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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.

Biologists

18

Biological Sciences

AI IMPACT
AI USED FOR18%moving to63%
THE DOOR, NOWB
THE DOOR, 20 YRSD
STARTING PAY£28,000 - £35,000
NO MOATNo physical, legal or personal barrier protects this work from software.
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.

Remote Sensing Specialist

A STEP UPGeography and Earth Sciences · a different field · from £30,000 - £36,000

15AI USED FOR

5 of your tasks carry across. AI is used for 3 points less of this work than yours (15% against your 18%). The door for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare detailed reports and visual presentations to communicate findings to stakeholders and decision-makers.shared: prepare, detailed, report, present, communicate, find
  • YOUR JOB Stay updated on the latest scientific literature and technological advancements in biology.THIS JOB Stay updated on advancements in remote sensing technology and methodologies.shared: stay, updated, advanc
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Analyze satellite images and aerial data to assess land use, vegetation health, and environmental changes.shared: analyze, data

Human Factors Specialist

A STEP UPVeterinary Sciences · a different field · from £28,000 - £35,000

5AI USED FOR

4 of your tasks carry across. AI is used for 13 points less of this work than yours (5% against your 18%). The door for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare detailed reports and presentations to communicate findings and recommendations to stakeholders.shared: prepare, detailed, report, present, communicate, find
  • YOUR JOB Stay updated on the latest scientific literature and technological advancements in biology.THIS JOB Stay updated on the latest research and advancements in human factors and ergonomics.shared: stay, updated, latest, advanc
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Analyze data from user studies to identify trends and inform design decisions.shared: analyze, data

Veterinary Pathologist

A STEP UPVeterinary Sciences · a different field · from £35,000 - £40,000

5AI USED FOR

4 of your tasks carry across. AI is used for 13 points less of this work than yours (5% against your 18%). The door for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Document findings and prepare comprehensive reports for clinical and research use.shared: prepare, report, research, find
  • YOUR JOB Stay updated on the latest scientific literature and technological advancements in biology.THIS JOB Stay updated on the latest veterinary research and diagnostic techniques.shared: stay, updated, latest
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Prepare and analyze histopathological slides using advanced microscopy techniques.shared: analyze, advanced

Education Consultant

A STEP UPEducation and Teaching · a different field · from £30,000 - £35,000

17AI USED FOR

4 of your tasks carry across. AI is used for 1 points less of this work than yours (17% against your 18%). The door for a new entrant is A - easy; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare comprehensive reports and presentations for stakeholders to communicate findings and progress.shared: prepare, report, present, communicate, find, stakehold
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Analyze data and research trends in education to inform recommendations and strategies.shared: analyze, data
  • YOUR JOB Collaborate with interdisciplinary teams to design and implement field studies and experiments.THIS JOB Collaborate with stakeholders, including teachers, administrators, and parents, to implement effective change.shared: collaborate, impl

Chemical Engineer

A STEP UPEngineering and Technology · a different field · from £28,000 - £35,000

28AI USED FOR

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

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare technical reports and presentations for stakeholders.shared: prepare, report, present, stakehold
  • YOUR JOB Develop and maintain laboratory equipment and ensure compliance with safety regulations.THIS JOB Ensure compliance with health, safety, and environmental regulations.shared: compliance, safety, regul
  • YOUR JOB Conduct laboratory experiments to study living organisms and their relationships with the environment.THIS JOB Conduct experiments and simulations to test new processes and materials.shared: conduct, experiment

Civil Engineering Consultancy Director

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

30AI USED FOR

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

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare and present reports, proposals, and project updates to senior management and clients.shared: prepare, report, present
  • YOUR JOB Stay updated on the latest scientific literature and technological advancements in biology.THIS JOB Stay abreast of industry trends, regulations, and technological advancements to drive innovation in engineering practices.shared: stay, technological, advanc
  • YOUR JOB Develop and maintain laboratory equipment and ensure compliance with safety regulations.THIS JOB Conduct regular site visits and inspections to monitor progress and ensure compliance with safety and quality standards.shared: compliance, safety

Environmental Engineer

A STEP UPEngineering and Technology · a different field · from £28,000 - £36,000

28AI USED FOR

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

Show the tasks that match
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Prepare detailed reports and presentations for stakeholders.shared: prepare, detailed, report, present, stakehold
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Analyze data related to air, water, and soil quality.shared: analyze, data
  • YOUR JOB Collaborate with interdisciplinary teams to design and implement field studies and experiments.THIS JOB Design and implement waste management systems to minimize pollution.shared: design, impl

Gender Studies Specialist

A STEP UPSocial Sciences · a different field · from £22,000 - £30,000

35AI USED FOR

4 of your tasks carry across. The same measured exposure, but this work has something yours does not: relational moat. The door for a new entrant is B - achievable; your experience is the discount on that.

Show the tasks that match
  • YOUR JOB Collect, analyze, and interpret biological data using advanced statistical methods.THIS JOB Analyze data and prepare reports to inform policy-making and advocacy efforts.shared: analyze, data
  • YOUR JOB Prepare detailed reports and presentations to communicate research findings to stakeholders.THIS JOB Analyze data and prepare reports to inform policy-making and advocacy efforts.shared: prepare, report
  • YOUR JOB Collaborate with interdisciplinary teams to design and implement field studies and experiments.THIS JOB Collaborate with community organizations to implement gender-focused programs.shared: collaborate, impl

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.