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

GA-2 · House

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

Safe D
99%
Sanford Bishop
Democrat
1%
Matt Day
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40D+20.5
What moves this district (points of margin; blue toward the Democrat, red toward the Republican)
2024 presidential lean+8.6
PAC money balance+5.4
2024 House lean+2.4
eitc share income−1.8
asian share−0.8

The district, in brief

Georgia's 2nd district covers the southwest corner of the state, including most of Columbus. The facts record the lines as the map first used in 2024, not redrawn for this cycle, with a 2024 two-party presidential margin of 6.9 points for the Democrat on these lines.

The incumbent is Democrat Sanford Bishop, re-elected with 56.3% of the vote in 2024 (a two-party margin of 12.66 points in the facts, after 9.95 in 2022). He is the Democratic nominee, unopposed in his primary with 100.0% of the vote; Danny Glover appears only in the fundraising table. The Republican nominee is Matt Day, a businessman, also unopposed in his primary with 100.0%; Chuck Hand and Arthur Johnson appear in the Republican fundraising table but not on the ballot. As of May 25, 2026 Bishop had raised $1,004,630 with $454,686 on hand; Day had raised $97,452 with $3,009 on hand.

Every rater listed calls the seat D: Decision Desk HQ (July 14, 2026), the Cook Political Report (February 6, 2025), Inside Elections (March 7, 2025) and Sabato's Crystal Ball (July 15, 2025). 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
Sanford Bishop (D)The incumbent is Democrat Sanford Bishop, who was re-elected with 56.3% of the vote in 2024.
Open seat
noSanford Bishop, incumbent U.S. representative
Democratic nominee
Sanford BishopSanford Bishop, incumbent U.S. representative
Republican nominee
Matt DayMatt Day, businessman ====Fundraising====
Democrat's background
incumbent U.S. representativeSanford Bishop, incumbent U.S. representative
Republican's background
businessmanMatt Day, businessman ====Fundraising====
Last result
Bishop re-elected with 56.3% in 2024who was re-elected with 56.3% of the vote in 2024
Primaries
Bishop unopposed in the Democratic primary with 100.0%; Day unopposed in the Republican primary with 100.0%candidate: Sanford Bishop (incumbent) party: Democratic Party (United States) votes: 72,498 percentage: 100.0
Raters
Decision Desk HQ: D (July 14, 2026); Cook: D (February 6, 2025); Inside Elections: D (March 7, 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 May 25, 2026: Bishop raised $1,004,630 with $454,686 on hand; Day raised $97,452 with $3,009 on handSanford Bishop (D) $1,004,630 $732,805 $454,686
Also
The district covers the southwest corner of the state, including most of ColumbusThe 2nd district encompasses the Southwest corner of the state, including most of Columbus.
Chuck Hand and Arthur Johnson appear in the Republican fundraising table but not on the primary ballotChuck Hand (R) $874 $874 $0 |Arthur Johnson (R) $8,000 $9,861 $0

Not in the source: No general-election ratings finer than 'D' are given (no Lean/Likely/Safe).; The text lists no endorsements for any candidate.; The text does not say what became of Danny Glover, Chuck Hand or Arthur Johnson, who appear only in fundraising tables.; The text has no district polls, and the model's basis says none.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 8dd0eeb20588; 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

Sanford D. Bishop, Jr. (Democrat), in this chamber since 1993, 17 terms. Committees: House Committee on Appropriations.

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+2.5D+4.5D+1.9

A shift of 0.5 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 degree32%61% / 50%31%13%
White, degree12%83% / 77%17%39%
Black48%63% / 53%48%88%
Hispanic5%24% / 23%2%59%
Asian1%30% / 25%1%66%
Other / multiracial2%61% / 52%2%55%

Of about 495,586 adults 25 and over. In 2020 the district voted 55.2% Democratic (two-party) for president. With the same preferences and a 2022-style midterm turnout, it would vote 55.4% Democratic: the midterm electorate alone moves the margin 0.5 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
Bishop, Sanford (DEM)
incumbent
$1,126,530$447,80866%0%$0$0
Day, Matt (REP)
open seat
$206,344$1,7680%88%$0$0
Johnson, Arthur Wayne (REP)
challenger · not on our roster
$8,000$00%100%$0$0
Glover, Danny Dwayne (DEM)
challenger · not on our roster
$4,675$1,8930%0%$0$0
Hand, Chuck (REP)
challenger · not on our roster
$874$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+21.3%34.9%-13.6 pts
White, non-Hispanic39.3%58.2%-18.9 pts
Black, non-Hispanic49.6%12.0%+37.6 pts
Hispanic or Latino6.0%19.0%-13.0 pts
Asian, non-Hispanic1.3%5.8%-4.4 pts
Foreign-born3.8%13.9%-10.1 pts
Median age37.239.2-2.0
Median household income$50,799$84,362$-33,563
Median home value$148,100$379,737$-231,637
Owner-occupied homes56.4%65.1%-8.7 pts
Unemployment, July 2026 (BLS county data)3.9%4.4%-0.5 pts
Change in unemployment, past 12 months-0.3 pts——
Change since the last election (24 months)-0.6 pts——
Unemployment (ACS)7.1%5.2%+1.9 pts
Federal government workers4.9%2.6%+2.3 pts
Work from home7.2%13.5%-6.2 pts
Households on SNAP22.5%11.8%+10.7 pts
Households with Social Security income34.6%31.2%+3.4 pts
Households with public assistance income2.1%2.7%-0.6 pts
Moved in from another state, past year2.9%2.3%+0.6 pts
Gini index0.500.440.06
Per-capita personal income (BEA), 2024$51,015$73,248$-22,233
Per-capita income growth since 2019, nominal, 202431.3%32.0%-0.7 pts
Government and other transfers, share of income, 202429.7%19.6%+10.1 pts
Social Security, share of income, 20227.8%5.8%+1.9 pts
Medicare, share of income, 20226.5%4.5%+2.1 pts
Medicaid, share of income, 20224.9%4.0%+0.9 pts
SNAP, share of income, 20221.5%0.6%+0.9 pts
Earned Income Tax Credit, share of income, 20220.9%0.4%+0.5 pts
Veterans' benefits, share of income, 20222.6%0.9%+1.7 pts
Federal civilian jobs, share of all jobs, 20223.0%1.3%+1.7 pts
Military jobs, share of all jobs, 20224.8%0.9%+3.8 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%
Sanford Bishop
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02
+20.5
expected margin, D-R
run 6f211e6f · house_district_prior/0.2.0 · as of 2026-10-02

The 90% interval runs from +6.8 to +34.3 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+8.4): 8.6 pts toward the Democrat; PAC money balance: 5.4 pts toward the Democrat; 2024 House lean (D+15.4): 2.4 pts toward the Democrat; eitc share income (0.8%): 1.8 pts toward the Republican; asian share (1.4%): 0.8 pts toward the Republican.

How sure is it, and of what?

Total sd 8.34 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 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).