Gini Loh System Tools

AI Automation Index

Will AI Replace Legislators?

Task-level automation exposure for Legislators: 30 O*NET tasks scored against their work activities, plus the simulator.

E-E-A-T Verified
Developed & audited by Gini Loh

Automation Exposure

48% weighted task index

30 of 30 tasks scored

Median Salary

$126,520 / year

BLS OEWS, May 2025 — 11-0000 group row

Employment Level

Very High

11,132,700 people hold this job — size, not growth

Projection

Not projected

BLS's 2025–35 matrix has no equivalent code for this occupation — mostly military branches, which it does not project.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 48%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 0%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 43%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 3%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Constituent Task Mix

30 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 23%

7 tasks

Medium exposure (≥ 35%) 47%

14 tasks

Low exposure (below 35%) 30%

9 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#15267 · Core · 68% automatable

Analyze and understand the local and national implications of proposed legislation.

information retrieval — Legal change impact analysis; counsel validates

Analyze impact of legal or regulatory changes.
#15268 · Core · 30% automatable

Appoint nominees to leadership posts, or approve such appointments.

decision support — Accountability-bearing hiring decision with legal consequence

Hire personnel.
#15269 · Core · 45% automatable

Confer with colleagues to formulate positions and strategies pertaining to pending issues.

interpersonal — Coordinating work through live human interaction

Confer with organizational members to accomplish work activities.
#15270 · Core · 15% automatable

Debate the merits of proposals and bill amendments during floor sessions, following the appropriate rules of procedure.

interpersonal — Hearings are live human proceedings

Conduct hearings to investigate legal issues.
#15271 · Core · 80% automatable

Develop expertise in subject matters related to committee assignments.

information retrieval — AI summarizes developments; human retains expertise

Maintain knowledge of current developments in area of expertise.
#15272 · Core · 33% automatable

Hear testimony from constituents, representatives of interest groups, board and commission members, and others with an interest in bills or issues under consideration.

interpersonal — Customer needs discovery needs live interaction

Conduct hearings to investigate legal issues. Gather customer or product information to determine customer needs.
#15273 · Core · 80% automatable

Keep abreast of the issues affecting constituents by making personal visits and phone calls, reading local newspapers, and viewing or listening to local broadcasts.

information retrieval — AI summarizes developments; human retains expertise

Maintain knowledge of current developments in area of expertise.
#15274 · Core · 80% automatable

Maintain knowledge of relevant national and international current events.

information retrieval — AI summarizes developments; human retains expertise

Maintain knowledge of current developments in area of expertise.
#15275 · Core · 49% automatable

Make decisions that balance the perspectives of private citizens, public officials, and party leaders.

data analysis — Operational data analysis; manager owns decisions

Collect data about customer needs. Analyze data to inform operational decisions or activities. Implement organizational process or policy changes. Implement design or process improvements.
#15276 · Core · 45% automatable

Negotiate with colleagues or members of other political parties in order to reconcile differing interests, and to create policies and agreements.

interpersonal — Stakeholder operational coordination is relationship work

Coordinate operational activities with external stakeholders.
#15277 · Core · 40% automatable

Prepare drafts of amendments, government policies, laws, rules, regulations, budgets, programs and procedures.

decision support — AI drafts text; legislative authority is human

Draft legislation or regulations.
#15278 · Core · 45% automatable

Read and review concerns of constituents or the general public and determine if governmental action is necessary.

interpersonal — Complaint resolution needs authority and rapport

Resolve customer complaints or problems.
#15279 · Core · 30% automatable

Represent their parties in negotiations with political executives or members of other parties, and when speaking with the media.

interpersonal — External representation requires human presence and authority

Represent the organization in external relations.
#15280 · Core · 60% automatable

Review bills in committee, and make recommendations about their future.

decision support — Drafts policy options; political judgment owned by human

Recommend organizational process or policy changes.
#15281 · Core · 55% automatable

Seek federal funding for local projects and programs.

text generation — Draft applications; human owns funding strategy

Prepare proposals or grant applications to obtain project funding.
#15282 · Core · 30% automatable

Serve on commissions, investigative panels, study groups, and committees in order to examine specialized areas and recommend action.

interpersonal — External representation requires human presence and authority

Represent the organization in external relations.
#15283 · Core · 35% automatable

Vote on motions, amendments, and decisions on whether or not to report a bill out from committee to the assembly floor.

interpersonal — Committee service requires presence, negotiation, accountability

Serve on institutional or departmental committees.
#15284 · Core · 45% automatable

Write, prepare, and deliver statements for the Congressional Record.

interpersonal — Public presentation is live human performance

Present information to the public.
#15285 · Core · 45% automatable

Alert constituents of government actions and programs by way of newsletters, personal appearances at town meetings, phone calls, and individual meetings.

interpersonal — Public presentation is live human performance

Present information to the public.
#15286 · Core · 28% automatable

Attend receptions, dinners, and conferences to meet people, exchange views and information, and develop working relationships.

interpersonal — Interpersonal business relationships are inherently human

Establish interpersonal business relationships to facilitate work activities.
#15287 · Core · 85% automatable

Conduct "head counts" to help predict the outcome of upcoming votes.

data analysis — Compiling data or documentation is largely automatable

Compile data or documentation.
#15288 · Core · 58% automatable

Determine campaign strategies for media advertising, positions on issues, and public appearances.

text generation — Plans drafted; human owns positioning and approval

Develop marketing plans or strategies.
#15289 · Core · 45% automatable

Encourage and support party candidates for political office.

interpersonal — AI can coach content; mentorship relationship is human

Support the professional development of others.
#15290 · Core · 30% automatable

Establish personal offices in local districts or states, and manage office staff.

interpersonal — Employee supervision is accountability-bearing human work

Supervise employees.
#15291 · Core · 70% automatable

Evaluate the structure, efficiency, activities, and performance of government agencies.

data analysis — Program metrics analysis, human owns conclusions

Evaluate program effectiveness.
#15292 · Core · 50% automatable

Organize and maintain campaign organizations and fundraisers, in order to raise money for election or re-election.

text generation — Outreach content and scheduling largely automatable

Manage outreach activities.
#15293 · Core · 30% automatable

Oversee expense allowances, ensuring that accounts are balanced at the end of each fiscal year.

decision support — Expenditure approval is accountable human act

Approve expenditures.
#15294 · Core · 55% automatable

Promote the industries and products of their electoral districts.

text generation — Promotional materials drafted; human executes outreach

Promote products, services, or programs.
#15295 · Core · 30% automatable

Represent their government at local, national, and international meetings and conferences.

interpersonal — External representation requires human presence and authority

Represent the organization in external relations.
#15296 · Core · 45% automatable

Speak to students to encourage and support the development of future political leaders.

interpersonal — AI can coach content; mentorship relationship is human

Support the professional development of others.
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Community Sentiment

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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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