Skip to content

Democrat · District of Columbia Legislature, district Ward 3

Serving since Jan 2, 2023DC 2025–26 session

Portrait of Matt Frumin, rendered as a two-tone print
Official portrait
86%
of Unicameral-legislature Democrats score to the right of Frumin on the CSIP scale

CSIP score −0.85 (approximate range −0.89 to −0.81, which understates the uncertainty); negative is left of the scale’s centre, positive right. From 1,333 donors and 270 roll calls.

CSIP places every official on one left–right scale estimated from roll-call votes, campaign donations and the text of statements; 0 is the centre of the scale, not a definition of moderate. The share says where Frumin sits among Unicameral-legislature Democrats, not how far from the centre.

At a glance

6 measures against Unicameral-legislature Democrats. 2.7% of Frumin’s statements criticize a policy, in the bottom quarter of Unicameral-legislature Democrats (average 7.7%). 39% of Frumin’s statements discuss policy, in the bottom half of Unicameral-legislature Democrats (average 47%).

The measures on which Frumin sits furthest from the middle of Unicameral-legislature Democrats, each against the same group, with the CSIP score when there is one. Every number is explained in its own section below.

CSIP ideology

−0.85

More liberal than 86% of Unicameral-legislature Democrats · ± 0.04

Attendance

100%

District of Columbia Legislature average 97.8% · ranks 2nd of 13 · 1,680 roll calls

Policy criticism

2.7%

Unicameral-legislature Democrats average 7.7% · ranks 8th of 10

Policy discussion

39%

Unicameral-legislature Democrats average 47% · ranks 7th of 10

Extreme labels

0%

Unicameral-legislature Democrats average 0.1% · ranks 7th of 10

Personal attacks

0%

Unicameral-legislature Democrats average 0.4% · ranks 7th of 10

Peer group: Unicameral-legislature Democrats. Rank 1 is the highest value in the group; the thick bar is Frumin, the thin grey bar the peer average. The headline is the measure on which Frumin is most unusual among peers (Methods, §08).

Back to topNext: What politicians say

What Frumin says

Frumin attacks opponents personally less than 55% of Unicameral-legislature Democrats. Personal attacks in 0% of 298 statements, against 0.4% for the average Unicameral-legislature Democrat; 7th of 10.

An AI model reads each of Frumin’s 298 statements in the DC 2025–26 session (298 posts on X) and marks the kinds of statement it contains: a personal attack, criticism of a policy, discussion of policy, bipartisanship, credit claiming, and extreme labels. A statement can carry several. Every rate is compared with the average for Unicameral-legislature Democrats and ranked among them.

Kinds of statement

Share of statements carrying each label, the DC 2025–26 session

0%80%
Frumin
Peers
Rank
Policy discussion115 statements
39%
47%
7th of 10
Credit claiming46 statements
15%
14%
5th of 10
Policy criticism8 statements
3%
8%
8th of 10
Bipartisanship2 statements
1%
1%
6th of 10
Personal attacks0 statements
0%
0%
7th of 10
Show the data
Frumin's share of statements in each category against the Unicameral-legislature Democrats average.
RowFruminPeers
Policy discussion39%47%
Credit claiming15%14%
Policy criticism3%8%
Bipartisanship1%1%
Personal attacks0%0%
298

statements classified

298 posts on X.

posts on X: 298 (100.0%)posts on X 298
Show the data
Frumin's statements by source
PartValue
posts on X298
How to read the bars

The thick bar is Frumin; the thin grey bar is the average Unicameral-legislature Democrats. A longer thick bar means Frumin does this more than peers. Rank 1 is the highest rate in the group.

Extreme labels

Frumin used no extreme labels in 298 statements. The peer average is 0.1%.

No extreme labels in this window.

Who gets the labels

Targets named alongside an extreme label, by number of statements

No targets recorded.

What an extreme label is

Calls a politician, a party or a policy “far left”, “far right”, “MAGA”, “extreme”, “radical”, “woke”, “fascist” or “communist”. The target is who or what the label was aimed at. The lists show the five most used labels and targets; the toggle shows the rest.

Month by month

Share of statements per month, the DC 2025–26 session

Statements2025-01: 472025-02: 192025-03: 312025-04: 162025-05: 132025-06: 242025-07: 92025-08: 142025-09: 222025-10: 312025-11: 142025-12: 112026-01: 272026-02: 202026-03: 02026-04: 02026-05: 02026-06: 02026-07: 02026-08: 02026-09: 02026-10: 0peak 47 · Jan ’25Personal attackspeak 0.0% · Jan ’25 · latest 0.0%Personal attacks, 2025-01: 0.0% of 47Personal attacks, 2025-02: 0.0% of 19Personal attacks, 2025-03: 0.0% of 31Personal attacks, 2025-04: 0.0% of 16Personal attacks, 2025-05: 0.0% of 13Personal attacks, 2025-06: 0.0% of 24Personal attacks, 2025-07: not plotted (fewer than 10 statements)Personal attacks, 2025-08: 0.0% of 14Personal attacks, 2025-09: 0.0% of 22Personal attacks, 2025-10: 0.0% of 31Personal attacks, 2025-11: 0.0% of 14Personal attacks, 2025-12: 0.0% of 11Personal attacks, 2026-01: 0.0% of 27Personal attacks, 2026-02: 0.0% of 20Personal attacks, 2026-03: not plotted (fewer than 10 statements)Personal attacks, 2026-04: not plotted (fewer than 10 statements)Personal attacks, 2026-05: not plotted (fewer than 10 statements)Personal attacks, 2026-06: not plotted (fewer than 10 statements)Personal attacks, 2026-07: not plotted (fewer than 10 statements)Personal attacks, 2026-08: not plotted (fewer than 10 statements)Personal attacks, 2026-09: not plotted (fewer than 10 statements)Personal attacks, 2026-10: not plotted (fewer than 10 statements)Policy criticismpeak 9.1% · Sep ’25 · latest 0.0%Policy criticism, 2025-01: 0.0% of 47Policy criticism, 2025-02: 0.0% of 19Policy criticism, 2025-03: 6.5% of 31Policy criticism, 2025-04: 0.0% of 16Policy criticism, 2025-05: 7.7% of 13Policy criticism, 2025-06: 0.0% of 24Policy criticism, 2025-07: not plotted (fewer than 10 statements)Policy criticism, 2025-08: 7.1% of 14Policy criticism, 2025-09: 9.1% of 22Policy criticism, 2025-10: 3.2% of 31Policy criticism, 2025-11: 7.1% of 14Policy criticism, 2025-12: 0.0% of 11Policy criticism, 2026-01: 0.0% of 27Policy criticism, 2026-02: 0.0% of 20Policy criticism, 2026-03: not plotted (fewer than 10 statements)Policy criticism, 2026-04: not plotted (fewer than 10 statements)Policy criticism, 2026-05: not plotted (fewer than 10 statements)Policy criticism, 2026-06: not plotted (fewer than 10 statements)Policy criticism, 2026-07: not plotted (fewer than 10 statements)Policy criticism, 2026-08: not plotted (fewer than 10 statements)Policy criticism, 2026-09: not plotted (fewer than 10 statements)Policy criticism, 2026-10: not plotted (fewer than 10 statements)Policy discussionpeak 59.3% · Jan ’26 · latest 30.0%Policy discussion, 2025-01: 23.4% of 47Policy discussion, 2025-02: 42.1% of 19Policy discussion, 2025-03: 48.4% of 31Policy discussion, 2025-04: 43.8% of 16Policy discussion, 2025-05: 38.5% of 13Policy discussion, 2025-06: 41.7% of 24Policy discussion, 2025-07: not plotted (fewer than 10 statements)Policy discussion, 2025-08: 28.6% of 14Policy discussion, 2025-09: 22.7% of 22Policy discussion, 2025-10: 51.6% of 31Policy discussion, 2025-11: 50.0% of 14Policy discussion, 2025-12: 27.3% of 11Policy discussion, 2026-01: 59.3% of 27Policy discussion, 2026-02: 30.0% of 20Policy discussion, 2026-03: not plotted (fewer than 10 statements)Policy discussion, 2026-04: not plotted (fewer than 10 statements)Policy discussion, 2026-05: not plotted (fewer than 10 statements)Policy discussion, 2026-06: not plotted (fewer than 10 statements)Policy discussion, 2026-07: not plotted (fewer than 10 statements)Policy discussion, 2026-08: not plotted (fewer than 10 statements)Policy discussion, 2026-09: not plotted (fewer than 10 statements)Policy discussion, 2026-10: not plotted (fewer than 10 statements)Bipartisanshippeak 6.5% · Mar ’25 · latest 0.0%Bipartisanship, 2025-01: 0.0% of 47Bipartisanship, 2025-02: 0.0% of 19Bipartisanship, 2025-03: 6.5% of 31Bipartisanship, 2025-04: 0.0% of 16Bipartisanship, 2025-05: 0.0% of 13Bipartisanship, 2025-06: 0.0% of 24Bipartisanship, 2025-07: not plotted (fewer than 10 statements)Bipartisanship, 2025-08: 0.0% of 14Bipartisanship, 2025-09: 0.0% of 22Bipartisanship, 2025-10: 0.0% of 31Bipartisanship, 2025-11: 0.0% of 14Bipartisanship, 2025-12: 0.0% of 11Bipartisanship, 2026-01: 0.0% of 27Bipartisanship, 2026-02: 0.0% of 20Bipartisanship, 2026-03: not plotted (fewer than 10 statements)Bipartisanship, 2026-04: not plotted (fewer than 10 statements)Bipartisanship, 2026-05: not plotted (fewer than 10 statements)Bipartisanship, 2026-06: not plotted (fewer than 10 statements)Bipartisanship, 2026-07: not plotted (fewer than 10 statements)Bipartisanship, 2026-08: not plotted (fewer than 10 statements)Bipartisanship, 2026-09: not plotted (fewer than 10 statements)Bipartisanship, 2026-10: not plotted (fewer than 10 statements)Credit claimingpeak 42.9% · Nov ’25 · latest 10.0%Credit claiming, 2025-01: 12.8% of 47Credit claiming, 2025-02: 15.8% of 19Credit claiming, 2025-03: 9.7% of 31Credit claiming, 2025-04: 12.5% of 16Credit claiming, 2025-05: 23.1% of 13Credit claiming, 2025-06: 16.7% of 24Credit claiming, 2025-07: not plotted (fewer than 10 statements)Credit claiming, 2025-08: 14.3% of 14Credit claiming, 2025-09: 13.6% of 22Credit claiming, 2025-10: 25.8% of 31Credit claiming, 2025-11: 42.9% of 14Credit claiming, 2025-12: 18.2% of 11Credit claiming, 2026-01: 3.7% of 27Credit claiming, 2026-02: 10.0% of 20Credit claiming, 2026-03: not plotted (fewer than 10 statements)Credit claiming, 2026-04: not plotted (fewer than 10 statements)Credit claiming, 2026-05: not plotted (fewer than 10 statements)Credit claiming, 2026-06: not plotted (fewer than 10 statements)Credit claiming, 2026-07: not plotted (fewer than 10 statements)Credit claiming, 2026-08: not plotted (fewer than 10 statements)Credit claiming, 2026-09: not plotted (fewer than 10 statements)Credit claiming, 2026-10: not plotted (fewer than 10 statements)Extreme labelspeak 0.0% · Jan ’25 · latest 0.0%Extreme labels, 2025-01: 0.0% of 47Extreme labels, 2025-02: 0.0% of 19Extreme labels, 2025-03: 0.0% of 31Extreme labels, 2025-04: 0.0% of 16Extreme labels, 2025-05: 0.0% of 13Extreme labels, 2025-06: 0.0% of 24Extreme labels, 2025-07: not plotted (fewer than 10 statements)Extreme labels, 2025-08: 0.0% of 14Extreme labels, 2025-09: 0.0% of 22Extreme labels, 2025-10: 0.0% of 31Extreme labels, 2025-11: 0.0% of 14Extreme labels, 2025-12: 0.0% of 11Extreme labels, 2026-01: 0.0% of 27Extreme labels, 2026-02: 0.0% of 20Extreme labels, 2026-03: not plotted (fewer than 10 statements)Extreme labels, 2026-04: not plotted (fewer than 10 statements)Extreme labels, 2026-05: not plotted (fewer than 10 statements)Extreme labels, 2026-06: not plotted (fewer than 10 statements)Extreme labels, 2026-07: not plotted (fewer than 10 statements)Extreme labels, 2026-08: not plotted (fewer than 10 statements)Extreme labels, 2026-09: not plotted (fewer than 10 statements)Extreme labels, 2026-10: not plotted (fewer than 10 statements)Jan ’25Jul ’25Jan ’26Jul ’26Oct ’26
Show the data
Monthly rates for Frumin, each row shaded against its own peak, with statement volume. Months with fewer than 10 statements are left blank.
ColumnStatementsPersonal attacksPolicy criticismPolicy discussionBipartisanshipCredit claimingExtreme labels
Jan ’25470.0%0.0%23.4%0.0%12.8%0.0%
Feb ’25190.0%0.0%42.1%0.0%15.8%0.0%
Mar ’25310.0%6.5%48.4%6.5%9.7%0.0%
Apr ’25160.0%0.0%43.8%0.0%12.5%0.0%
May ’25130.0%7.7%38.5%0.0%23.1%0.0%
Jun ’25240.0%0.0%41.7%0.0%16.7%0.0%
Jul ’259— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Aug ’25140.0%7.1%28.6%0.0%14.3%0.0%
Sep ’25220.0%9.1%22.7%0.0%13.6%0.0%
Oct ’25310.0%3.2%51.6%0.0%25.8%0.0%
Nov ’25140.0%7.1%50.0%0.0%42.9%0.0%
Dec ’25110.0%0.0%27.3%0.0%18.2%0.0%
Jan ’26270.0%0.0%59.3%0.0%3.7%0.0%
Feb ’26200.0%0.0%30.0%0.0%10.0%0.0%
Mar ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Apr ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
May ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Jun ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Jul ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Aug ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Sep ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
Oct ’260— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)— (fewer than 10 statements)
How to read the strips

Each row is one kind of statement; each cell is a month, shaded against that row’s own peak (darker = closer to the peak), with the peak and the latest value written at the right. The top row counts statements. The strip covers every month of the DC 2025–26 session, the same span as the rates above, including months with no statements. A month with fewer than 10 statements is hatched, not shaded: one or two posts would swing its rate to 0% or 100%. 9 months are hatched here; 8 of them have no statements.

In Frumin’s words

Real statements from the classifier’s example set, with the labels it assigned

Policy discussion

The text of this post is on X; follow the source link to read it.

Feb 18, 2026 · Posts on X (state legislators) · policy discussion; Water Resources Development · Source

Bipartisanship

The text of this post is on X; follow the source link to read it.

Mar 23, 2025 · Posts on X (state legislators) · policy discussion; bipartisanship; Education; Families · Source

Policy criticism

The text of this post is on X; follow the source link to read it.

Nov 7, 2025 · Posts on X (state legislators) · policy criticism; policy discussion; credit claiming; Housing and Community Development; Health · Source

Examples by category

Up to five recent statements in each category

Category

Overtly questions a named person’s character, integrity or loyalty, or calls them names. Criticising a record or a policy does not count.

No statements in this category in this window.

All 298 statements

Newest first, the DC 2025–26 session

The full feed

Five statements at a time, newest first; filters apply to the statements loaded so far. Export saves the statements that match. Sources: 298 posts on X.

Back to topNext: Policy

Policy

Housing and Community Development is what Frumin talks about most: 21% of policy statements. Talk and legislation agree at 0.44 on a 0–1 scale (Unicameral-legislature Democrats average 0.49; 8th of 9).

Each policy statement is tagged by the AI model with one or more of 25 policy areas from the Congressional Research Service list, so the shares say what Frumin talks about. The bills Frumin sponsors and cosponsors carry the same areas, so the two can be compared.

What Frumin talks about

Share of policy statements by area, the DC 2025–26 session

0%46%
Frumin
Peers
Housing and Community Development24 statements
21%
24%
Economics and Public Finance22 statements
19%
14%
Government Operations and Politics21 statements
18%
21%
Health18 statements
16%
7%
Education17 statements
15%
14%
Show the data
Policy areas Frumin talks about, as a share of policy statements, against the Unicameral-legislature Democrats average.
RowFruminPeers
Housing and Community Development21%24%
Economics and Public Finance19%14%
Government Operations and Politics18%21%
Health16%7%
Education15%14%
How to read the bars

The thick bar is the share of Frumin’s policy statements in an area; the thin grey bar is the average share for Unicameral-legislature Democrats. A statement counts once in each of its areas, so shares can add to more than 100%. The five largest areas are shown; the toggle shows the rest.

Talks about · legislates on

Left: share of statements by policy area. Right: share of bills. Areas in order of their share of statements; both sides run from 0 to 46%. Grey ticks are the Unicameral-legislature Democrats averages.

Talks aboutLegislates onHousing and CommunityDevelopmentHousing and Community Development, talks about: 21% (Unicameral-legislature Democrats 24%)21%Housing and Community Development, legislates on: 42% (Unicameral-legislature Democrats 19%)42%Economics and Public FinanceEconomics and Public Finance, talks about: 19% (Unicameral-legislature Democrats 14%)19%Economics and Public Finance, legislates on: 0% (Unicameral-legislature Democrats 2%)0%Government Operations andPoliticsGovernment Operations and Politics, talks about: 18% (Unicameral-legislature Democrats 21%)18%Government Operations and Politics, legislates on: 13% (Unicameral-legislature Democrats 15%)13%HealthHealth, talks about: 16% (Unicameral-legislature Democrats 7%)16%Health, legislates on: 8% (Unicameral-legislature Democrats 4%)8%EducationEducation, talks about: 15% (Unicameral-legislature Democrats 14%)15%Education, legislates on: 8% (Unicameral-legislature Democrats 4%)8%
Show the data
Frumin's share of statements against share of bills in each policy area.
AreaTalks aboutUnicameral-legislature Democrats, talks aboutLegislates onUnicameral-legislature Democrats, legislates on
Housing and Community Development21%24%42%19%
Economics and Public Finance19%14%0%2%
Government Operations and Politics18%21%13%15%
Health16%7%8%4%
Education15%14%8%4%
0.44

talk-to-bills agreement, 0 to 1

Unicameral-legislature Democrats average 0.49. Ranks 8th of 9.

What agreement means, and what it doesn’t

Agreement is 1 minus the distance between the two distributions (Jensen–Shannon): 1 means Frumin legislates on exactly the areas Frumin talks about, in the same proportions; 0 means no overlap. It does not say whether the bills match the positions in the statements, only the subjects. Bills Frumin sponsored count fully, cosponsored bills a quarter. Shown with at least 20 policy statements and 5 bills.

Back to topNext: Ideology

Ideology

Frumin sits at −0.85 on the CSIP scale, left of 0, more liberal than 86% of Unicameral-legislature Democrats. Approximate range −0.89 to −0.81, which understates the uncertainty; from 1,333 donors and 270 roll calls.

CSIP, the lab’s Common-Space Ideal Point, places every official, federal and state, on one left–right scale, estimated from roll-call votes, who gives money to whom, and the text of statements. Negative is left of 0, positive right of it; 0 is the centre of the scale, not a definition of “moderate”.

−0.85

CSIP ideal point

Approximate range −0.89 to −0.81. From 1,333 donors and 270 roll calls. Run 2026-10-25T215945. Blue is left of 0, red right of 0.

← More liberalMore conservative →0Frumin −0.9Unicameral-legislature Democrats −0.4District of Columbia Legislature −0.5All Unicameral legislature 0.0

The outlined dot is Frumin, coloured by its side of 0 (blue left, red right, deeper further out); the bar through it is the approximate range (±1.96 standard errors), which understates the uncertainty; the grey ticks below are the medians of Frumin’s groups. 0 is the centre of the scale, not “moderate” by definition.

What this means, and what it doesn’t

The score summarises how an official votes, who funds them and how they talk, relative to everyone else. It does not grade positions as good or bad, and two officials with the same score can differ on any single issue. The ± range is 1.96 standard errors, which understates the uncertainty: scores whose ranges overlap may not differ at all, and even scores whose ranges do not overlap may not differ.

Where Frumin sits

Every official in each group, on the CSIP scale

−2.0−1.00.0+1.0+2.0← More liberalMore conservative →Unicameral-legislature Democratsmedian −0.4Frumin −0.9District of Columbia Legislaturemedian −0.5All Unicameral legislaturemedian 0.0
Show the data
Frumin's CSIP score of −0.85 placed against Unicameral-legislature Democrats, District of Columbia Legislature, All Unicameral legislature.
GroupOfficialsMedianShare left of Frumin
Unicameral-legislature Democrats11−0.49%
District of Columbia Legislature13−0.515%
All Unicameral legislature620.06%
How to read the strips

Every small dot is one official on the same scale, coloured by its own score (blue left of 0, red right of 0, grey at 0, deeper further out) and spread up and down only to keep dots apart; where a group is crowded the dots overlap, and darker patches mean more officials. The large outlined dot is Frumin in every row; the rule is each group’s median. The table under the figure gives the share of each group to the left of Frumin.

Back to topNext: Money

Money

Frumin reported $30.7K in the 2026 cycle, below the Unicameral-legislature Democrats’ median of $36.4K. State filings report no small-donation total. 95% of itemized individual money came from District of Columbia.

Campaign money from state campaign-finance filings, as aggregates only; the lab never shows an individual donor. Campaigns must report by name every person who gives them more than $200 in a cycle (“itemized”); smaller gifts are reported only as one total (“unitemized”), so donor counts, donor states, employers and occupations describe itemized donors only. State filings report no small-gift total, so these figures add up itemized contributions only.

Election cycle
$30.7K

itemized in the 2026 cycle

From 658 itemized donors. Unicameral-legislature Democrats’ median $36.4K.

Where the money came from

Each square is one percent of itemized contributions in the 2026 cycle.

Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)Individuals (itemized): $30.7K (100.0%)
  • Individuals (itemized)100 squares$30.7K
Show the data
Sources of Frumin's money, 2026 cycle, one square per percent
SourceAmountShare
Individuals (itemized)$30.7K100.0%
What this means, and what it doesn’t

Totals say how much a campaign took in, not how it was spent, and they rise sharply when a seat is up for election; compare cycles with that in mind.

Receipts by cycle

Itemized contributions, 2022 to 2026. The grey line is the Unicameral-legislature Democrats’ median for 2026.

2022 cycle: $49.8K$49.8K20222024 cycle: $25$2520242026 cycle: $30.7K$30.7K2026Unicameral-legislature Democrats median $36.4K
Show the data
Frumin's receipts by cycle against the 2026 Unicameral-legislature Democrats median.
ItemValue
2022 cycle$49.8K
2024 cycle$25
2026 cycle$30.7K

Top donor states, 2026

Itemized contributions by donor state. 95% came from District of Columbia.

  1. District of Columbia$29.1K
  2. Maryland$500
  3. Virginia$260
  4. Michigan$150
  5. Minnesota$100

Small donations

State filings report no total for small gifts.

Not reported in state filings.

Where itemized donors live

Individuals who gave more than $200, by donor state

Alaska: no dataAKMaine: no dataMEVermont: no dataVTNew Hampshire: no dataNHWashington: no dataWAIdaho: no dataIDMontana: no dataMTNorth Dakota: no dataNDMinnesota: $100MNIllinois: $50ILWisconsin: no dataWIMichigan: $150MINew York: $100NYRhode Island: no dataRIMassachusetts: no dataMAOregon: no dataORNevada: no dataNVWyoming: no dataWYSouth Dakota: no dataSDIowa: no dataIAIndiana: no dataINOhio: no dataOHPennsylvania: $100PANew Jersey: no dataNJConnecticut: no dataCTCalifornia: $100CAUtah: no dataUTColorado: $50CONebraska: no dataNEMissouri: no dataMOKentucky: no dataKYWest Virginia: $18WVVirginia: $260VAMaryland: $500MDDelaware: $50DEArizona: no dataAZNew Mexico: no dataNMKansas: no dataKSArkansas: no dataARTennessee: no dataTNNorth Carolina: no dataNCSouth Carolina: no dataSCDistrict of Columbia: $29.1KDCOklahoma: no dataOKLouisiana: no dataLAMississippi: no dataMSAlabama: no dataALGeorgia: $50GAHawaii: $50HITexas: no dataTXFlorida: $50FL
Show the data
Frumin's itemized individual contributions by donor state, 2026 cycle
StateValue
District of Columbia$29.1K
Maryland$500
Virginia$260
Michigan$150
Minnesota$100
New York$100
Pennsylvania$100
California$100
Illinois$50
Colorado$50
Delaware$50
Georgia$50
Hawaii$50
Florida$50
West Virginia$18
AlaskaNo data
MaineNo data
VermontNo data
New HampshireNo data
WashingtonNo data
IdahoNo data
MontanaNo data
North DakotaNo data
WisconsinNo data
Rhode IslandNo data
MassachusettsNo data
OregonNo data
NevadaNo data
WyomingNo data
South DakotaNo data
IowaNo data
IndianaNo data
OhioNo data
New JerseyNo data
ConnecticutNo data
UtahNo data
NebraskaNo data
MissouriNo data
KentuckyNo data
ArizonaNo data
New MexicoNo data
KansasNo data
ArkansasNo data
TennesseeNo data
North CarolinaNo data
South CarolinaNo data
OklahomaNo data
LouisianaNo data
MississippiNo data
AlabamaNo data
TexasNo data
658

itemized donors

People who gave more than $200

95%

from District of Columbia

Of itemized individual dollars

How to read the map

Every state the same size. Darker states gave more itemized money; hatched states had no itemized donors; the outlined state is District of Columbia. Gifts of $200 or less carry no address and are left out.

Top donor occupations

Itemized, 2026 cycle.

  1. NOT EMPLOYED$13.9K 292 donors
  2. ATTORNEY$3,265 66 donors
  3. CONSULTANT$1,710 35 donors
  4. LAWYER$800 15 donors
  5. PHYSICIAN$460 10 donors

Top committees

PAC and committee contributions, 2026 cycle.

No committee contributions this cycle.

Top employers

Itemized, 2026 cycle.

  1. AMERICAN UNIVERSITY$250 5 donors
  2. GEORGETOWN PUBLIC AFFAIRS$150 3 donors
  3. GEORGETOWN UNIVERSITY$150 3 donors
  4. JOHNS HOPKINS UNIVERSITY$150 3 donors
  5. LERNER ENTERPRISES$150 3 donors

Aggregates only. Individual donors are never named.

Back to topNext: Votes

Votes

Frumin missed none of 1,680 roll calls. District of Columbia Legislature average attendance 97.8%.

1,680 roll calls Frumin could vote on in the DC 2025–26 session, compared with District of Columbia Legislature. Attendance is the share with a vote recorded. Party unity counts only party-line roll calls, where most Democrats and most Republicans voted on opposite sides, and is the share of those where Frumin voted with the majority of District of Columbia Legislature Democrats. The count of votes against that majority covers every roll call where the majority took a side.

1,680

roll calls

No party-line votes. Attendance 100%, ranks 2nd of 13.

Attendance and party unity

The thick bar is Frumin, the thin grey bar the District of Columbia Legislature average. The scale runs from 80% to 100% to show the gap.

80%100%
Frumin
Peers
Rank
Attendance
100%
97.8%
2nd of 13
Party unity
—
—
Show the data
Frumin's attendance and party unity against District of Columbia Legislature.
RowFruminPeers
Attendance100%97.8%
Party unity——
What this means, and what it doesn’t

A missed roll call has many causes, from illness to campaigning, so attendance says how often, not why. A vote against the majority can be on procedure as well as substance, and many fall on roll calls where both parties split; the key votes below show the ones that decided something.

Key votes

Roll calls the lab flags as key

No votes in this window met the key-vote rules.

How key votes are chosen

Automatically: a final-passage or override vote where the measure became law, the margin was under 10%, at least 10% of either party voted against its majority, or the bill was among the 25 most mentioned in officials’ own statements. Up to 25 per window, most recent first; five are shown. Bars show yea on the left, nay on the right, per party.

Votes most often with

The colleagues who voted the same way as Frumin most often

  1. Doni CrawfordI580 shared votes98%
  2. Christina HendersonI1,670 shared votes98%
  3. Brooke PintoD1,563 shared votes98%
  4. Charles AllenD1,679 shared votes98%
  5. Anita BondsD1,605 shared votes98%

Votes least often with

The colleagues who voted the same way as Frumin least often

  1. Trayon WhiteD1,081 shared votes96%
  2. Janeese Lewis GeorgeD1,664 shared votes96%
  3. Robert WhiteD1,605 shared votes96%
  4. Brianne NadeauD1,676 shared votes97%
  5. Zachary ParkerD1,658 shared votes97%
How to read the agreement lists

The share of roll calls both members voted on where they voted the same way, among colleagues sharing at least 50 such votes. High agreement with members of the other party is common on routine votes.

Full voting record

DC 2025–26 session, loads in batches

Back to topNext: Legislation

Legislation

Frumin sponsored 39 bills in the DC 2025–26 session; 22 became law. Cosponsored 0 others. 64% of sponsored bills got out of committee (District of Columbia Legislature average 62%; 7th of 12).

The bills Frumin sponsored and cosponsored in the DC 2025–26 session, from the official bill records, and how far each got: introduced, referred to or acted on in committee, passed one chamber, passed both, became law. A bill counts at every stage it has reached, so the blocks only shrink to the right.

Bills by stage

Counts for the DC 2025–26 session

Sponsored39 billsSponsored, Introduced: 3939Sponsored, In committee: 3939Sponsored, Passed one chamber: 2525Sponsored, Passed both chambers: 2525Sponsored, Became law: 2222Cosponsored0 billsCosponsored, Introduced: 00Cosponsored, In committee: 00Cosponsored, Passed one chamber: 00Cosponsored, Passed both chambers: 00Cosponsored, Became law: 00IntroducedIncommitteePassed onechamberPassed bothchambersBecamelaw
Show the data
Bills Frumin sponsored and cosponsored, by furthest stage reached
RoleIntroducedIn committeePassed one chamberPassed both chambersBecame law
Sponsored3939252522
Cosponsored00000
How to read the blocks

Ink blocks are bills Frumin sponsored, ochre blocks bills Frumin cosponsored; the figure above each block is the count. Most bills in any legislature never leave committee, so a short staircase is the norm.

64%

of sponsored bills got out of committee

District of Columbia Legislature average 62%. Ranks 7th of 12.

Cosponsorship partners

Colleagues who most often cosponsor with Frumin, by number of shared bills in the DC 2025–26 session; the square shows their party.

  1. Brooke Pinto1
  2. Kenyan McDuffie1
What this means, and what it doesn’t

The score is the share of sponsored bills that a committee reported out or a chamber passed, with at least 5 sponsored bills, ranked within the peer group. Members of the majority party and committee chairs move more bills, so the rank reflects position in the chamber as well as effort. Cosponsorship partners are the five colleagues who share the most of Frumin’s bills; the toggle shows more.

Bill list

Sponsored and cosponsored, with status and policy area; five are shown, the toggle shows the rest

Bills sponsored and cosponsored
B 26-0862Dementia Readiness and Awareness in Continuing Education Amendment Act of 2026SponsorOct 15, 2026In committeeUnassignedReferred to Committee on Health Oct 20, 2026
CER 26-0227John and Kim Snedden Recognition Resolution of 2026SponsorOct 15, 2026Became lawUnassignedApproved with Resolution Number ACR26-0222 Oct 20, 2026
B 26-0869Unaccompanied Refugee Minor Placement Amendment Act of 2026SponsorOct 15, 2026In committeeUnassignedReferred to Committee on Youth Affairs Oct 20, 2026
B 26-0856Expanding Access for Student Identification Empowers Readers (EASIER) Act of 2026SponsorOct 7, 2026In committeeEducation(model)Referred to Committee of the Whole Oct 20, 2026
B 26-0851Homeless Services Contract Adjustment Temporary Amendment Act of 2026SponsorOct 5, 2026Passed both chambersHousing and Community Development(model)Final Reading, CC Oct 20, 2026

Back to topNext: Online

Online

A site that changed 1 time in 90 days. Frumin’s official site had 1 page when last crawled on Oct 1, 2026.

The lab crawls Frumin’s official and campaign websites (weekly for Congress, monthly for the states) and keeps every page’s text, so changes can be read later; it also records social accounts and describes the images Frumin posts with a vision model.

Websites

How to read the counts

“Pages crawled” is the size of the site at the last crawl; “changes in 90 days” counts pages whose text differed from the previous crawl. Sites change for many routine reasons, such as new press releases, so a high count is not by itself notable.

Images Frumin posted

No images from Frumin’s posts have been described.

About the descriptions

Written by a vision model and may be wrong. Open the post to see the original. Five are shown; the toggle shows the rest.

State floor speeches

94 turns, Feb 7, 2023 to Oct 6, 2026

Floor speeches

Transcribed from chamber video or captions by the lab. They are not classified for kinds of statement.

Back to topNext: Methods and sources

Methods and sources

How this page was made. Profile built Oct 28, 2026; site last built Oct 28, 2026. Every number on the page is computed from the sources listed here, by the same rules for every official; nothing is written by hand.

The headline

The headline is the measure on which Frumin is most unusual among Unicameral-legislature Democrats, chosen by one rule for every official of every party. The candidates are the rate of each kind of statement and of extreme labels, party unity, attendance, the small-donor share, the in-state share and total receipts of the latest cycle, the share of sponsored bills that got out of committee, talk-to-bills agreement, and the CSIP score’s place within the party group.

The builder ranks every measure within the same peer group the page compares it with, and writes each official’s percentile: the share of the group below the value, ties counting half, so 0.5 is the median and a value shared by many never ranks first. A measure’s score is how far that percentile sits from the median (0 in the middle, 0.5 at either end), and the highest score leads if it is above 0.25, outside the middle half of the group. Scores within 0.03 of each other are a tie, broken in this order: votes against the party majority, kinds of statement, ideology, roll calls missed, small donations, in-state money, legislation, agreement, extreme labels, receipts.

A measure counts only with at least 200 statements, 100 roll calls or 5 sponsored bills behind it and a peer group of at least 10. Two things never lead: high party unity or attendance, where most members sit, and a high rate of a kind of statement backed by fewer than 10 statements. When nothing qualifies, the headline is a neutral fact instead: statements classified, or years in office. The wording always names the direction (“in the bottom 5% of …”, “votes against the majority of …”).

Identifiers

Profile id
3451eb73-5042-4269-91b5-0287e527e72e
Open States
ocd-person/3451eb73-5042-4269-91b5-0287e527e72e

Bulk files with the same data for every official:

Freshness of this profile’s data

  • What politicians sayOct 27, 20261 days agoMembers of Congress: tweets since 2017; press releases, newsletters and floor speeches since 2022. State legislators: tweets since May 2024. Governors: tweets since January 2025. Labels from an LLM classifier.
  • Roll calls (state)Oct 21, 20267 days agoOpen States floor roll calls, 2019 on (none for AK and MO).
  • Bills (state)Oct 28, 2026todayOpen States bills and sponsors, 2019 on; stages from roll calls.
  • Campaign money (state)no dateState campaign-finance agencies, 2019 on; aggregates only.
  • Ideology (CSIP)Oct 25, 20263 days agoCommon-Space Ideal Points (CSIP), current validated run.
  • WebsitesOct 25, 20263 days agoWeekly crawls of federal sites since April 2026; monthly state crawls since June 2026.
  • State floor speechesOct 21, 20267 days agoState floor speech turns (published transcripts and captions), 2020 on; not LLM-classified.

How the measures work

What politicians say
Every post, press release, newsletter and congressional floor speech is read by a language model and marked for personal attacks, policy criticism, policy discussion, bipartisanship and credit claiming. A statement can be in several. Rates are shares of statements in the window. The methods paper.
Extreme labels
A statement has an extreme label when it calls a politician, party or policy “far left”, “far right”, “MAGA”, “extreme”, “radical”, “woke”, “fascist” or “communist”. The target is who the label is aimed at.
Policy areas and agreement
Statements and bills share 25 Congressional Research Service policy areas (state bills are assigned by a language model). Agreement is 1 − Jensen–Shannon distance between the two distributions, shown with at least 20 policy statements and 5 bills.
Ideology (CSIP)
Common-Space Ideal Points place federal and state officials on one left–right scale, estimated jointly from roll calls, campaign contributions and the text of statements, with standard errors. Only a validated run is shown. The methods paper.
Campaign money
Campaigns report by name only donors who give more than $200 in a cycle; smaller gifts are reported as one total. Federal totals and the small-donor share come from the FEC’s financial summaries of each campaign committee. Donor counts, donor states, employers and occupations cover itemized donors only. State filings report no small-gift totals, so state figures are itemized only. The lab never publishes donor names.
Votes and key votes
Attendance, party unity and the count of votes against the majority of an official’s own party come from roll calls (Voteview for Congress, chamber records for the states). Key votes are final-passage or override votes that became law, were decided by under 10%, saw at least 10% of a party vote against its majority, or concerned one of the 25 bills most mentioned in officials’ statements.
Peers and ranks
Comparisons are with the same party, chamber and level (for example House Democrats); state legislators are compared within their state and chamber for votes. Every comparison names its group. Rank 1 is the highest value in the group; tied values share the average of their ranks, and the percentile is the share of the group below the value, ties counting half.

America’s Political Pulse · Polarization Research Lab

Back to top