AITakeover Tracker
38%medium risk

Legislators

SOC: 11-1031.00 · Job Zone 4 (Considerable preparation)

Develop, introduce or enact laws and statutes at the local, tribal, State, or Federal level. Includes only workers in elected positions.

Medium RiskEst. full displacement: 20412051high confidence
Raw task score: 37.8Protective discount: 0.0%30 tasks scoredModel: v1.0_gemini-3-1-pro-preview_20260228

AI Impact Summary

Legislators faces moderate AI displacement risk with a score of 38/100. Significant displacement is estimated between 2041 and 2051. Of 30 analyzed tasks, 2 are highly automatable, particularly in routine_cognitive. Limited protective factors mean this occupation has few buffers against AI automation.

Wage & Employment (2024)

Median Wage

$44,810

per year

Mean Wage

$67,390

per year

Employment

27K

workers

Wage Range

$20,380 - $137,820

10th - 90th pct

Wage Distribution

$20,380Median: $44,810$137,820

Protective Factors

Total protective discount: 0.0%

Task Breakdown

30 tasks analyzed

Appoint nominees to leadership posts, or approve such appointments.

Non-Routine AnalyticalAI: 35Risk: 41.0Time: 2%

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

Non-Routine AnalyticalAI: 40Risk: 43.0Time: 4%

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

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 3%

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

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 5%

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

Non-Routine InterpersonalAI: 5Risk: 17.0Time: 5%

Develop expertise in subject matters related to committee assignments.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 4%

Maintain knowledge of relevant national and international current events.

Non-Routine AnalyticalAI: 70Risk: 55.0Time: 3%

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

Non-Routine AnalyticalAI: 35Risk: 41.0Time: 4%

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

Non-Routine AnalyticalAI: 75Risk: 57.0Time: 5%

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

Non-Routine AnalyticalAI: 60Risk: 51.0Time: 4%

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

Non-Routine InterpersonalAI: 5Risk: 17.0Time: 4%

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

Non-Routine AnalyticalAI: 45Risk: 45.0Time: 4%

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

Non-Routine InterpersonalAI: 0Risk: 15.0Time: 4%

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

Routine CognitiveAI: 80Risk: 81.2Time: 2%

Encourage and support party candidates for political office.

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 2%

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

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 3%

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

Non-Routine InterpersonalAI: 25Risk: 25.0Time: 4%

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

Routine CognitiveAI: 90Risk: 85.2Time: 2%

Promote the industries and products of their electoral districts.

Non-Routine InterpersonalAI: 30Risk: 27.0Time: 2%

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

Non-Routine InterpersonalAI: 5Risk: 17.0Time: 2%

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

Non-Routine InterpersonalAI: 15Risk: 21.0Time: 4%

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

Non-Routine InterpersonalAI: 10Risk: 19.0Time: 4%

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

Non-Routine InterpersonalAI: 10Risk: 19.0Time: 5%

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

Routine CognitiveAI: 50Risk: 69.2Time: 2%

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

Non-Routine InterpersonalAI: 25Risk: 25.0Time: 3%

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

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 3%

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

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 2%

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

Non-Routine InterpersonalAI: 0Risk: 15.0Time: 2%

Seek federal funding for local projects and programs.

Non-Routine AnalyticalAI: 65Risk: 53.0Time: 3%

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

Non-Routine AnalyticalAI: 55Risk: 49.0Time: 4%

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