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.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Instruct students individually and in groups, using various teaching methods, such as lectures, discussions, and demonstrations.1h 58m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels 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.59m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Prepare instructional program objectives, outlines, and lesson plans.25m a shift · Observed in AI useTypical AI request: about 6h 1m alone, 29m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Prepare materials and classrooms for class activities.25m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for self-enrichment teachers. How labels work | |||||
Adapt teaching methods and instructional materials to meet students' varying needs and interests.17m a shift · Observed in AI useWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Prepare students for further development by encouraging them to explore learning opportunities and to persevere with challenging tasks.17m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Maintain accurate and complete student records as required by administrative policy.17m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Monitor students' performance to make suggestions for improvement and to ensure that they satisfy course standards, training requirements, and objectives.17m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.17m a shift · Observed in AI useTypical AI request: about 3h 58m alone, 35m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.17m a shift · Observed in AI useTypical AI request: about 8h 11m alone, 28m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Observe students to determine qualifications, limitations, abilities, interests, and other individual characteristics.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Prepare and administer written, oral, and performance tests, and issue grades in accordance with performance.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Establish clear objectives for all lessons, units, and projects and communicate those objectives to students.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Confer with other teachers and professionals to plan and schedule lessons promoting learning and development.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Enforce policies and rules governing students.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Review instructional content, methods, and student evaluations to assess strengths and weaknesses, and to develop recommendations for course revision, development, or elimination.8m a shift · Observed in AI useTypical AI request: about 4h 43m alone, 36m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work | |||||
Meet with other instructors to discuss individual students and their progress.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Attend professional meetings, conferences, and workshops to maintain and improve professional competence.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Plan and supervise class projects, field trips, visits by guest speakers, contests, or other experiential activities, and guide students in learning from those activities.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Attend staff meetings and serve on committees, as required.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Select, order, and issue books, materials, and supplies for courses or projects.8m a shift · Robots only in factory cellsWhy this label?Robots have done this only in factory setups built around the machine, so it stays Human for self-enrichment teachers. How labels work | |||||
Assign and grade class work and homework.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Instruct and monitor students in the use and care of equipment and materials to prevent injury and damage.8m a shift · No AI or robot evidence foundWhy this label?This is physical work, and no robot has been shown doing it yet. How labels work | |||||
Meet with parents and guardians to discuss their children's progress and to determine their priorities for their children.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Schedule class times to ensure maximum attendance.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Prepare and implement remedial programs for students requiring extra help.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Organize and supervise games and other recreational activities to promote physical, mental, and social development.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Participate in publicity planning and student recruitment.8m a shift · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Observe and evaluate the performance of other instructors.time not estimated · No AI or robot evidence foundWhy this label?No AI use or robot deployment showed up for this task in our data. That isn't proof it's safe; it may just be rare in the data. How labels work | |||||
Write instructional articles on designated subjects.time not estimated · Observed in AI useTypical AI request: about 6h 53m alone, 28m with AIWhy this label?Marked AI because this task shows up regularly in real AI conversations (Anthropic Economic Index, 2025 usage), and in most of them AI does the task on its own rather than helping a person. Many workplaces may not use AI for it at all. How labels work |
