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Government

Legislative Aide

Based on 20 assessments

35% Moderate risk

Average realistic automation risk across all Legislative Aide profiles in the dataset.

Raw potential
62%
Realistic risk
35%
Research benchmark ?
48%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 20 profiles. Middle half of Legislative Aides score between 32% and 38%.

0% 50% 100%
p10 · 27%
39% · p90
On-screen work 59%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 12%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 0%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 29%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Legislative Aide, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Research bills, policies, and legislative history; compile background briefs and fact sheets for the legislator
deep expertise
23% DD 31%
Manage constituent casework: intake calls/emails, track issues, coordinate with agencies, follow up on constituent concerns
deep expertise
19% AA 3%
Draft correspondence, talking points, and prepared remarks for the legislator's use in meetings, floor speeches, or public statements
deep expertise
17% DD 18%
Attend legislative sessions, committee meetings, and briefings; take notes and report back to legislator on key developments
17% AD 25%
Schedule meetings, coordinate with other offices and stakeholders, manage calendar and logistics for the legislator
11% DD 73%
Build and maintain relationships with advocacy groups, community leaders, and other offices; relay feedback and concerns
9% AA 5%
Monitor news, committee activity, and voting records; flag urgent items and emerging issues requiring legislator attention
1% DD 94%

Work as a Legislative Aide? Map your specific role.

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