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How a nuclear monitoring technician can use AI, task by task

O*NET 19-4051.02: Nuclear Monitoring TechniciansMedian pay $110,240/year (BLS, May 2025)16 tasksJob Zone 3: Medium preparation

Collect and test samples to monitor results of nuclear experiments and contamination of humans, facilities, and environment.

Your job title Type your own title and every prompt on this page updates to match. Also called: Health Physics Technician (HP Tech), Nuclear Chemistry Technician, Radiation Control Technician (Radcon Technician), Radiation Protection Specialist (RP Specialist), Radiation Protection Technician (RPT), Radiation Technician, Radiochemical Technician.

Where AI fits in this job

AI-ready 10%AI-assist 35%Stays human 55%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 2 AI-ready, 5 AI-assist and 9 human-led tasks out of 16. This measures where AI can help, not whether the job will disappear.

Information & paperwork

Thinking & planning

People & communication

Leading & teaching

Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

Brief workers on radiation levels in work areas.Coordinate & message · Several times a day
Instruct personnel in radiation safety procedures and demonstrate use of protective clothing and equipment.Train & teach · Daily
Analyze samples, such as air or water samples, for contaminants or other elements.Crunch the numbers · Daily

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

Determine intensities and types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.Hands-on work · Daily
Monitor personnel to determine the amounts and intensities of radiation exposure.Hands-on work · Daily
Collect samples of air, water, gases, or solids to determine radioactivity levels of contamination.Hands-on work · Daily

Skills to build & where you could move ↓

🔒 Many of these tasks involve people's information. Remove names and identifying details before using AI, or use only a tool your employer has approved.

AI can draft these 2

AI produces a usable first pass. You review it, fix it and own it.

Prepare reports describing contamination tests, material or equipment decontaminated, or methods used in decontamination processes.

Weekly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to prepare reports describing contamination tests, material or equipment decontaminated, or methods used in decontamination processes.

Context: We use Microsoft Word.
Operation: [production, claims, systems]
Data: [paste figures]

Draft a report with highlights, issues and actions. Show calculations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operations report

Step 1Pick a real example: the next time you prepare reports describing contamination tests, material or equipment (this week).

Step 2Fill in [Operation] and [Data] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.0/5 · core task · O*NET work activity: Prepare operational reports..

Enter data into computers to record characteristics of nuclear events or to locate coordinates of particles.

Daily

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to enter data into computers to record characteristics of nuclear events or to locate coordinates of particles.

Context: We use Microsoft Word.
Experiment: [describe]
Data: [paste]

Draft a structured record entry. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Lab or research record

Step 1Pick a real example: the next time you enter data (today).

Step 2Fill in [Experiment] and [Data] with the real details, then run the prompt.

Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 4.1/5 · O*NET work activity: Record research or operational data..

AI can help you prep these 5

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Brief workers on radiation levels in work areas.

Several times a day

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to brief workers on radiation levels in work areas.

Hazard: [radiation, area, equipment]
Who must know: [workers]

Draft a clear warning and instructions. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Safety warning

Step 1Pick a real example: the next time you brief workers.

Step 2Fill in [Hazard] and [Who must know] with the real details, then run the prompt.

Step 3Check the hazard details and follow your safety procedure. Check it against the manufacturer's manual and your site procedure before you rely on it.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.6/5 · core task · O*NET work activity: Communicate safety or hazard information to others..

Instruct personnel in radiation safety procedures and demonstrate use of protective clothing and equipment.

Daily

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to instruct personnel in radiation safety procedures and demonstrate use of protective clothing and equipment.

Context: We use Microsoft PowerPoint and Gamma waste assay system GWAS; the work draws on physics, chemistry and public safety and security.
Procedure or tool: [describe]
Trainees: [describe]

Plan training with hands-on exercises. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Technical procedure training

Step 1Pick a real example: the next time you instruct personnel (today). Leave out names and identifying details.

Step 2Fill in [Procedure or tool] and [Trainees] with the real details, then run the prompt.

Step 3Swap one AI example for a real story from your own work. Real stories are what people remember. Check it against the manufacturer's manual and your site procedure before you rely on it.

Check that every procedure in the material matches your workplace's actual standards.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.4/5 · core task · O*NET work activity: Train personnel in technical or scientific procedures..

Analyze samples, such as air or water samples, for contaminants or other elements.

Daily

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to analyze samples, such as air or water samples, for contaminants or other elements.

Context: We use Gamma waste assay system GWAS and Radiological assessment display and control system RADACS; the work draws on physics, chemistry and public safety and security.
Data: [paste meteorological, emissions, monitoring data]
Question: [what to predict or explain]

Analyze trends and give code or formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Environmental data analysis

Step 1Pick a real example: the next time you analyze samples (today).

Step 2Fill in [Data] and [Question] with the real details, then run the prompt.

Step 3Recompute the most important number yourself before you trust the rest.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 4.3/5 · core task · O*NET work activity: Analyze environmental data..

Determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination.

Weekly

AI helps you prepare clearer wording and likely questions.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to determine or recommend radioactive decontamination procedures, according to the size and nature of equipment and the degree of contamination.

Context: The work draws on physics, chemistry and public safety and security.
Hazard: [radiation, siting, materials]
Audience: [authorities]

Explain procedures and recommendations. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Hazard management advice

Step 1Pick a real example: the next time you determine or recommend radioactive decontamination procedures (this week).

Step 2Fill in [Hazard] and [Audience] with the real details, then run the prompt.

Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 4.1/5 · core task · O*NET work activity: Advise others on management of emergencies or hazardous situations or materials..

Inform supervisors when individual exposures or area radiation levels approach maximum permissible limits.

Monthly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to inform supervisors when individual exposures or area radiation levels approach maximum permissible limits.

Hazard: [radiation, area, equipment]
Who must know: [workers]

Draft a clear warning and instructions. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Safety warning

Step 1Pick a real example: the next time you inform supervisors.

Step 2Fill in [Hazard] and [Who must know] with the real details, then run the prompt.

Step 3Check the hazard details and follow your safety procedure. Check it against the manufacturer's manual and your site procedure before you rely on it.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.5/5 · core task · O*NET work activity: Communicate safety or hazard information to others..

These stay human 9

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Responsible for others' health and safety: very high responsibility · Contact with others: contact with others most of the time · Frequency of decisions: once a week or more but not every day

Determine intensities and types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to determine intensities and types of radiation in work areas, equipment, or materials, using radiation detectors or other instruments.

Context: The work draws on physics, chemistry and public safety and security.
Area or material: [describe]
Instrument: [meter type]

List survey steps, limits and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Radiation survey

Step 1Pick a real example: the next time you determine intensities and types of radiation (today).

Step 2Fill in [Area or material] and [Instrument] with the real details, then run the prompt.

Step 3Check limits with your radiation safety rules. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.5/5 · core task · O*NET work activity: Measure radiation levels..

Monitor personnel to determine the amounts and intensities of radiation exposure.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to monitor personnel to determine the amounts and intensities of radiation exposure.

Context: The work draws on physics, chemistry and public safety and security.
Area or material: [describe]
Instrument: [meter type]

List survey steps, limits and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Radiation survey

Step 1Pick a real example: the next time you monitor personnel (today). Leave out names and identifying details.

Step 2Fill in [Area or material] and [Instrument] with the real details, then run the prompt.

Step 3Check limits with your radiation safety rules. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.5/5 · core task · O*NET work activity: Measure radiation levels..

Collect samples of air, water, gases, or solids to determine radioactivity levels of contamination.

Daily

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to collect samples of air, water, gases, or solids to determine radioactivity levels of contamination.

Context: The work draws on physics, chemistry and public safety and security.
Samples: [water, air, biological]
Method: [describe]

List collection, preservation and chain of custody. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Environmental sampling

Step 1Pick a real example: the next time you collect samples of air (today).

Step 2Fill in [Samples] and [Method] with the real details, then run the prompt.

Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 4.4/5 · core task · O*NET work activity: Collect environmental data or samples..

Calculate safe radiation exposure times for personnel using plant contamination readings and prescribed safe levels of radiation.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to calculate safe radiation exposure times for personnel using plant contamination readings and prescribed safe levels of radiation.

Context: The work draws on physics, chemistry and public safety and security.
Area or material: [describe]
Instrument: [meter type]

List survey steps, limits and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Radiation survey

Step 1Pick a real example: the next time you calculate safe radiation exposure times (this week). Leave out names and identifying details.

Step 2Fill in [Area or material] and [Instrument] with the real details, then run the prompt.

Step 3Check limits with your radiation safety rules. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.5/5 · core task · O*NET work activity: Measure radiation levels..

Place radioactive waste, such as sweepings or broken sample bottles, into containers for shipping or disposal.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to place radioactive waste, such as sweepings or broken sample bottles, into containers for shipping or disposal.

Context: The work draws on physics, chemistry and public safety and security.
Materials: [chemicals, waste]
Regulations: [federal, state]

Make a disposal checklist with labelling and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Hazardous waste disposal

Step 1Pick a real example: the next time you place radioactive waste (this week).

Step 2Fill in [Materials] and [Regulations] with the real details, then run the prompt.

Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Dispose of hazardous materials.. Also involves: Dispose of trash or waste materials..

Provide initial response to abnormal events or to alarms from radiation monitoring equipment.

Monthly

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to provide initial response to abnormal events or to alarms from radiation monitoring equipment.

Context: The work draws on physics, chemistry and public safety and security.
Emergency type: [medical, alarm, threat]
Procedures: [summary]

Run a tabletop scenario with me, asking what I'd do at each step. Suggest ways to open, phrases to avoid, and how to handle it if things get tense. Then play the other person so I can practice.

10-minute exercise: Emergency response rehearsal

Step 1Pick a real example: the next time you provide initial response.

Step 2Fill in [Emergency type] and [Procedures] with the real details, then run the prompt.

Step 3Compare your answers with your official procedures. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.5/5 · core task · O*NET work activity: Respond to emergencies to provide assistance.. Also involves: Monitor alarm systems..

Set up equipment that automatically detects area radiation deviations and test detection equipment to ensure its accuracy.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to set up equipment that automatically detects area radiation deviations and test detection equipment to ensure its accuracy.

Context: The work draws on physics, chemistry and public safety and security.
Equipment: [instrument, sensor system]
Purpose: [experiment, data collection]

List set-up, calibration and verification steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Lab or field equipment set-up

Step 1Pick a real example: the next time you set up equipment (this week).

Step 2Fill in [Equipment] and [Purpose] with the real details, then run the prompt.

Step 3Run a known standard or test before collecting real data. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.1/5 · core task · O*NET work activity: Set up laboratory or field equipment..

Decontaminate objects by cleaning with soap or solvents or by abrading with wire brushes, buffing wheels, or sandblasting machines.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to decontaminate objects by cleaning with soap or solvents or by abrading with wire brushes, buffing wheels, or sandblasting machines.

Context: The work draws on physics, chemistry and public safety and security.
Object: [artifact, supplies]
Material: [describe]

List safe cleaning steps. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Object cleaning

Step 1Pick a real example: the next time you decontaminate objects (this week).

Step 2Fill in [Object] and [Material] with the real details, then run the prompt.

Step 3Check it against the manufacturer's manual and your site rules, and add the steps only experience teaches.

Importance 3.9/5 · core task · O*NET work activity: Clean objects..

Calibrate and maintain chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.

Weekly

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to calibrate and maintain chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.

Context: The work draws on physics, chemistry and public safety and security.
Instrument: [surveying, lab, vehicle system]
Standard: [reference]

List calibration steps and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Calibration routine

Step 1Pick a real example: the next time you calibrate and maintain chemical instrumentation sensing elements and sampling system equipment (this week).

Step 2Fill in [Instrument] and [Standard] with the real details, then run the prompt.

Step 3Use a traceable standard and record results. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Importance 4.0/5 · O*NET work activity: Calibrate scientific or technical equipment.. Also involves: Maintain laboratory or technical equipment..

Get the full prompt pack for Nuclear Monitoring Technicians

Every task, prompt and 10-minute exercise on this page in one PDF, formatted to print or keep on your desktop. Free.

Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

Stays human Deepen these

They power the human-led work, which is the part of the job AI can't take over.

Critical Thinkingimportance 3.9/5
Used in: Estimating the Quantifiable Characteristics of Products, Events, or Information
Judgment and Decision Makingimportance 3.4/5
Used in: Estimating the Quantifiable Characteristics of Products, Events, or Information
Mathematicsimportance 3.1/5
Used in: Estimating the Quantifiable Characteristics of Products, Events, or Information

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

Writingimportance 3.1/5
Used in: Communicating with Supervisors, Peers, or Subordinates
Active Listeningimportance 3.9/5
Used in: Communicating with Supervisors, Peers, or Subordinates
Speakingimportance 3.5/5
Used in: Communicating with Supervisors, Peers, or Subordinates
Reading Comprehensionimportance 3.8/5
Used in: Training and Teaching Others

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Nuclear Power Reactor Operators67% human-led · Same preparation · usually high school diploma
Skills to build: Operation and Control

New tasks appearing in this job

O*NET has started tracking 4 new or updated tasks here: 1 AI-ready, 1 AI-assist, 2 stays human. They have no worker ratings yet, so they aren't counted in the bar above.

Calibrate, maintain, and repair chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.

New in O*NET

Physical, in-person work. AI helps with checklists and write-ups.

Show prep prompt & steps

Where AI still helps: AI helps around the job: decoding manuals and instructions, pre-job checklists, calculations and writing up what you did afterward.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to calibrate, maintain, and repair chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.

Context: The work draws on physics, chemistry and public safety and security.
Instrument: [surveying, lab, vehicle system]
Standard: [reference]

List calibration steps and records. Include the tools, materials and safety steps, the measurements or settings to double-check, and a 3-line template for logging the job. Flag anything to confirm in the manufacturer's manual.

10-minute exercise: Calibration routine

Step 1Pick a real example: the next time you calibrate, maintain, and repair chemical instrumentation sensing elements and sampling system equipment.

Step 2Fill in [Instrument] and [Standard] with the real details, then run the prompt.

Step 3Use a traceable standard and record results. Check it against the manufacturer's manual and your site procedure before you rely on it.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

Updated O*NET task (07/2014), replacing: “Calibrate and maintain chemical instrumentation sensing elements and sampling system equipment, using calibration instruments and hand tools.”. O*NET work activity: Calibrate scientific or technical equipment.. Also involves: Maintain laboratory or technical equipment..

Document results from radiation and contamination surveys.

New in O*NET

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to document results from radiation and contamination surveys.

Context: We use Microsoft Word.
Test or study: [design test, engineering analysis]
Results: [paste data, observations]

Draft a findings report: purpose, method, results, conclusions, recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Test findings report

Step 1Pick a real example: the next time you document results.

Step 2Fill in [Test or study] and [Results] with the real details, then run the prompt.

Step 3Check every figure and conclusion against the data. Check it against the manufacturer's manual and your site procedure before you rely on it.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Safety-critical: AI output is a starting point. Follow your site's procedures and the manufacturer's guidance.

New O*NET task (07/2014). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Document inspection and test results and work performed or to be performed.” (Motorboat Mechanics and Service Technicians), and was checked by hand. O*NET work activity: Document design or operational test results.. Also involves: Prepare investigation or incident reports.; Document test results..

Inspect, test, and maintain respiratory protection equipment.

New in O*NET

Needs your eyes on site. AI can build the checklist and the report.

Show prep prompt & steps

Where AI still helps: AI can build your inspection checklists, explain standards and turn your notes and photos into clean reports.

Prep prompt

I work as a nuclear monitoring technician. Part of my job is to inspect, test, and maintain respiratory protection equipment.

Context: The work draws on physics, chemistry and public safety and security.
System: [describe]
Requirements: [performance targets]

Draft a test plan with conditions, measurements and pass criteria. Group it by area, say what 'good' and 'bad' look like for each item, and add a short template for writing up what I find.

10-minute exercise: Performance test plan

Step 1Pick a real example: the next time you inspect, test, and maintain respiratory protection equipment.

Step 2Fill in [System] and [Requirements] with the real details, then run the prompt.

Step 3Take it with you next time, tick it alongside your usual routine, and add anything it missed.

New O*NET task (07/2014). O*NET hasn't linked it to work activities yet, so its label comes from similar tasks, such as “Monitor, inspect, or test mechanical equipment.” (Mechanical Engineering Technologists and Technicians), and was checked by hand. O*NET work activity: Test performance of electrical, electronic, mechanical, or integrated systems or equipment.. Also involves: Inspect mechanical equipment to locate damage, defects, or wear.; Test mechanical equipment to ensure proper functioning..

Write radiological work permits.

New in O*NET

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a nuclear monitoring technician. Part of my job is to write radiological work permits.

Context: We use Microsoft Word.
Here's what I have for the radiological work permits: [rough notes, the facts, figures and decisions behind it]

Write a clear first draft that I can check and finish. Keep it [one page / short / formal], laid out so I can paste it into Microsoft Word. Use headings if they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Draft the radiological work permits

Step 1Pull up the last radiological work permits you did, or jot 5 rough bullets for the next one.

Step 2Paste the prompt and put those bullets in [rough notes]. Pick the length in [one page / short / formal] to match what goes into Microsoft Word.

Step 3Fix every [CHECK] against your source and anything else that's wrong, then compare the time with writing the radiological work permits from scratch. Confirm the rules against the current official source.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

New O*NET task (07/2014). O*NET hasn't linked it to work activities yet, so it was labelled by hand.

Getting into this job

Associate's degree is most common (29% of workers)

High school or less 27%
Certificate or some college 28%
Associate's 29%
Bachelor's 16%

On-the-job training: 1–2 years
Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Microsoft Azure softwareMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft WindowsMicrosoft Windows ServerMicrosoft WordOracle JavaStructured query language SQL