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FOR ADULTS · MOVING WITHOUT RETRAINING

Move sideways

Not every change means going back to a classroom. Name the job you do now and see the careers whose day-to-day work already overlaps yours, with the shared tasks shown so you can judge the match yourself. Measured August 2026.

The job you have

Measured by the same engine as every career on this site. This is the number the moves below are compared against.

Managers and Proprietors in Other Services

30

Public Services & Government

AI IMPACT
AI EXPOSURE TODAY30
20-YEAR SCENARIO
NOT A FORECAST
75%
THE DOOR · ENTRY DIFFICULTY TODAYB
STARTING PAY£25,000 - £32,000
MOAT NOT YET CLASSIFIEDA real score, but the moat is not yet classified. No claim either way.
See the full card →

8 moves your day-to-day already reaches

Each one shares real tasks with your job and sits in a better position against AI: less of the work already automated, or something structural protecting it that your job does not have. The shared tasks are quoted underneath, in both jobs' own words, so you can judge the match rather than trust a score.

Dance and Drama School Principals and Owners

A STEP UPEducation and Teaching · a different field · from £30,000 - £36,000

15AI EXPOSURE TODAY

7 of your tasks carry across. AI exposure today is 15 points lower for this work than for yours (15 against your 30 on our index). The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Ensure compliance with health, safety, and regulatory standards within the service environment.THIS JOB Ensure compliance with health and safety regulations and safeguarding policies.shared: compliance, health, safety
  • YOUR JOB Oversee daily operations to ensure high-quality service delivery and customer satisfaction.THIS JOB Recruit, train, and mentor teaching staff to ensure high-quality instruction.shared: high, quality
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement the school's curriculum and artistic vision.shared: develop, impl

Health Care Service Manager

A STEP UPPublic Services & Government · same field as your job · from £30,000 - £38,000

30AI EXPOSURE TODAY

7 of your tasks carry across. The same AI exposure today, but this work has something yours does not: regulatory moat. The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement strategic plans to improve service delivery and patient care.shared: develop, impl, strategic, plan, service
  • YOUR JOB Manage budgets, financial forecasting, and resource allocation for optimal operational efficiency.THIS JOB Manage budgets, allocate resources, and monitor financial performance to ensure sustainability.shared: manage, budget, financial
  • YOUR JOB Lead, train, and motivate staff to achieve performance targets and foster a positive workplace culture.THIS JOB Lead and mentor healthcare staff, fostering a culture of continuous improvement and professional development.shared: lead, staff, culture

Managers and Directors in the Extraction of Fossil Fuels

A STEP UPEngineering and Technology · a different field · from £35,000 - £45,000

30AI EXPOSURE TODAY

7 of your tasks carry across. The same AI exposure today, but this work has something yours does not: regulatory moat. The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Manage budgets, financial forecasting, and resource allocation for optimal operational efficiency.THIS JOB Manage budgets, financial forecasting, and resource allocation for extraction activities.shared: manage, budget, financial, forecast, resource, alloc
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement strategic plans for fossil fuel exploration and extraction projects.shared: develop, impl, strategic, plan
  • YOUR JOB Analyze market trends and competitor strategies to identify growth opportunities and risks.THIS JOB Analyze market trends and technological advancements to inform decision-making and investment strategies.shared: analyze, market, trend, strateg

Security Services Managers and Proprietors

A STEP UPSecurity & Emergency Services · a different field · from £28,000 - £35,000

30AI EXPOSURE TODAY

7 of your tasks carry across. The same AI exposure today, but this work has something yours does not: regulatory moat. The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Oversee daily operations to ensure high-quality service delivery and customer satisfaction.THIS JOB Oversee the recruitment, training, and management of security staff to ensure high standards of service.shared: oversee, high, service
  • YOUR JOB Engage with clients and stakeholders to build strong relationships and gather feedback for continuous improvement.THIS JOB Provide excellent customer service by addressing client concerns and building lasting relationships.shared: client, build, relationship
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement security protocols and procedures tailored to specific client needs.shared: develop, impl

Early Years Educator

A STEP UPChildcare & Early Years · a different field · from £30,000 - £40,000

8AI EXPOSURE TODAY

6 of your tasks carry across. AI exposure today is 22 points lower for this work than for yours (8 against your 30 on our index). The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Manage budgets, financial forecasting, and resource allocation for optimal operational efficiency.THIS JOB Monitor budgets and financial reports to ensure efficient resource allocation and sustainability.shared: budget, financial, resource, alloc
  • YOUR JOB Engage with clients and stakeholders to build strong relationships and gather feedback for continuous improvement.THIS JOB Engage with parents and caregivers to build strong relationships and promote open communication regarding children's progress.shared: engage, build, strong, relationship
  • YOUR JOB Lead, train, and motivate staff to achieve performance targets and foster a positive workplace culture.THIS JOB Manage staff recruitment, training, and performance evaluations to maintain a motivated and skilled workforce.shared: train, staff, performance

Farm Manager

A STEP UPAgriculture · a different field · from £30,000 - £35,000

19AI EXPOSURE TODAY

6 of your tasks carry across. AI exposure today is 11 points lower for this work than for yours (19 against your 30 on our index). The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Ensure compliance with health, safety, and regulatory standards within the service environment.THIS JOB Ensure compliance with health and safety regulations, as well as environmental standards.shared: compliance, health, safety, standard
  • YOUR JOB Manage budgets, financial forecasting, and resource allocation for optimal operational efficiency.THIS JOB Develop and implement farm budgets, financial forecasts, and cost control measures.shared: budget, financial, forecast
  • YOUR JOB Lead, train, and motivate staff to achieve performance targets and foster a positive workplace culture.THIS JOB Manage staff recruitment, training, and performance evaluations to ensure a skilled workforce.shared: train, staff, performance

Chief, Deputy Chief and Assistant Chief Constables

A STEP UPPublic Services & Government · same field as your job · from £50,000 - £60,000

20AI EXPOSURE TODAY

6 of your tasks carry across. AI exposure today is 10 points lower for this work than for yours (20 against your 30 on our index). The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement strategic policing plans in alignment with community needs and national priorities.shared: develop, impl, strategic, plan
  • YOUR JOB Lead, train, and motivate staff to achieve performance targets and foster a positive workplace culture.THIS JOB Lead and manage senior officers and staff, ensuring high levels of performance and accountability.shared: lead, staff, performance
  • YOUR JOB Engage with clients and stakeholders to build strong relationships and gather feedback for continuous improvement.THIS JOB Engage with community stakeholders, local authorities, and government bodies to build partnerships and address public safety concerns.shared: engage, stakehold, build

Senior Public Service Official

A STEP UPPublic Services & Government · same field as your job · from £40,000 - £50,000

20AI EXPOSURE TODAY

6 of your tasks carry across. AI exposure today is 10 points lower for this work than for yours (20 against your 30 on our index). The entry difficulty today for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Develop and implement strategic plans to enhance service offerings and drive profitability.THIS JOB Develop and implement strategic policies that address key public issues and improve service delivery.shared: develop, impl, strategic, service
  • YOUR JOB Manage budgets, financial forecasting, and resource allocation for optimal operational efficiency.THIS JOB Manage budgets and resources efficiently to ensure optimal service delivery.shared: manage, budget, optimal
  • YOUR JOB Engage with clients and stakeholders to build strong relationships and gather feedback for continuous improvement.THIS JOB Engage with stakeholders, including government departments, NGOs, and community groups to gather insights and foster collaboration.shared: engage, stakehold, gath

Matches come from both careers' own published task lists, not from a similarity score we ask you to trust. A move being listed does not mean an employer will agree: it means the work overlaps and the measurement is better. Retraining routes, if you decide you want one, are on the switch page.