Credit claiming
The text of this post is on X; follow the source link to read it.
Sep 20, 2026 · Posts on X (state legislators) · policy discussion; credit claiming; Law; Government Operations and Politics · Source
338
votes against the majority of Virginia House Republicans
Party unity 84%, in the bottom 5% of the Virginia House (average 96.5%). 3,859 roll calls in the VA 2025–26 session.
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 Williams voted with the majority of Virginia House Republicans; it is ranked within the Virginia House. The count covers every roll call where Williams voted opposite that majority.
At a glance
6 measures against State House Republicans. 67% of the 39 bills Williams sponsored got out of committee, in the bottom 5% of the Virginia House. Williams reported $234.4K in the 2026 cycle, in the top tenth of State House Republicans (median $33.7K).
The measures on which Williams sits furthest from the middle of State House Republicans, each against the same group, with the CSIP score when there is one. Every number is explained in its own section below.
Party unity
84%
Virginia House average 96.5% · ranks 96th of 98 · 338 votes against the majority of Virginia House Republicans
Out of committee
67%
Virginia House average 84% · ranks 94th of 98
Itemized, 2026
$234.4K
State House Republicans’ median $33.7K · ranks 210th of 2,521
Policy criticism
20%
State House Republicans average 9.3% · ranks 105th of 791
Credit claiming
2.0%
State House Republicans average 13% · ranks 667th of 791
CSIP ideology
+0.42
Right of 0, the centre of the scale · ± 0.04
Peer group: State House Republicans. Rank 1 is the highest value in the group; the thick bar is Williams, the thin grey bar the peer average. The headline is the measure on which Williams is most unusual among peers (Methods, §08).
What Williams says
Williams stresses bipartisanship less than 68% of State House Republicans. Bipartisanship in 0.2% of 1,031 statements, against 1.8% for the average State House Republican; 546th of 791.
An AI model reads each of Williams’s 1,031 statements in the VA 2025–26 session (1,031 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 State House Republicans and ranked among them.
Kinds of statement
Share of statements carrying each label, the VA 2025–26 session
0%80%
Williams
Peers
Rank
Policy discussion383 statements
37%
32%
309th of 791
Policy criticism210 statements
20%
9%
105th of 791
Personal attacks30 statements
3%
3%
239th of 791
Credit claiming21 statements
2%
13%
667th of 791
Bipartisanship2 statements
0%
2%
546th of 791
Show the data
| Row | Williams | Peers |
|---|---|---|
| Policy discussion | 37% | 32% |
| Policy criticism | 20% | 9% |
| Personal attacks | 3% | 3% |
| Credit claiming | 2% | 13% |
| Bipartisanship | 0% | 2% |
1,031
statements classified
1,031 posts on X.
Show the data
| Part | Value |
|---|---|
| posts on X | 1,031 |
How to read the bars
The thick bar is Williams; the thin grey bar is the average State House Republicans. A longer thick bar means Williams does this more than peers. Rank 1 is the highest rate in the group.
Extreme labels
Williams used extreme labels in 2.6% of statements, 1.8 times the peer average. 27 statements, most often aimed at Democrats; peers 1.4%.
- “radical”4
- “woke”3
- “extreme”2
- “fascist”2
- “MAGA”1
Who gets the labels
Targets named alongside an extreme label, by number of statements
- Democrats6
- Left6
- @AntiWokeMemes1
- AOC1
- Bernie1
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 VA 2025–26 session
Show the data
| Column | Statements | Personal attacks | Policy criticism | Policy discussion | Bipartisanship | Credit claiming | Extreme labels |
|---|---|---|---|---|---|---|---|
| Jan ’25 | 4 | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) |
| Feb ’25 | 3 | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) |
| Mar ’25 | 1 | — (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 ’25 | 0 | — (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 ’25 | 0 | — (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 ’25 | 5 | — (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 ’25 | 5 | — (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 ’25 | 9 | — (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 ’25 | 15 | 0.0% | 26.7% | 46.7% | 6.7% | 13.3% | 20.0% |
| Oct ’25 | 10 | 0.0% | 10.0% | 40.0% | 0.0% | 10.0% | 30.0% |
| Nov ’25 | 9 | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) |
| Dec ’25 | 3 | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) | — (fewer than 10 statements) |
| Jan ’26 | 15 | 13.3% | 6.7% | 73.3% | 0.0% | 6.7% | 0.0% |
| Feb ’26 | 39 | 2.6% | 46.2% | 48.7% | 0.0% | 0.0% | 0.0% |
| Mar ’26 | 174 | 1.7% | 33.9% | 38.5% | 0.0% | 0.6% | 3.5% |
| Apr ’26 | 310 | 1.9% | 12.9% | 37.4% | 0.0% | 0.7% | 0.7% |
| May ’26 | 272 | 2.6% | 15.4% | 31.6% | 0.0% | 1.1% | 2.6% |
| Jun ’26 | 106 | 3.8% | 21.7% | 26.4% | 0.9% | 3.8% | 0.9% |
| Jul ’26 | 43 | 9.3% | 30.2% | 51.2% | 0.0% | 2.3% | 0.0% |
| Aug ’26 | 1 | — (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 ’26 | 5 | — (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 ’26 | 2 | — (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 VA 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%. 13 months are hatched here; 2 of them have no statements.
In Williams’s words
Real statements from the classifier’s example set, with the labels it assigned
Bipartisanship
The text of this post is on X; follow the source link to read it.
Jun 25, 2026 · Posts on X (state legislators) · policy discussion; bipartisanship; Health · Source
Extreme label
The text of this post is on X; follow the source link to read it.
Jun 13, 2026 · Posts on X (state legislators) · policy criticism; policy discussion; Taxation; extreme label “extreme” aimed at blue state · Source
Examples by category
Up to five recent statements in each category
Overtly questions a named person’s character, integrity or loyalty, or calls them names. Criticising a record or a policy does not count.
Posts on X (state legislators)
The text of this post is on X; follow the source link to read it.
personal attacks · policy discussion · Crime and Law Enforcement · Education · target: Michael SwineySource
Posts on X (state legislators)
The text of this post is on X; follow the source link to read it.
personal attacks · policy discussion · Education · Crime and Law Enforcement · target: Michael SwineySource
Posts on X (state legislators)
The text of this post is on X; follow the source link to read it.
personal attacks · policy discussion · Crime and Law Enforcement · Education · target: Michael SwineySource
Posts on X (state legislators)
The text of this post is on X; follow the source link to read it.
personal attacksSource
Posts on X (state legislators)
The text of this post is on X; follow the source link to read it.
personal attacks · policy criticism · policy discussion · Crime and Law Enforcement · target: Steve DescanoSource
All 1,031 statements
Newest first, the VA 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: 1,031 posts on X.
Policy
Government Operations and Politics is what Williams talks about most: 41% of policy statements, 2.3 times the peer share. Talk and legislation agree at 0.49 on a 0–1 scale (State House Republicans average 0.53; 327th of 504).
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 Williams talks about. The bills Williams sponsors and cosponsors carry the same areas, so the two can be compared.
What Williams talks about
Share of policy statements by area, the VA 2025–26 session
0%45%
Williams
Peers
Government Operations and Politics156 statements
41%
18%
Law72 statements
19%
3%
Crime and Law Enforcement68 statements
18%
11%
Economics and Public Finance47 statements
12%
12%
Taxation37 statements
10%
8%
Show the data
| Row | Williams | Peers |
|---|---|---|
| Government Operations and Politics | 41% | 18% |
| Law | 19% | 3% |
| Crime and Law Enforcement | 18% | 11% |
| Economics and Public Finance | 12% | 12% |
| Taxation | 10% | 8% |
How to read the bars
The thick bar is the share of Williams’s policy statements in an area; the thin grey bar is the average share for State House Republicans. 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 45%. Grey ticks are the State House Republicans averages.
Show the data
| Area | Talks about | State House Republicans, talks about | Legislates on | State House Republicans, legislates on |
|---|---|---|---|---|
| Government Operations and Politics | 41% | 18% | 8% | 12% |
| Law | 19% | 3% | 4% | 3% |
| Crime and Law Enforcement | 18% | 11% | 26% | 11% |
| Economics and Public Finance | 12% | 12% | 0% | 2% |
| Taxation | 10% | 8% | 4% | 11% |
0.49
talk-to-bills agreement, 0 to 1
State House Republicans average 0.53. Ranks 327th of 504.
What agreement means, and what it doesn’t
Agreement is 1 minus the distance between the two distributions (Jensen–Shannon): 1 means Williams legislates on exactly the areas Williams 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 Williams sponsored count fully, cosponsored bills a quarter. Shown with at least 20 policy statements and 5 bills.
Ideology
Williams sits at +0.42 on the CSIP scale, right of 0, more conservative than 62% of State House Republicans. Approximate range +0.39 to +0.46, which understates the uncertainty; from 284 donors and 744 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”.
+0.42
CSIP ideal point
Approximate range +0.39 to +0.46. From 284 donors and 744 roll calls. Run 2026-10-25T215945. Blue is left of 0, red right of 0.
The outlined dot is Williams, 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 Williams’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 Williams sits
Every official in each group, on the CSIP scale
State House Republicans2,917 · median +0.4
Virginia House99 · median −0.7
All State House5,324 · median +0.1
Show the data
| Group | Officials | Median | Share left of Williams |
|---|---|---|---|
| State House Republicans | 2917 | +0.4 | 62% |
| Virginia House | 99 | −0.7 | 81% |
| All State House | 5324 | +0.1 | 79% |
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 Williams 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 Williams.
Money
Williams reported $234.4K in the 2026 cycle, 7.0 times the State House Republicans’ median of $33.7K. State filings report no small-donation total. 86% of itemized individual money came from Virginia.
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.
$234.4K
itemized in the 2026 cycle
From 43 itemized donors. State House Republicans’ median $33.7K.
Where the money came from
Each square is one percent of itemized contributions in the 2026 cycle.
- Individuals (itemized)17 squares$40.4K
- PACs and other committees75 squares$175.6K
- Party committees8 squares$18.5K
Show the data
| Source | Amount | Share |
|---|---|---|
| Individuals (itemized) | $40.4K | 17.2% |
| PACs and other committees | $175.6K | 74.9% |
| Party committees | $18.5K | 7.9% |
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 State House Republicans’ median for 2026.
Show the data
| Item | Value |
|---|---|
| 2022 cycle | $238.2K |
| 2024 cycle | $376.5K |
| 2026 cycle | $234.4K |
Top donor states, 2026
Itemized contributions by donor state. 86% came from Virginia.
- Virginia$34.7K
- Florida$3,000
- New York$1,500
- North Carolina$1,150
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
Show the data
| State | Value |
|---|---|
| Virginia | $34.7K |
| Florida | $3,000 |
| New York | $1,500 |
| North Carolina | $1,150 |
| Alaska | No data |
| Maine | No data |
| Vermont | No data |
| New Hampshire | No data |
| Washington | No data |
| Idaho | No data |
| Montana | No data |
| North Dakota | No data |
| Minnesota | No data |
| Illinois | No data |
| Wisconsin | No data |
| Michigan | No data |
| Rhode Island | No data |
| Massachusetts | No data |
| Oregon | No data |
| Nevada | No data |
| Wyoming | No data |
| South Dakota | No data |
| Iowa | No data |
| Indiana | No data |
| Ohio | No data |
| Pennsylvania | No data |
| New Jersey | No data |
| Connecticut | No data |
| California | No data |
| Utah | No data |
| Colorado | No data |
| Nebraska | No data |
| Missouri | No data |
| Kentucky | No data |
| West Virginia | No data |
| Maryland | No data |
| Delaware | No data |
| Arizona | No data |
| New Mexico | No data |
| Kansas | No data |
| Arkansas | No data |
| Tennessee | No data |
| South Carolina | No data |
| District of Columbia | No data |
| Oklahoma | No data |
| Louisiana | No data |
| Mississippi | No data |
| Alabama | No data |
| Georgia | No data |
| Hawaii | No data |
| Texas | No data |
43
itemized donors
People who gave more than $200
86%
from Virginia
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 Virginia. Gifts of $200 or less carry no address and are left out.
Top donor occupations
Itemized, 2026 cycle.
- REAL ESTATE$12.5K 3 donors
- FINANCIAL ADVISOR$5,500 3 donors
- RETIRED$3,175 11 donors
Top committees
PAC and committee contributions, 2026 cycle.
- DOMINION ENERGY INC. POLITICAL ACTION$100.0K
- BUILDING A REMARKABLE VIRGINIA PAC$30.0K
- HOUSE REPUBLICAN CAMPAIGN COMMITTEE$10.0K
- REPUBLICAN PARTY OF VIRGINIA$8,472
- VA OPERATORS FOR SKILL$7,000
Top employers
Itemized, 2026 cycle.
- COMSTOCK$11.8K 3 donors
- TEN OAKS, LLC$2,000 3 donors
Aggregates only. Individual donors are never named.
Votes
Williams voted with the majority of Virginia House Republicans on 84% of party-line votes and missed 2.9% of 3,859 roll calls. Virginia House on average: 96.5% party unity, 98.2% attendance. Across all roll calls, Williams voted against the majority of Virginia House Republicans 338 times.
3,859 roll calls Williams could vote on in the VA 2025–26 session, compared with Virginia House. 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 Williams voted with the majority of Virginia House Republicans. The count of votes against that majority covers every roll call where the majority took a side.
338
votes against the majority of Virginia House Republicans
Party unity 84%, Virginia House average 96.5%, ranks 96th of 98. 3,859 roll calls in the VA 2025–26 session.
Attendance and party unity
The thick bar is Williams, the thin grey bar the Virginia House average. The scale runs from 80% to 100% to show the gap.
80%100%
Williams
Peers
Rank
Attendance
97.1%
98.2%
82nd of 98
Party unity
84%
96.5%
96th of 98
Show the data
| Row | Williams | Peers |
|---|---|---|
| Attendance | 97.1% | 98.2% |
| Party unity | 84% | 96.5% |
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 Williams most often
- Amanda BattenR1,795 shared votes91%
- Jed ArnoldR1,746 shared votes91%
- Wendell WalkerR3,744 shared votes91%
- Will DavisR3,747 shared votes91%
- Todd GilbertR1,778 shared votes91%
Votes least often with
The colleagues who voted the same way as Williams least often
- Kirk McPikeD954 shared votes66%
- Gretchen BulovaD1,936 shared votes67%
- Garrett McGuireD1,929 shared votes67%
- Cia PriceD3,737 shared votes67%
- Lindsey DoughertyD1,914 shared votes67%
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
VA 2025–26 session, loads in batches
Legislation
Williams sponsored 39 bills in the VA 2025–26 session; 3 became law. Cosponsored 108 others. 67% of sponsored bills got out of committee (Virginia House average 84%; 94th of 98).
The bills Williams sponsored and cosponsored in the VA 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 VA 2025–26 session
Show the data
| Role | Introduced | In committee | Passed one chamber | Passed both chambers | Became law |
|---|---|---|---|---|---|
| Sponsored | 39 | 39 | 10 | 3 | 3 |
| Cosponsored | 108 | 108 | 65 | 31 | 9 |
How to read the blocks
Ink blocks are bills Williams sponsored, ochre blocks bills Williams cosponsored; the figure above each block is the count. Most bills in any legislature never leave committee, so a short staircase is the norm.
67%
of sponsored bills got out of committee
Virginia House average 84%. Ranks 94th of 98.
Cosponsorship partners
Colleagues who most often cosponsor with Williams, by number of shared bills in the VA 2025–26 session; the square shows their party.
- Chad Green23
- Wendell Walker18
- Eric Phillips15
- Will Davis14
- Ellen McLaughlin13
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 Williams’s bills; the toggle shows more.
Bill list
Sponsored and cosponsored, with status and policy area; five are shown, the toggle shows the rest
| HR 2185 | Commending Timmy Maness and Chelsea Spangler. | Sponsor | Jun 22, 2026 | Passed one chamber | Unassigned | Bill text as passed House (HR2185ER) Jun 30, 2026 |
| HR 2172 | Celebrating the life of Dawann Anthony Steagall, Jr. | Cosponsor | Jun 21, 2026 | Passed one chamber | Unassigned | Bill text as passed House (HR2172ER) Jun 30, 2026 |
| HR 2142 | Commending Chiles Family Orchards. | Cosponsor | Jun 18, 2026 | Passed one chamber | Unassigned | Bill text as passed House (HR2142ER) Jun 30, 2026 |
| HR 2100 | Celebrating the life of Tarun Mehta. | Cosponsor | Jun 15, 2026 | Passed one chamber | Unassigned | Bill text as passed House (HR2100ER) Jun 30, 2026 |
| HR 393 | Commending Braden Health. | Sponsor | Mar 11, 2026 | Passed one chamber | Unassigned | Agreed to by House by voice vote Mar 14, 2026 |
Online
A site that changed 3 times in 90 days. Williams’s official site had 1 page when last crawled on Oct 1, 2026.
The lab crawls Williams’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 Williams posts with a vision model.
Websites
- 1
pages crawled
3changes in 90 days
- 12
pages crawled
7changes in 90 days
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.
Social accounts
Images Williams posted
No images from Williams’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
179 turns, Feb 2, 2022 to Apr 22, 2026
Floor speeches
Transcribed from chamber video or captions by the lab. They are not classified for kinds of statement.
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 Williams is most unusual among State House Republicans, 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
- d3a4b614-4a6f-4b38-b3cc-8990f0f7d4d3
- Open States
- ocd-person/d3a4b614-4a6f-4b38-b3cc-8990f0f7d4d3
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