past year, 20232.0%2.9%-0.9 pts
Gini index, 20230.470.47+0.01
Unemployment, latest month (BLS), 2026-073.8%4.0%-0.2 pts
Change in unemployment, past 12 months, 2026-07-0.9 pts-0.1 pts-0.8 pts
Change since the last election (24 months), 2026-07-0.6 pts-0.1 pts-0.5 pts
Per-capita personal income (BEA), 2024$70,678$70,662$+16
Per-capita income growth since 2019, nominal, 202425.9%32.4%-6.5 pts
Government and other transfers, share of income, 202420.6%19.4%+1.3 pts
Social Security, share of income, 20226.7%6.1%+0.6 pts
Medicare, share of income, 20224.9%4.4%+0.5 pts
Medicaid, share of income, 20225.1%3.8%+1.3 pts
SNAP, share of income, 20220.7%0.6%+0.1 pts
Earned Income Tax Credit, share of income, 20220.3%0.3%-0.1 pts
Veterans' benefits, share of income, 20220.6%0.9%-0.3 pts
Federal civilian jobs, share of all jobs, 20221.2%1.5%-0.3 pts
Military jobs, share of all jobs, 20220.4%1.2%-0.8 pts

ACS 5-year state tables; BLS county unemployment and BEA county income, transfers and jobs summed to the state. Every figure is a named column of a named public-domain table, archived before it was read.

Who is ahead, and by how much?

+19.3
NOWCAST
run 7ddcfba5 · single_race_latent/0.8.1 · as of 2026-10-01
+18.1
ELECTION-DAY
run 9f452cc6 · single_race_latent/0.8.1 · as of 2026-10-01

Two numbers because they answer two questions. The nowcast is where opinion stands; the election-day forecast is where it is likely to end up.

How likely is each to win?

>99%
Josh Shapiro
run 7ddcfba5 · single_race_latent/0.8.1 · as of 2026-10-01
>99%
Josh Shapiro
run 9f452cc6 · single_race_latent/0.8.1 · as of 2026-10-01

Monte Carlo error is ±0.0 points. A change smaller than that is simulation noise rather than news, and this page will not describe it as movement.

How wide is the range?

Nowcast: 90% of simulations fall between +9.9 and +28.8 points. Election day: +6.9 to +29.5. The election-day interval is 3.7 points wider, which is the 33 days of movement still to come.

What is the uncertainty made of?

Total sd 7.21 points, made of race-specific polling error 48%, drift to election day 31%, correlated polling error 11%, latent opinion 10%. The decomposition is stored with the forecast rather than reconstructed, so a probability whose dominant input is a placeholder is visibly that.

What evidence is this built on?

15 polls, most recent 2026-09-22. 47% verified against a primary source.

What changed since the last run?

tied+3+28single_race_latent/0.3.0single_race_latent/0.4.0single_race_latent/0.5.0single_race_latent/0.6.0single_race_latent/0.7.0single_race_latent/0.8.0single_race_latent/0.8.124 Sep1 Oct

Shaded band is the 90% interval, line is the central estimate, positive is Josh Shapiro ahead of Ken Krawchuk. Over 15 stored forecasts the central estimate moved -1.4 points. There were 7 specification changes (marked on the axis) and no new polls arrived over this window — so every movement in this chart is a change to the model, not a change in the race.

Since 2026-10-01: margin +0.00 points, win probability +0.0 points, on +0 polls.

Not answered here: why it changed. Splitting a move into new polls, time and specification means re-running the earlier model against the later inputs -- two extra posterior fits -- so it is computed on a cadence (scripts/attribute_forecasts.py) rather than while you wait. This pair of runs has not been decomposed yet. The size of the move is shown; the cause is not guessed at.

How has this model done before?

Measured on 230 forecasts across 230 races in cycles 2016,2018,2020,2022,2024: mean absolute error 4.56 points, Brier score 0.0543. The nominal 90% interval contained the result 94% of the time, the 80% interval 84%, and the 50% interval 47%. Read that with care: a national polling miss moves every race in a cycle at once, so the sample size for a question about the intervals is 5 cycle(s), not 230 forecasts. Per cycle -- bias +1.644 pts; 2016: n=43 bias=+4.68 cov90=0.860; 2018: n=63 bias=-0.52 cov90=1.000; 2020: n=35 bias=+5.44 cov90=0.886; 2022: n=54 bias=-0.60 cov90=0.944; 2024: n=35 bias=+1.48 cov90=1.000.

Where did every number come from?

Nowcast run 7ddcfba5-8e6f-4321-8a53-83a8d9ab5167 and election-day run 9f452cc6-dacf-4e06-af06-484384773654, model single_race_latent/0.8.1 at commit bdf7e83107c17a2399efe61a44ef1bbee48f9284, seeds 20260924 and 20260924.