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Education & Training

Atmospheric, Earth, Marine, and Space Sciences Teachers, Postsecondary

43.8%Moderate Risk

Summary

This role faces moderate risk as AI automates administrative tasks like grading, syllabus drafting, and bibliography generation. While AI accelerates data analysis and grant writing, it cannot replace the hands-on supervision of field work, complex student mentorship, or the facilitation of live classroom discussions. The profession will shift from content delivery toward high-level research design and personalized student guidance.

Scored by Gemini 3.1 Pro·How does scoring work?

The AI Jury

ClaudeFair

The Diplomat

Administrative tasks are genuinely automatable, but the core of this job, original research and nuanced scientific mentorship, remains deeply human and anchors the risk appropriately.

41%
GrokToo Low

The Chaos Agent

AI's devouring grading drudgery and syllabus slop; even research rigor crumbles fast for these profs.

62%
DeepSeekToo High

The Contrarian

Automation overlooks academic prestige economics; universities will preserve human professors as status symbols even as chatbots handle grading and paperwork.

35%
ChatGPTToo High

The Optimist

AI can help with grading and prep, but science professors are still mentors, field guides, and research leaders. The human core of this job is sturdier than the score suggests.

37%

Task-by-Task Breakdown

Maintain student attendance records, grades, and other required records.
95

Learning management systems and basic automation tools already handle the tracking and calculation of attendance and grades with minimal human input.

Compile bibliographies of specialized materials for outside reading assignments.
95

AI-powered academic search engines and LLMs can instantly generate highly relevant, specialized bibliographies based on specific course topics.

Prepare course materials, such as syllabi, homework assignments, and handouts.
85

Generative AI excels at drafting structured educational materials like syllabi and handouts based on a set of learning objectives.

Compile, administer, and grade examinations, or assign this work to others.
80

AI tools can easily generate exam questions from course materials and automatically grade structured responses, leaving only complex essay grading for human review.

Evaluate and grade students' class work, assignments, and papers.
75

LLMs are highly capable of assessing student work against rubrics and providing feedback, though human oversight is needed for complex or nuanced graduate-level assignments.

Select and obtain materials and supplies, such as textbooks and laboratory equipment.
65

AI can recommend textbooks and streamline procurement workflows, though final selection and budget approval require human oversight.

Plan, evaluate, and revise curricula, course content, and course materials and methods of instruction.
60

AI can draft syllabi and suggest content updates, but professors must use pedagogical judgment to align curricula with institutional goals and student needs.

Write grant proposals to procure external research funding.
60

AI tools are highly effective at drafting and formatting grant proposals, though the core scientific vision and strategic alignment still require human direction.

Participate in student recruitment, registration, and placement activities.
50

AI can optimize registration logistics and match students to placements, but recruiting top students relies heavily on human relationship-building and persuasion.

Prepare and deliver lectures to undergraduate or graduate students on topics such as structural geology, micrometeorology, and atmospheric thermodynamics.
45

While AI can generate lecture notes and slides, delivering engaging presentations and adapting to student comprehension in real-time remains a deeply human skill.

Purchase and maintain equipment to support research projects.
45

While procurement processes can be automated, physically maintaining and calibrating specialized scientific equipment requires hands-on technical expertise.

Review papers or serve on editorial boards for scientific journals, and review grant proposals for federal agencies.
45

AI can assist by checking methodology and summarizing findings, but evaluating the true novelty and scientific merit of peer research remains a human responsibility.

Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.
40

AI can rapidly summarize new scientific literature, but building professional networks and engaging in peer discussions at conferences remains a human endeavor.

Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.
40

AI significantly accelerates data analysis and manuscript drafting, but formulating novel hypotheses and designing experiments require human scientific creativity.

Maintain regularly scheduled office hours to advise and assist students.
35

While AI tutors can answer routine subject-matter questions, office hours heavily involve personalized mentoring, empathy, and complex academic troubleshooting.

Provide professional consulting services to government or industry.
35

Consulting requires building trust with clients, navigating unstructured real-world problems, and providing expert judgment that goes beyond retrieving information.

Advise students on academic and vocational curricula and on career issues.
30

Career and academic advising requires deep empathy, understanding of a student's personal context, and nuanced judgment that AI lacks.

Answer questions from the public and media.
30

While AI can draft talking points, acting as a credible scientific expert in live media interviews requires human authority, trust, and real-time adaptability.

Supervise undergraduate or graduate teaching, internship, and research work.
25

Supervising student researchers involves long-term mentorship, career guidance, and nuanced feedback on novel scientific work that AI cannot provide.

Initiate, facilitate, and moderate classroom discussions.
20

Moderating live discussions requires emotional intelligence, real-time synthesis of student inputs, and the ability to foster a safe, engaging interpersonal environment.

Perform administrative duties, such as serving as department head.
20

Departmental leadership involves managing personnel, resolving conflicts, and strategic planning, which are deeply human interpersonal skills.

Collaborate with colleagues to address teaching and research issues.
15

Collaborative problem-solving among faculty involves interpersonal dynamics, negotiation, and creative brainstorming that require human interaction.

Act as advisers to student organizations.
15

Advising student groups is a mentorship role focused on fostering leadership and community, requiring emotional intelligence and social presence.

Supervise laboratory work and field work.
10

Overseeing physical labs and outdoor field work requires real-time physical presence, safety monitoring, and hands-on guidance that AI and robotics cannot replicate.

Serve on academic or administrative committees that deal with institutional policies, departmental matters, and academic issues.
10

Committee work involves institutional politics, complex negotiations, and strategic decision-making that rely entirely on human judgment and consensus-building.

Participate in campus and community events.
0

Attending events is fundamentally about physical presence, community building, and human networking.