Teach academic, social, and life skills to middle school students with learning, emotional, or physical disabilities. Includes teachers who specialize and work with students who are blind or have visual impairments; students who are deaf or have hearing impairments; and students with intellectual disabilities.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.48m 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 | |||||
Develop or write Individualized Education Programs (IEPs) for students.32m 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 | |||||
Modify the general education curriculum for students with disabilities, based upon a variety of instructional techniques and instructional technology.32m 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, and prepare reports on children and activities, as required by laws, district policies, and administrative regulations.27m 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 and enforce rules for behavior and policies and procedures to maintain order among students.21m 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 | |||||
Employ special educational strategies and techniques during instruction to improve the development of sensory- and perceptual-motor skills, language, cognition, and memory.21m 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 students' performance, behavior, social development, and physical health.21m 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 | |||||
Plan and conduct activities for a balanced program of instruction, demonstration, and work time that provides students with opportunities to observe, question, and investigate.21m 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 | |||||
Develop and implement strategies to meet the needs of students with a variety of handicapping conditions.16m 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 materials and classrooms for class activities.16m 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 middle school special education teachers. How labels work | |||||
Confer with parents or guardians, other teachers, counselors, and administrators to resolve students' behavioral and academic problems.16m 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 parents, administrators, testing specialists, social workers, and professionals to develop individual educational plans (IEPs) for students' educational, physical, and social development.16m 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 | |||||
Teach socially acceptable behavior, employing techniques such as behavior modification and positive reinforcement.16m 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 | |||||
Collaborate with other teachers that provide instruction to special education students to ensure that the students receive appropriate support.16m 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, administer, and grade tests and assignments to evaluate students' progress.16m a shift · Observed in AI useTypical AI request: about 6h 19m alone, 51m 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 | |||||
Guide and counsel students with adjustments, academic problems, or special academic interests.11m 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 | |||||
Teach students personal development skills, such as goal setting, independence, and self-advocacy.11m 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 | |||||
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.11m 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 | |||||
Attend staff meetings and serve on committees, as required.11m 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 students in daily living skills required for independent maintenance and self-sufficiency, such as hygiene, safety, and food preparation.5m 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 | |||||
Coordinate placement of students with special needs into mainstream classes.5m 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.5m 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 teachers and teacher assistants to ensure that they adhere to inclusive special education program requirements.5m 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 | |||||
Meet with parents and guardians to discuss their children's progress and to determine priorities for their children and their resource needs.5m 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 injuries and damage.5m 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 | |||||
Confer with other staff members to plan and schedule lessons promoting learning, following approved curricula.5m 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 objectives and outlines for courses of study, following curriculum guidelines or requirements of states and schools.5m a shift · Observed in AI useTypical AI request: about 3h 59m alone, 38m 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 | |||||
Administer standardized ability and achievement tests, and interpret results to determine students' strengths and needs.5m 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 for assigned classes, and show written evidence of preparation upon request of immediate supervisors.5m 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 | |||||
Provide additional instruction in vocational areas.5m a shift · Observed in AI useTypical AI request: about 3h 23m alone, 46m 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 | |||||
Organize and label materials and display students' work.5m 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 | |||||
Attend professional meetings, educational conferences, and teacher training workshops to maintain and improve professional competence.5m 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, or other experiential activities, and guide students in learning from those activities.5m 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 | |||||
Perform administrative duties, such as school library assistance, hall and cafeteria monitoring, and bus loading and unloading.5m 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 | |||||
Provide assistive devices, supportive technology, and assistance accessing facilities, such as restrooms.5m 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 | |||||
Supervise, evaluate, and plan assignments for teacher assistants and volunteers.5m 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.5m 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 | |||||
Select, store, order, issue, and inventory classroom equipment, materials, and supplies.5m 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 middle school special education teachers. How labels work | |||||
Meet with parents and guardians to provide guidance in using community resources and to teach skills for dealing with students' impairments.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 | |||||
Visit schools to tutor students with sensory impairments and to consult with teachers regarding students' special needs.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 |
