Election LabU.S. forecasts, with every number traced to its run

Kansas · Senate

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

Lean R
29%
Adam Hamilton
Democrat
71%
Roger Marshall
Republican
Expected margin and its 90% range
R+40R+20R+10EvenD+10D+20D+40R+3.6

Who is running?

Adam Hamilton (Democratic), Roger Marshall (Republican), David Graham (Libertarian). The margin below is Adam Hamilton minus the other candidate in the main contest; the rest are on the ballot and not in it.

The race, in brief

Kansas elects a U.S. senator on November 3, 2026. The text describes Kansas as generally considered a red state that has not elected a Democrat to the Senate since 1932, while Democrats hold the governorship. The state profile records a white non-Hispanic share of 0.7, a college share of 0.4 and a median age of 37.2.

Republican incumbent Roger Marshall, elected in 2020 with 53.2% and a winning margin of 11.4%, seeks a second term. He won the August 4 primary 79.9% to 20.1% over Arch Naramore, who then endorsed the Democrat. The Democratic nominee is Adam Hamilton, pastor and founder of the Church of the Resurrection, who won with 34.9% in a field that included Christy Davis and Noah Taylor. A Libertarian, David Graham, is also standing. A campaign issue is the New York Times report that Marshall, as an OB/GYN, sued over 700 patients, with at least 81 arrested at his lawyers' request. As of July 15, 2026 Marshall had raised $6,205,622 with $5,388,078 on hand; Hamilton $4,169,078 with $1,730,621 on hand.

Eight raters list the race as R; The Economist and RealClearPolitics list it as Tossup. Recent polls are close: Wedgewood Polls (September 22–24) had Hamilton 50%, Marshall 48%; Emerson College (September 15–16) Hamilton 45%, Marshall 43%; co/efficient (R) (September 8–10) Marshall 49%, Hamilton 44%. The text's polling average is Marshall 46.4%, Hamilton 45.6%.

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
Roger Marshall (R)Republican incumbent Roger Marshall is seeking a second term.
Open seat
noRepublican incumbent Roger Marshall is seeking a second term.
Democratic nominee
Adam HamiltonHe is being challenged by Democratic pastor Adam Hamilton.
Republican nominee
Roger MarshallRoger Marshall, incumbent U.S. senator (2021–present)
Democrat's background
Pastor and founder of the Church of the Resurrection; initially formed an exploratory committee as an independentAdam Hamilton, pastor and founder of the Church of the Resurrection (initially formed exploratory committee as an independent)
Republican's background
Incumbent U.S. senator (2021–present); formerly an OB/GYN in KansasRoger Marshall's history of suing over 700 of his patients for unpaid bills while he worked as an OB/GYN in Kansas
Last result
Marshall elected in 2020 with 53.2%, winning by 11.4%U.S. senator Roger Marshall was elected in 2020 with 53.2% of the vote, winning by 11.4% despite expectations of a close race.
Primaries
August 4 primaries: Marshall beat Arch Naramore 79.9% to 20.1%; Hamilton won the Democratic nomination with 34.9% over a field including Christy Davis and Noah TaylorIn the August 4 primary elections, Marshall won the Republican nomination against minimal opposition. Hamilton won the Democratic nomination with 34.9% of the vote
Raters
Cook: R (Sep 23, 2026); Decision Desk HQ: R (Sep 25); The Economist: Tossup (Sep 26); FiftyPlusOne: R (Sep 26); Fox News: R (Sep 22); Inside Elections: R (Sep 17); RealClearPolitics: Tossup (Sep 24); Sabato's Crystal Ball: R (Sep 22); Silver Bulletin: R (Sep 22); Split Ticket: R (Sep 25)Decision Desk HQ R September 25, 2026 The Economist Tossup September 26, 2026
Money
As of July 15, 2026: Marshall raised $6,205,622 with $5,388,078 on hand; Hamilton raised $4,169,078 with $1,730,621 on handAdam Hamilton (D) $4,169,078 $2,438,457 $1,730,621
Also
Statewide general-election polls: Wedgewood Polls (Sep 22–24, 2026) Hamilton 50%, Marshall 48%; Emerson College (Sep 15–16) Hamilton 45%, Marshall 43%; co/efficient (R) (Sep 8–10) Marshall 49%, Hamilton 44%; Global Strategy Group (D) (Aug 12–16) Hamilton 44%, Marshall 43%; Public Policy Polling (D) (Aug 7–8) Marshall 46%, Hamilton 45%Wedgewood Polls September 22–24, 2026 500 (LV) ±4.4% 48% | 50%
Polling averages: 270toWin Marshall +0.4, RealClearPolitics Marshall +1.5, Silver Bulletin Marshall +0.5; average Marshall 46.4%, Hamilton 45.6%Average |46.4% 45.6% 8.0% |Marshall +0.8%
The New York Times reported Marshall sued over 700 patients for unpaid bills; in at least 81 cases patients were arrested at the request of his lawyers. The Marshall campaign called a Hamilton ad on this 'defamatory'The New York Times reported that in at least 81 cases, patients were arrested at the request of Marshall's lawyers for failure to appear in court for their unpaid debts.
Primary opponent Arch Naramore endorsed Hamilton in the general electionArch Naramore, candidate for U.S. Senate in 2004 (endorsed Hamilton in general election)
Libertarian David Graham is also on the general-election ballotparty: Libertarian Party (United States) candidate: David Graham
One debate held September 12, 2026, hosted by WIBW Kansas Radio Networks; both candidates participatedSeptember 12, 2026 WIBW Kansas Radio Networks Michael Schwanke

Not in the source: The Democratic primary results table is truncated; only Hamilton's 34.9% is given, not the other candidates' shares.; The forecast rows carry no basis field, so the text cannot say whether the model uses the statewide polls listed here.; facts.candidates marks Marshall as incumbent: false, but the text names him the Republican incumbent.; No presidential results for Kansas are given in the text.; Libertarian David Graham appears in the text but not in facts.candidates.

Read from the district's section of Wikipedia's state page (CC BY-SA), archived as 565f0ad540c1; 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

Jerry Moran (Republican), in this chamber since 2011, 3 terms, class 3 (term ends 2029). Committees: Senate Committee on Agriculture, Nutrition, and Forestry; Senate Committee on Appropriations; Senate Committee on Commerce, Science, and Transportation; Senate Committee on Indian Affairs; Senate Committee on Veterans' Affairs (Chairman); Senate Select Committee on Intelligence.

Roger Marshall (Republican), in this chamber since 2021, 1 term, class 2 (term ends 2027). Committees: Senate Committee on Agriculture, Nutrition, and Forestry; Senate Committee on Finance; Senate Committee on Health, Education, Labor, and Pensions; Senate Committee on the Budget.

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.

The money

CandidateRaisedCash on handPAC shareSelf-fundedOutside $ forOutside $ against
Hamilton, Adam (DEM)
challenger
$4,169,078$1,730,6210%1%$0$0
Marshall, Roger W (REP)
incumbent
$4,009,075$5,388,07837%0%$250,062$0
Spidel Neumann, Sandy (DEM)
challenger · not on our roster
$410,527$160,6090%74%$0$0
Schmidt, Patrick (DEM)
challenger · not on our roster
$256,046$5,0277%0%$0$0
Murray, Erik (DEM)
challenger · not on our roster
$212,503$12,4950%0%$0$0
Davis, Christy (DEM)
challenger · not on our roster
$194,388$85,9100%0%$0$0
Taylor, Noah (DEM)
challenger · not on our roster
$161,738$13,3429%2%$2,666,662$0
Hart, Jason (DEM)
challenger · not on our roster
$51,403$5470%66%$0$0
Latz, Kevin (DEM)
challenger · not on our roster
$39,880$75,2100%75%$0$0
Parelkar, Lois Anne Elizabeth Lea (DEM)
challenger · not on our roster
$32,725$2,6490%31%$0$0

FEC bulk candidate summaries through July 19, 2026; $2,916,724 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.

How it has voted for president

Two-party margin201620202024
PresidentR+22.2R+15.1R+16.4

A shift of 5.8 points toward the Democrats 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+, 202335.2%34.0%+1.2 pts
White, non-Hispanic, 202373.4%66.3%+7.1 pts
Black, non-Hispanic, 20235.3%10.1%-4.8 pts
Hispanic or Latino, 202313.3%12.9%+0.4 pts
Asian, non-Hispanic, 20232.9%4.4%-1.5 pts
Foreign-born, 20237.2%9.6%-2.4 pts
Median age, 202337.239.1-1.88
Median household income, 2023$72,639$77,633$-4,994
Median home value, 2023$203,400$314,132$-110,732
Owner-occupied homes, 202366.9%67.4%-0.5 pts
Unemployment (ACS), 20233.9%4.8%-0.9 pts
Federal government workers, 20232.6%3.0%-0.4 pts
Work from home, 202310.7%12.3%-1.6 pts
Households on SNAP, 20237.0%11.1%-4.1 pts
Households with Social Security income, 202330.7%32.1%-1.4 pts
Households with public assistance income, 20231.8%2.6%-0.9 pts
Moved in from another state, past year, 20233.1%2.9%+0.3 pts
Gini index, 20230.460.47-0.01
Unemployment, latest month (BLS), 2026-074.2%4.0%+0.2 pts
Change in unemployment, past 12 months, 2026-07-0.1 pts-0.1 pts+0.1 pts
Change since the last election (24 months), 2026-07-0.1 pts-0.1 pts-0.0 pts
Per-capita personal income (BEA), 2024$65,856$70,662$-4,806
Per-capita income growth since 2019, nominal, 202426.3%32.4%-6.1 pts
Government and other transfers, share of income, 202418.2%19.4%-1.2 pts
Social Security, share of income, 20226.2%6.1%+0.1 pts
Medicare, share of income, 20224.2%4.4%-0.1 pts
Medicaid, share of income, 20222.6%3.8%-1.2 pts
SNAP, share of income, 20220.3%0.6%-0.2 pts
Earned Income Tax Credit, share of income, 20220.3%0.3%-0.0 pts
Veterans' benefits, share of income, 20220.8%0.9%-0.1 pts
Federal civilian jobs, share of all jobs, 20221.3%1.5%-0.2 pts
Military jobs, share of all jobs, 20221.6%1.2%+0.5 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?

-3.5
NOWCAST
run 33663098 · single_race_latent/0.8.1 · as of 2026-10-01
-4.9
ELECTION-DAY
run a397998c · 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?

26%
Adam Hamilton
run 33663098 · single_race_latent/0.8.1 · as of 2026-10-01
24%
Adam Hamilton
run a397998c · single_race_latent/0.8.1 · as of 2026-10-01

Monte Carlo error is ±0.2 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 -13.2 and +6.1 points. Election day: -16.4 to +6.8. The election-day interval is 3.9 points wider, which is the 33 days of movement still to come.

What is the uncertainty made of?

Total sd 7.33 points, made of race-specific polling error 46%, drift to election day 30%, latent opinion 13%, 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.

What evidence is this built on?

7 polls, most recent 2026-09-24. 33% verified against a primary source.

What changed since the last run?

tied-14+8single_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 Adam Hamilton ahead of David Graham. Over 18 stored forecasts the central estimate moved -2.7 points. There were 7 specification changes (marked on the axis) and 1 new poll arrived over this window — so the movement mixes new evidence with changes to the model.

Since 2026-10-01: margin +0.00 points, win probability +0.0 points, on +0 polls. Of that, +0.00 points came from +0 poll(s), -0.00 from the shorter horizon, and +0.00 from the model specification.

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 33663098-b1d2-4a87-a10c-b42f2ba658b2 and election-day run a397998c-21c3-4838-b648-759e84981c20, model single_race_latent/0.8.1 at commit bdf7e83107c17a2399efe61a44ef1bbee48f9284, seeds 20260924 and 20260924.