Develop instructional material, coordinate educational content, and incorporate current technology into instruction in order to provide guidelines to educators and instructors for developing curricula and conducting courses. May train and coach teachers. Includes educational consultants and specialists, and instructional material directors.
Time card
| Mine | Task, by time spent | Human | With AI | AI | Robot |
|---|---|---|---|---|---|
Develop instructional materials, such as lesson plans, handouts, or examinations.51m a shift · Observed in AI useTypical AI request: about 9h 14m alone, 30m 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 | |||||
Plan and conduct teacher training programs and conferences dealing with new classroom procedures, instructional materials and equipment, and teaching aids.38m 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 | |||||
Advise teaching and administrative staff in curriculum development, use of materials and equipment, and implementation of state and federal programs and procedures.38m 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 work of teaching staff to evaluate performance and to recommend changes that could strengthen teaching skills.26m 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 | |||||
Conduct or participate in workshops, committees, and conferences designed to promote the intellectual, social, and physical welfare of students.26m 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 | |||||
Research, evaluate, and prepare recommendations on curricula, instructional methods, and materials for school systems.26m a shift · Observed in AI useTypical AI request: about 8h 10m 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 | |||||
Analyze performance data to determine effectiveness of instructional systems, courses, or instructional materials.19m a shift · Observed in AI useTypical AI request: about 4h 23m alone, 31m 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 | |||||
Design instructional aids for stand-alone or instructor-led classroom or online use.19m a shift · Observed in AI useTypical AI request: about 9h 7m alone, 24m 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 | |||||
Edit instructional materials, such as books, simulation exercises, lesson plans, instructor guides, and tests.19m a shift · Observed in AI useTypical AI request: about 3h 41m alone, 16m 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 | |||||
Interview subject-matter experts or conduct other research to develop instructional content.19m 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 | |||||
Advise and teach students.13m a shift · Observed in AI useTypical AI request: about 4h 5m alone, 58m with AIWhy this label?Marked With AI because people regularly use AI to help with this task in real conversations (Anthropic Economic Index, 2025 usage), but AI doesn't usually finish it alone. How labels work | |||||
Prepare grant proposals, budgets, and program policies and goals or assist in their preparation.13m 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 | |||||
Adapt instructional content or delivery methods for different levels or types of learners.13m 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 | |||||
Assess effectiveness and efficiency of instruction according to ease of instructional technology use and student learning, knowledge transfer, and satisfaction.13m 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 | |||||
Conduct needs assessments and strategic learning assessments to develop the basis for curriculum development or to update curricula.13m 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 | |||||
Define instructional, learning, or performance objectives.13m 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 | |||||
Design learning products, including Web-based aids or electronic performance support systems.13m a shift · Observed in AI useTypical AI request: about 10h 53m alone, 16m 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 | |||||
Present and make recommendations regarding course design, technology, and instruction delivery options.13m 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 | |||||
Recommend changes to curricula or delivery methods, based on information such as instructional effectiveness data, current or future performance requirements, feasibility, and costs.13m 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 | |||||
Research and evaluate emerging instructional technologies or methods.13m 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 instructors to use instructional technology or to integrate technology with teaching.13m 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 | |||||
Interpret and enforce provisions of state education codes and rules and regulations of state education boards.6m 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 | |||||
Recommend, order, or authorize purchase of instructional materials, supplies, equipment, and visual aids designed to meet student educational needs and district standards.6m 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 | |||||
Update the content of educational programs to ensure that students are being trained with equipment and processes that are technologically current.6m 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 | |||||
Address public audiences to explain program objectives and to elicit support.6m 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 or approve manuals, guidelines, and reports on state educational policies and practices for distribution to school districts.6m 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 | |||||
Coordinate activities of workers engaged in cataloging, distributing, and maintaining educational materials and equipment in curriculum libraries and laboratories.6m 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 | |||||
Develop master course documentation or manuals according to applicable accreditation, certification, or other requirements.6m 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 | |||||
Develop measurement tools to evaluate the effectiveness of instruction or training interventions.6m a shift · Observed in AI useTypical AI request: about 6h 14m alone, 33m 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 | |||||
Provide analytical support for the design and development of training curricula, learning strategies, educational policies, or courseware standards.6m 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 |
