UK AI Exposure · Managers, directors and senior officials
Elected officers and representatives
Elected representatives in national government formulate and ratify legislation and government policy, act as elected representatives in Parliament, Regional Parliaments or Assemblies, and as representatives of the government and its executive. Elected officers in local government act as representatives in the local authority and participate in the formulation, ratification and implementation of local government policies.
- Employees (UK)
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- Median annual pay
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- Exposure score ?
- 0.3/10 Minimal 7.7/10 High strict reading · with tools is 7.7/10 with-tools reading · strict is 0.3/10
- Wage exposure
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Higher exposure than 16% of the 379 UK occupations we scored.
What this score means
Most of this role's work is still genuinely hard for AI to do. Physical presence, bodily skill, high-context judgment, direct human care - the things that don't translate to text.
If you're in this role, here's what to do now
You're not in the firing line today. But the frontier moves. Build enough AI fluency now that you can direct it for the parts of your work that could benefit. People in unexposed roles who understand AI become unusually valuable inside their organisations.
Most of the routine task inventory in this role can already be done by a capable LLM. That doesn't mean the role disappears - it means the shape changes, and one person can credibly do the work of several.
If you're in this role, here's what to do now
Stop doing anything an LLM can do. Your edge is judgment, relationships, taste, and the parts of the work that require you to be in the room. The operators who notice this first and redesign their workflow around it will be paid for those things; the ones who cling to the old task list will compete against AI at AI's prices.
Where a project with Alex usually starts for this role
This role's strict reading is low because its top tasks are judgment, not drafting. The three highest-stakes tasks below are still usually where we start — flip the toggle to 'With tools' to see what AI plus the right context can compress.
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Write, prepare, and deliver statements for the Congressional Record.
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Analyze and understand the local and national implications of proposed legislation.
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Appoint nominees to leadership posts, or approve such appointments.
These are the highest-importance tasks AI can already handle when paired with the right tools and context. In a typical engagement the first wins come from building workflows around these — usually the difference between an LLM that can technically do the job and one that actually does it inside your business.
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Write, prepare, and deliver statements for the Congressional Record.
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Analyze and understand the local and national implications of proposed legislation.
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Confer with colleagues to formulate positions and strategies pertaining to pending issues.
Every role has three or four wedges like these. Finding them takes an hour. Turning them into a workflow your team actually uses takes a few days. Talk to Alex about a project →
The full task breakdown
Every O*NET task for this occupation, split by what AI can already do unaided versus what still needs a human. Importance is O*NET's 1–5 rating of how central each task is to the role.
Tasks via O*NET "Legislators" (11-1031.00).
What AI can already do
1 of 30 tasks · unaided
Write, prepare, and deliver statements for the Congressional Record.
Where humans still hold the line
29 of 30 tasks
Analyze and understand the local and national implications of proposed legislation.
Appoint nominees to leadership posts, or approve such appointments.
Confer with colleagues to formulate positions and strategies pertaining to pending issues.
Debate the merits of proposals and bill amendments during floor sessions, following the appropriate rules of procedure.
Develop expertise in subject matters related to committee assignments.
Hear testimony from constituents, representatives of interest groups, board and commission members, and others with an interest in bills or issues under consideration.
Keep abreast of the issues affecting constituents by making personal visits and phone calls, reading local newspapers, and viewing or listening to local broadcasts.
Maintain knowledge of relevant national and international current events.
Make decisions that balance the perspectives of private citizens, public officials, and party leaders.
Negotiate with colleagues or members of other political parties in order to reconcile differing interests, and to create policies and agreements.
Prepare drafts of amendments, government policies, laws, rules, regulations, budgets, programs and procedures.
Read and review concerns of constituents or the general public and determine if governmental action is necessary.
Represent their parties in negotiations with political executives or members of other parties, and when speaking with the media.
Review bills in committee, and make recommendations about their future.
Seek federal funding for local projects and programs.
Serve on commissions, investigative panels, study groups, and committees in order to examine specialized areas and recommend action.
Vote on motions, amendments, and decisions on whether or not to report a bill out from committee to the assembly floor.
Alert constituents of government actions and programs by way of newsletters, personal appearances at town meetings, phone calls, and individual meetings.
Attend receptions, dinners, and conferences to meet people, exchange views and information, and develop working relationships.
Conduct "head counts" to help predict the outcome of upcoming votes.
Determine campaign strategies for media advertising, positions on issues, and public appearances.
Encourage and support party candidates for political office.
Establish personal offices in local districts or states, and manage office staff.
Evaluate the structure, efficiency, activities, and performance of government agencies.
Organize and maintain campaign organizations and fundraisers, in order to raise money for election or re-election.
Oversee expense allowances, ensuring that accounts are balanced at the end of each fiscal year.
Promote the industries and products of their electoral districts.
Represent their government at local, national, and international meetings and conferences.
Speak to students to encourage and support the development of future political leaders.
Tasks via O*NET "Legislators" (11-1031.00).
What AI can already do
23 of 30 tasks · with tools
Write, prepare, and deliver statements for the Congressional Record.
Analyze and understand the local and national implications of proposed legislation.
Confer with colleagues to formulate positions and strategies pertaining to pending issues.
Develop expertise in subject matters related to committee assignments.
Keep abreast of the issues affecting constituents by making personal visits and phone calls, reading local newspapers, and viewing or listening to local broadcasts.
Maintain knowledge of relevant national and international current events.
Make decisions that balance the perspectives of private citizens, public officials, and party leaders.
Negotiate with colleagues or members of other political parties in order to reconcile differing interests, and to create policies and agreements.
Prepare drafts of amendments, government policies, laws, rules, regulations, budgets, programs and procedures.
Read and review concerns of constituents or the general public and determine if governmental action is necessary.
Represent their parties in negotiations with political executives or members of other parties, and when speaking with the media.
Review bills in committee, and make recommendations about their future.
Seek federal funding for local projects and programs.
Serve on commissions, investigative panels, study groups, and committees in order to examine specialized areas and recommend action.
Alert constituents of government actions and programs by way of newsletters, personal appearances at town meetings, phone calls, and individual meetings.
Conduct "head counts" to help predict the outcome of upcoming votes.
Determine campaign strategies for media advertising, positions on issues, and public appearances.
Encourage and support party candidates for political office.
Establish personal offices in local districts or states, and manage office staff.
Evaluate the structure, efficiency, activities, and performance of government agencies.
Organize and maintain campaign organizations and fundraisers, in order to raise money for election or re-election.
Oversee expense allowances, ensuring that accounts are balanced at the end of each fiscal year.
Promote the industries and products of their electoral districts.
Where humans still hold the line
7 of 30 tasks
Appoint nominees to leadership posts, or approve such appointments.
Debate the merits of proposals and bill amendments during floor sessions, following the appropriate rules of procedure.
Hear testimony from constituents, representatives of interest groups, board and commission members, and others with an interest in bills or issues under consideration.
Vote on motions, amendments, and decisions on whether or not to report a bill out from committee to the assembly floor.
Attend receptions, dinners, and conferences to meet people, exchange views and information, and develop working relationships.
Represent their government at local, national, and international meetings and conferences.
Speak to students to encourage and support the development of future political leaders.
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Methodology
This role's exposure score comes from Eloundou et al's 2023 GPT task labels, aggregated by O*NET importance within each O*NET-SOC code, then bridged to UK SOC 2020 via ISCO-08 (ONS Vol 2 coding index) and US SOC 2010 (BLS crosswalk). Employment and median pay come from ONS ASHE Table 14.7a, 2025 provisional. ASHE covers employees only, so self-employed workers are not counted.
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