↖︎ Vishal Singh
Data Stories · Congress

Who Gets to Testify

Every congressional hearing is a guest list. Across 32,676 of them, the guest list turns out to track who holds the gavel — and a small class of professional witnesses gets invited no matter who does.

Author
Vishal Singh
NYU Stern School of Business
Published
July 2026
Data
CoCoHD congressional hearings
32,676 hearings · 107,142 witnesses · 1998–2022
Who this data represents U.S. congressional committee hearings that were transcribed and published (via GovInfo, compiled by CoCoHD), 1998–2022. "Witnesses" are those a hearing formally listed. Each witness's affiliation type is model-classified (gpt-4o-mini, validated at macro-F1 0.91), not hand-coded — so read the seven categories as a good measurement, not a census.

A congressional hearing looks like fact-finding and works like theater. Someone decides who sits at the witness table, and that someone is the committee's majority — the party that won the last election. So a natural question has a measurable answer: when a chamber flips from one party to the other, does the kind of person Congress calls to testify flip too?

We can watch it happen. Every one of 107,142 listed witnesses was sorted into one of seven affiliations — federal government, state or local government, a for-profit company, an industry trade association, an advocacy group or think tank, academia, or a private individual. Federal officials dominate the table (35% of all witnesses); advocacy groups (19%), companies (15%), and trade associations (12%) fill most of the rest. The interesting part is not the average mix. It is what the mix does when control changes hands.

−4.5 pts
advocacy/NGO witness share under Republican majorities (p<0.001)
+4.0 pts
industry+trade share under Republicans — in the House
44 ×
hearings for one witness, across 14 committees
99.5%
of witnesses resolved to an affiliation type

The gavel changes the guest list

Comparing each committee to itself across the Congresses when it was Republican-run versus Democratic-run — so the committee's permanent character is differenced out — one shift is unmistakable. Advocacy and NGO witnesses lose about 4.5 points of the table under Republican control, a difference far too large and too consistent to be noise. Democratic majorities bring the advocates in; Republican majorities show them out. The business side moves the other way but more quietly: industry and trade-association witnesses gain about 2 points overall, not quite distinguishable from zero across all committees at once.

Figure 1 · What changes when a chamber flips to Republican control
Within-committee change in each witness type's share of the table, percentage points (95% CI)
The advocacy swing is the robust one. Each estimate compares a committee to itself across majority changes (committee fixed effects, standard errors clustered by committee). Government witnesses rise under Republicans — the opposite of "flip-invariant."

Two of the pre-registered guesses were simply wrong, and the ways they were wrong are the story. We expected government-witness share to be flip-invariant — oversight as bipartisan ritual. It isn't: government witnesses rise about 4 points under Republican majorities. For most of the window a Republican Congress faced a Democratic administration, and Republican-run committees hauled in more federal officials to answer for it. Oversight is not neutral; it points at whoever runs the executive branch.

The industry tilt is a House story, and a recent one

The business-witness effect that everyone expects — more industry under Republicans — is real but narrow. It lives almost entirely in the House, and almost entirely after 2010. In the Senate, majority control barely moves the business share at all (−0.4 points, indistinguishable from zero). Before 2011 there is no effect in either chamber; from 2011 on, a Republican House adds about 4 points of industry and trade witnesses. The witness table polarized on a schedule.

Figure 2 · Industry & trade witnesses on three House committees
Share of the witness table, by Congress; shaded where the House was Republican-run
On the committees where business has the most at stake — Energy & Commerce, Financial Services, Natural Resources — the industry share tends to sit higher in Republican Congresses (shaded), especially in the 2010s. Small per-committee samples make any single line noisy; the pattern is in the tendency, not each point.

The witnesses who are always in the room

If control decides which kinds of people testify, a different force decides which specific people: a professional witness class that is invited regardless of who holds the gavel. Two hundred and eighty-eight individuals testified ten or more times. At the top sits Douglas Holtz-Eakin — 44 appearances across fourteen different committees — the former Congressional Budget Office director turned think-tank president, a one-man institution of expert testimony. Behind him are the people whose jobs are to answer to Congress: Federal Reserve and FDIC chairs, the FBI director, successive Comptrollers General who run the GAO.

Figure 3 · The repeat-witness network
The 34 most frequent witnesses (colored by affiliation) and the committees they testify before. Drag a node.
Frequent witnesses bridge committees. Government officials (blue) mostly answer to one or two committees; the think-tank and academic regulars (green, purple) fan out across many, which is what makes them the connective tissue of the hearing system.

None of this makes hearings fraudulent. Expertise is scarce, and the people who have it get asked back. But the two patterns together describe a system with a stable spine and a partisan surface: the same specialists cycle through regardless of control, while the majority quietly tunes the rest of the table — trading advocates for officials and, in the modern House, for industry. The guest list is evidence of who won.

Data & method

Source: the CoCoHD hearing-details corpus (gtfintechlab), 32,676 hearings 1998–2022, via GovInfo. Committees are canonicalized across historical renames from the raw committee_mapped field; hearings assigned to their primary committee. Witnesses (107,142) were exploded from each hearing's listed roster and classified into seven affiliation types with GABRIEL (gabriel.classify, gpt-4o-mini) — validated against a gpt-4o gold sample at macro-F1 0.91, resolvable 99.5%. Estimates regress a witness-type's share of the committee-Congress table on a Republican-majority indicator with committee fixed effects and standard errors clustered by committee (pyfixest); cells with fewer than five witnesses are dropped. The panel is truncated at Congress 117 (2022) because later hearings publish with a multi-year lag.

Caveats

Witness affiliations are model-classified; the trade-association ↔ advocacy boundary is the fuzziest category (think tanks, unions, professional associations). The "who testifies most" network resolves clean personal names for 59% of witness rows — recognizable repeat witnesses come through, but the count understates. Hearings without a listed witness table (37%) are excluded from composition. Majority control is coded by chamber and Congress; a hearing's chair, not a raw count, sets the table, and chair and majority coincide here by construction.

Reuse & citation

Hearing records are U.S. public domain. Corpus: CoCoHD (gtfintechlab). Article text and figures: CC BY 4.0.

Singh, V. (2026). "Who Gets to Testify." vishalsingh.org Data Stories. Data: CoCoHD congressional hearings (gtfintechlab) via GovInfo. Witness affiliations model-classified (gpt-4o-mini via GABRIEL, macro-F1 0.91).