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How a self-enrichment teacher can use AI, task by task

O*NET 25-3021.00: Self-Enrichment TeachersMedian pay $46,800/year (BLS, May 2025)30 tasksJob Zone 3: Medium preparation

Teach or instruct individuals or groups for the primary purpose of self-enrichment or recreation, rather than for an occupational objective, educational attainment, competition, or fitness.

Type your own title and every prompt on this page updates to match. Also called: Art Teacher, Dance Instructor, Dance Teacher, Driving Instructor, Flight Instructor, Instructor, Martial Arts Instructor, Music Instructor, Piano Teacher, Teacher.

Where AI fits in this job

AI-ready 19%AI-assist 52%Stays human 29%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 17 AI-assist and 8 human-led tasks out of 30. 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).

🔒 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 5

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

Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.

Daily

AI drafts lesson plans, quizzes and practice scenarios.

Show prompt & steps

AI can draft lesson plans, training outlines, quizzes and practice scenarios in minutes. You shape them around your learners and your standards.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to establish clear objectives for all lessons, units, and projects and communicate those objectives to students.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Course or unit: [subject, level]
What learners should be able to do: [rough goals]

Write measurable learning objectives using clear verbs, and an assessment idea for each. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Write learning objectives

Step 1Pick a real example: the next time you establish clear objectives (today). Leave out names and identifying details.
Step 2Fill in [Course or unit] and your rough goals in [What learners should be able to do].
Step 3Share them with learners at the start of the unit.

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

Importance 4.1/5 · core task · O*NET work activity: Develop instructional objectives..

Maintain accurate and complete student records as required by administrative policy.

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 self-enrichment teacher. Part of my job is to maintain accurate and complete student records as required by administrative policy.

Context: We use Adobe Acrobat and Microsoft Word.
Records: [grades, attendance, reports]
Rules: [privacy]

Draft templates or entries without names. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Student records

Step 1Pick a real example: the next time you maintain accurate (this week). Leave out names and identifying details.
Step 2Fill in [Records] and [Rules] 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 4.2/5 · core task · O*NET work activity: Maintain student records..

Prepare instructional program objectives, outlines, and lesson plans.

Weekly

AI drafts lesson plans, quizzes and practice scenarios.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 55% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft lesson plans, training outlines, quizzes and practice scenarios in minutes. You shape them around your learners and your standards.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to prepare instructional program objectives, outlines, and lesson plans.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Course or unit: [subject, level]
What learners should be able to do: [rough goals]

Write measurable learning objectives using clear verbs, and an assessment idea for each. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Write learning objectives

Step 1Pick a real example: the next time you prepare instructional program objectives, outlines and lesson plans (this week).
Step 2Fill in [Course or unit] and your rough goals in [What learners should be able to do].
Step 3Share them with learners at the start of the unit.

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

Importance 3.9/5 · core task · O*NET work activity: Develop instructional objectives.. Also involves: Document lesson plans..

Use computers, audio-visual aids, and other equipment and materials to supplement presentations.

Weekly

AI turns complex material into plain-language handouts.

Show prompt & steps

AI is great at turning complicated material into plain-language guides, handouts, FAQs and how-tos for a specific audience. You check it's accurate.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to use computers, audio-visual aids, and other equipment and materials to supplement presentations.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Course: [subject, level]
Platform: [LMS, website]

Plan a module structure, multimedia pieces and accessibility checks. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Online course materials

Step 1Pick a real example: the next time you use computers and audio-visual aids (this week).
Step 2Fill in [Course] and [Platform] with the real details, then run the prompt.
Step 3Check accessibility (captions, alt text) before publishing.

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

Importance 3.5/5 · core task · O*NET work activity: Create technology-based learning materials..

Schedule class times to ensure maximum attendance.

Weekly

AI drafts the plan, schedule or checklist for you to adjust.

Show prompt & steps

Describe the goal, the people and the constraints, and AI drafts the plan, schedule or checklist. You adjust it to what you know about real life on the ground.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to schedule class times to ensure maximum attendance.

Context: We use Google Classroom and Microsoft Excel; the work draws on education and training and customer and personal service.
Program: [courses, guest lectures]
Constraints: [rooms, learner availability]

Draft a schedule maximizing attendance. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Course scheduling

Step 1Pick a real example: the next time you schedule class times (this week).
Step 2Fill in [Program] and [Constraints] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.6/5 · O*NET work activity: Schedule instructional activities..

AI can help you prep these 17

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

Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.

Several times a day

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 self-enrichment teacher. Part of my job is to instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Topic: [describe]
Learners: [describe]

Plan a lesson mixing lecture, demonstration, practice and discussion. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Mix of teaching methods

Step 1Pick a real example: the next time you instruct students individually. Leave out names and identifying details.
Step 2Fill in [Topic] and [Learners] 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 that every procedure in the material matches your workplace's actual standards.

Importance 4.5/5 · core task · O*NET work activity: Apply multiple teaching methods..

Adapt teaching methods and instructional materials to meet students' varying needs and interests.

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 self-enrichment teacher. Part of my job is to adapt teaching methods and instructional materials to meet students' varying needs and interests.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Lesson: [topic]
Learner needs: [general description, no names]

Suggest adaptations: different entry points, supports, extensions and checks for understanding. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Adapt the lesson

Step 1Pick a real example: the next time you adapt teaching methods and instructional materials (today). Leave out names and identifying details.
Step 2Fill in [Lesson] and [Learner needs] with the real details, then run the prompt.
Step 3Try one adaptation and note how learners respond.

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

Importance 4.4/5 · core task · O*NET work activity: Modify teaching methods or materials to accommodate student needs..

Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.

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 self-enrichment teacher. Part of my job is to observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.

Context: We use Educational software and Schoology; the work draws on education and training and customer and personal service.
Learners: [class, patients, trainees]
Evidence: [paste test results, observations, notes, anonymized]

Identify learning needs by topic and learner group, suggest supports, and a plan to check progress.

10-minute exercise: Learning needs assessment

Step 1Pick a real example: the next time you observe students (today). Leave out names and identifying details.
Step 2Fill in [Learners] and [Evidence] with the real details, then run the prompt.
Step 3Pick one need and plan a short lesson for it.

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

Importance 4.3/5 · core task · O*NET work activity: Assess educational needs of students..

Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.

Weekly

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 self-enrichment teacher. Part of my job is to plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.

Context: We use Educational software and Schoology; the work draws on education and training and customer and personal service.
Learners: [age, level]
Topic and time: [subject, sessions]

Plan activities with objectives, materials, timing and differentiation. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Plan a unit or activity

Step 1Pick a real example: the next time you plan and conduct activities for a balanced program of instruction (this week). Leave out names and identifying details.
Step 2Fill in [Learners] and [Topic and time] with the real details, then run the prompt.
Step 3Teach one activity and note what worked.

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

Importance 3.6/5 · core task · O*NET work activity: Plan educational activities..

Assign and grade class work and homework.

Daily

AI lays out options and timelines to react to.

Show prompt & steps

AI can lay out options, timelines and checklists to react to. Fitting it to your people, budget and situation is your call.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to assign and grade class work and homework.

Context: We use Google Classroom and Microsoft Excel; the work draws on education and training and customer and personal service.
Class: [grade, subject]
Unit and time: [topic, weeks]

Plan assignments with purpose, time needed, due dates and how each will be checked. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Classwork and homework plan

Step 1Pick a real example: the next time you assign and grade class work and homework (today).
Step 2Fill in [Class] and [Unit and time] with the real details, then run the prompt.
Step 3Make sure the total homework load is reasonable for the grade.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 4.1/5 · O*NET work activity: Assign class work to students.. Also involves: Evaluate student work..

Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.

Monthly

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 self-enrichment teacher. Part of my job is to review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.

Context: We use Microsoft Excel and Hypertext markup language HTML; the work draws on education and training and customer and personal service.
Course: [subject, level]
Evidence: [paste grades, evaluations, completion rates, feedback]

Identify topics students struggle with, what's working, and 3 concrete revisions to content or methods. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Course or curriculum review

Step 1Gather last term's results and feedback for one course. Leave out names and identifying details.
Step 2Fill in [Course] and [Evidence] with the real details, then run the prompt.
Step 3Make one revision before next term and note how you'll measure it.

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

Importance 3.7/5 · core task · O*NET work activity: Evaluate effectiveness of educational programs..

Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.

Weekly

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 self-enrichment teacher. Part of my job is to prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.

Context: We use Educational software and Schoology; the work draws on education and training and customer and personal service.
Course and unit: [subject, level]
Outcomes to test: [what learners should know or do]

Draft a short assessment: mixed question types, an answer key, a marking rubric, and how results map to outcomes.

10-minute exercise: Assessment design

Step 1Pick a real example: the next time you prepare and administer written, oral and performance tests (this week).
Step 2Fill in [Course and unit] and [Outcomes to test] with the real details, then run the prompt.
Step 3Check every answer in the key and cut any question you wouldn't ask.

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

Importance 4.1/5 · core task · O*NET work activity: Administer tests to assess educational needs or progress.. Also involves: Prepare tests.; Evaluate student work..

Conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.

Weekly

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 self-enrichment teacher. Part of my job is to conduct classes, workshops, and demonstrations, and provide individual instruction to teach topics and skills, such as cooking, dancing, writing, physical fitness, photography, personal finance, and flying.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Skill: [hygiene, healthy eating, recognition skills]
Learners: [age group]

Plan a playful lesson with routines and songs or games. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Life skills lesson

Step 1Pick a real example: the next time you conduct classes, workshops and demonstrations (this week).
Step 2Fill in [Skill] and [Learners] 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 that every procedure in the material matches your workplace's actual standards.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.9/5 · O*NET work activity: Teach life skills..

Meet with other instructors to discuss individual students and their progress.

Weekly

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 self-enrichment teacher. Part of my job is to meet with other instructors to discuss individual students and their progress.

Issue: [describe without names]
What I need: [decision, help, awareness]

Draft a short message or talking points: the facts, the impact, and my suggested next step.

10-minute exercise: Raise an issue with a supervisor

Step 1Pick a real example: the next time you meet with other instructors to discuss individual students (this week). Leave out names and identifying details.
Step 2Fill in [Issue] and [What I need] with the real details, then run the prompt.
Step 3Stick to facts and bring a suggested solution.

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

Importance 3.6/5 · core task · O*NET work activity: Discuss problems or issues with supervisors..

Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.

Weekly

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 self-enrichment teacher. Part of my job is to confer with other teachers and professionals to plan and schedule lessons promoting learning and development.

Context: We use Educational software and Schoology; the work draws on education and training and customer and personal service.
Topic: [unit, schedule]
Colleagues: [teachers, staff]

Draft a co-planning agenda and lesson outline. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Co-plan lessons

Step 1Pick a real example: the next time you confer with other teachers and professionals to plan (this week).
Step 2Fill in [Topic] and [Colleagues] 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 that every procedure in the material matches your workplace's actual standards.

Importance 3.8/5 · core task · O*NET work activity: Collaborate with other teaching professionals to develop educational programs..

Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.

Monthly

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 self-enrichment teacher. Part of my job is to plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Course: [subject]
Options: [sites, labs, community partners]

Plan the experience: learning goals, logistics, safety, pre-work and a reflection task. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Plan a field trip or hands-on experience

Step 1Pick a real example: the next time you plan and supervise class projects, field trips and visits. Leave out names and identifying details.
Step 2Fill in [Course] and [Options] 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 that every procedure in the material matches your workplace's actual standards.

Importance 3.5/5 · core task · O*NET work activity: Plan experiential learning activities..

Select, order, and issue books, materials, and supplies for courses or projects.

Monthly

AI gets you up to speed; confirm findings with records or people.

Show prompt & steps

AI can get you up to speed fast and suggest where to look, but you need to confirm findings against real sources, records or people.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to select, order, and issue books, materials, and supplies for courses or projects.

Context: We use Nearpod and Educational software; the work draws on education and training and customer and personal service.
Course: [subject, level]
Needs: [textbook, lab equipment, budget, accessibility]

Suggest criteria and candidate materials to evaluate. I'll verify every title exists. Give sources I can check and say clearly when you're unsure.

10-minute exercise: Choose course materials

Step 1Pick a real example: the next time you select, order, and issue books, materials and supplies.
Step 2Fill in [Course] and [Needs] with the real details, then run the prompt.
Step 3Open two of the sources it gives and confirm the key claim before you use it.

AI can invent sources and citations. Open every link and confirm it says what the AI claims.

Importance 3.3/5 · core task · O*NET work activity: Select educational materials or equipment.. Also involves: Distribute instructional or library materials.; Order instructional or library materials or equipment..

Prepare and implement remedial programs for students requiring extra help.

Monthly

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 self-enrichment teacher. Part of my job is to prepare and implement remedial programs for students requiring extra help.

Context: We use Schoology and Educational software; the work draws on education and training and customer and personal service.
Learner needs: [general description, no names]
Goals: [skills to build]

Suggest accommodations, targeted activities and progress checks. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Support plan for a learner

Step 1Pick a real example: the next time you prepare and implement remedial programs for students requiring extra help. Leave out names and identifying details.
Step 2Fill in [Learner needs] and [Goals] with the real details, then run the prompt.
Step 3Align with the student's IEP or support plan.

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

Importance 3.6/5 · O*NET work activity: Develop strategies or programs for students with special needs..

Organize and supervise games and other recreational activities to promote physical, mental, and social development.

Monthly

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 self-enrichment teacher. Part of my job is to organize and supervise games and other recreational activities to promote physical, mental, and social development.

Context: We use Educational software and Schoology; the work draws on education and training and customer and personal service.
Learners: [age, level]
Topic and time: [subject, sessions]

Plan activities with objectives, materials, timing and differentiation. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Plan a unit or activity

Step 1Pick a real example: the next time you organize and supervise games and other recreational activities.
Step 2Fill in [Learners] and [Topic and time] with the real details, then run the prompt.
Step 3Teach one activity and note what worked.

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

Importance 3.3/5 · O*NET work activity: Plan educational activities..

Attend professional meetings, conferences, and workshops to maintain and improve professional competence.

A few times a year

AI explains and quizzes you; confirm against official sources.

Show prompt & steps

AI can explain new developments and quiz you. Confirm what you learn against official sources.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to attend professional meetings, conferences, and workshops to maintain and improve professional competence.

Context: The work draws on education and training and customer and personal service.
Event: [training, conference, professional meeting]
What I want from it: [skills, contacts, answers]

Prepare a primer on the main topics, 5 questions to ask, and a one-page template for notes and actions.

10-minute exercise: Make a meeting or training count

Step 1Pick a real example: the next time you attend professional meetings, conferences and workshops.
Step 2Fill in [Event] and [What I want from it] with the real details, then run the prompt.
Step 3Turn one action into something you do the following week.

AI's knowledge has a cutoff date. For new regulations and standards, always confirm against the official source.

Importance 3.5/5 · core task · O*NET work activity: Attend training sessions or professional meetings to develop or maintain professional knowledge..

Participate in publicity planning and student recruitment.

Monthly

AI preps talking points and practice; the relationship is yours.

Show prompt & steps

AI preps you: talking points, objection handling, tailored outreach and negotiation scenarios. The relationship and reading the room are yours.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to participate in publicity planning and student recruitment.

Context: We use Nearpod and Educational software; the work draws on education and training and customer and personal service.
Program: [describe]
Audience: [students, community]

Draft a recruitment pitch and FAQs. Keep claims honest, list likely objections with responses, and role-play the other side so I can practice.

10-minute exercise: Program recruitment

Step 1Pick a real example: the next time you participate in publicity planning and student recruitment. Leave out names and identifying details.
Step 2Fill in [Program] and [Audience] with the real details, then run the prompt.
Step 3Ask for feedback on your answers and write down your best line for the real conversation.

Make sure every claim AI writes about your product is true and allowed. Over-promising is on you.

Importance 3.2/5 · O*NET work activity: Promote educational institutions or programs..

Write instructional articles on designated subjects.

A few times a year

AI generates options and references; taste and the final call are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 56% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to generate lots of options, references and rough mock-ups fast. The craft, the taste and the final call are what make it yours.

Ready-to-use prompt

I work as a self-enrichment teacher. Part of my job is to write instructional articles on designated subjects.

Context: We use Adobe Photoshop and Corel Paint Shop Pro; the work draws on education and training and customer and personal service.
Topic: [my area of expertise]
Publication and readers: [trade journal, newspaper, brochure]

Give me 10 angles, then outline the best 2 with headings and key points. Give 10 quite different options from safe to bold, then develop the best 2.

10-minute exercise: Article or book idea

Step 1Pick a real example: the next time you write instructional articles.
Step 2Fill in [Topic] and [Publication and readers] with the real details, then run the prompt.
Step 3Write the piece in your own voice and verify every fact.

Check the usage rules for AI images and text in your field, and make sure the final work is original.

Importance 2.4/5 · O*NET work activity: Write articles, books or other original materials in area of expertise..

These stay human 8

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): Contact with others: constant contact with others · Face-to-face discussions: every day · Physical closeness to others: moderately close (at arm's length) · Impact of decisions: important results

Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.

Daily

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 self-enrichment teacher. Part of my job is to prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.

Context: The work draws on education and training and customer and personal service.
Students: [age, situation]
Challenge: [motivation, confidence]

Prepare encouraging feedback phrases and growth-mindset prompts. Then play a discouraged student. 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: Encouraging students

Step 1Pick a real example: the next time you prepare students (today). Leave out names and identifying details.
Step 2Fill in [Students] and [Challenge] with the real details, then run the prompt.
Step 3After the real conversation, write down what worked so you can reuse it.

📊 People already use AI around this task (Anthropic Economic Index, Apr 2026 to May 2026). The task itself stays human-led.

Importance 4.4/5 · core task · O*NET work activity: Encourage students..

Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a self-enrichment teacher. Part of my job is to monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.

Context: The work draws on education and training and customer and personal service.
Situation: [grades, misconduct, attendance, no names]
Goal: [support or discipline outcome]

Help me plan the conversation, the support options, and how to document it. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Student performance follow-up

Step 1Pick a real example: the next time you monitor students' performance (today). Leave out names and identifying details.
Step 2Fill in [Situation] and [Goal] with the real details, then run the prompt.
Step 3Use the plan and record the outcome.

Importance 4.2/5 · core task · O*NET work activity: Monitor student performance..

Prepare materials and classrooms for class activities.

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 self-enrichment teacher. Part of my job is to prepare materials and classrooms for class activities.

Context: The work draws on education and training and customer and personal service.
Activity: [lesson, centres]
Learners: [age, number]

List materials, room layout and set-up order. 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: Classroom set-up

Step 1Pick a real example: the next time you prepare materials and classrooms (today).
Step 2Fill in [Activity] and [Learners] with the real details, then run the prompt.
Step 3Check the room is safe and accessible before learners arrive.

Importance 3.8/5 · core task · O*NET work activity: Set up classroom materials or equipment..

Enforce policies and rules governing students.

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a self-enrichment teacher. Part of my job is to enforce policies and rules governing students.

Context: The work draws on education and training and customer and personal service.
Rule or situation: [behaviour issue, no names]
Policy: [school rule]

Give me calm wording to address it, steps if it continues, and how to stay consistent.

10-minute exercise: Consistent rule enforcement

Step 1Pick a real example: the next time you enforce policies and rules governing students (today). Leave out names and identifying details.
Step 2Fill in [Rule or situation] and [Policy] with the real details, then run the prompt.
Step 3Use it next time and reflect on how it went.

Importance 3.7/5 · core task · O*NET work activity: Enforce rules or policies governing student behavior..

Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.

Weekly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a self-enrichment teacher. Part of my job is to instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.

Context: The work draws on education and training and customer and personal service.
Situation: [grades, misconduct, attendance, no names]
Goal: [support or discipline outcome]

Help me plan the conversation, the support options, and how to document it. Give me the key message in 2 sentences, how people might react, and how to respond to each.

10-minute exercise: Student performance follow-up

Step 1Pick a real example: the next time you instruct and monitor students (this week). Leave out names and identifying details.
Step 2Fill in [Situation] and [Goal] with the real details, then run the prompt.
Step 3Use the plan and record the outcome. 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 3.9/5 · O*NET work activity: Monitor student performance.. Also involves: Teach others to use technology or equipment..

Attend staff meetings and serve on committees, as required.

Monthly

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a self-enrichment teacher. Part of my job is to attend staff meetings and serve on committees, as required.

Context: The work draws on education and training and customer and personal service.
Committee: [board, department, governing body]
Agenda item: [describe]
My view: [what I'll argue for]

Prepare my position in 2 sentences, the strongest counter-arguments, questions to ask, and what I'll vote or decide based on.

10-minute exercise: Committee meeting prep

Step 1Pick a real example: the next time you attend staff meetings.
Step 2Fill in [Committee], [Agenda item] and [My view] with the real details, then run the prompt.
Step 3Read the papers yourself before the meeting.

Importance 3.4/5 · core task · O*NET work activity: Serve on institutional or departmental committees..

Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.

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 self-enrichment teacher. Part of my job is to meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.

Context: The work draws on education and training and customer and personal service.
Student progress: [strengths, concerns; no names]
Goals: [what you want to agree]

Prepare an agenda, examples, questions and a shared plan. Then play the parent. 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: Parent-teacher conference

Step 1Pick a real example: the next time you meet with parents and guardians.
Step 2Fill in [Student progress] and [Goals] with the real details, then run the prompt.
Step 3Send a short summary of agreed actions afterward.

Importance 3.7/5 · O*NET work activity: Discuss student progress with parents or guardians..

Observe and evaluate the performance of other instructors.

Weekly

Your accountable call. Use AI as a sounding board beforehand.

Show prep prompt & steps

Where AI still helps: Use AI as a sounding board before you decide. Ask it to argue the other side, list what you might be overlooking, or organize the evidence.

Prep prompt

I work as a self-enrichment teacher. Part of my job is to observe and evaluate the performance of other instructors.

Context: The work draws on education and training and customer and personal service.
Evidence: [observations, student evaluations, research, service, no names]
Criteria: [your institution's standards]

Organize the evidence against each criterion, note strengths and growth areas, and suggest discussion questions. I make the judgment.

10-minute exercise: Prepare a faculty evaluation

Step 1Pick a real example: the next time you observe and evaluate the performance of other instructors (this week).
Step 2Fill in [Evidence] and [Criteria] with the real details, then run the prompt.
Step 3Write the judgment yourself and use the questions in the meeting.

Importance 3.5/5 · O*NET work activity: Evaluate performance of educational staff..

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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.

  • Persuasionimportance 2.6/5
    Used in: Developing and Building Teams

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.

  • Critical Thinkingimportance 3.1/5
    Used in: Thinking Creatively
  • Writingimportance 3.0/5
    Used in: Documenting/Recording Information
  • Monitoringimportance 3.1/5
    Used in: Judging the Qualities of Objects, Services, or People
  • Reading Comprehensionimportance 3.1/5
    Used in: Judging the Qualities of Objects, Services, or People

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.

Getting into this job

Master's degree is most common (35% of workers)

  • High school or less 14%
  • Certificate or some college 19%
  • Associate's 14%
  • Bachelor's 19%
  • Graduate degree 35%
  • On-the-job training: 3–6 months
  • Related experience: 1–2 years

What workers in this job report, from O*NET surveys (typical values). Some of these estimates are lower precision.

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.

Adobe AcrobatAdobe PhotoshopHypertext markup language HTMLMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointMicrosoft Word