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The AI Resilience Report helps you understand how AI is likely to impact your current or future career. Drawing on data from over 1,500 occupations, it provides a clear snapshot to support informed career decisions.
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The AI Resilience Report is a project from CareerVillage®, a registered 501(c)(3) nonprofit.
Last Update: 4/23/2026
Your role’s AI Resilience Score is
Median Score
Meaningful human contribution
Measures the parts of the occupation that still require a human touch. This score averages data from up to four AI exposure datasets, focusing on the role’s resilience against automation.
High
Long-term employer demand
Predicts the health of the job market for this role through 2034. Using Bureau of Labor Statistics data, it balances projected annual job openings (60%) with overall employment growth (40%).
Med
Sustained economic opportunity
Measures future earning potential and career flexibility. This score is a blend of total projected labor income (67%) and the role’s inherent ability to adapt to economic and technological shifts (33%).
Med
This reflects the reliability of your score based on the number of data sources available for this career and how closely those sources agree on the outlook. A higher confidence means more consistent evidence from labor experts and AI models.
Most data sources align, with only minor variation. This is a well-supported result.
Contributing sources
Postsecondary Teachers, All Other are somewhat more resilient to AI impacts than most occupations, according to our analysis of 5 sources.
This career is labeled as "Mostly Resilient" because, while AI can help with tasks like grading simple quizzes and creating draft materials, the essential human skills of postsecondary teachers—such as explaining complex ideas, guiding discussions, and understanding students' unique needs—are irreplaceable. AI tools can handle some repetitive work, making teaching more efficient, but they cannot fully replicate the connection and inspiration that human instructors provide.
Read full analysisLearn more about how you can thrive in this position
Learn more about how you can thrive in this position
This role is mostly resilient
This career is labeled as "Mostly Resilient" because, while AI can help with tasks like grading simple quizzes and creating draft materials, the essential human skills of postsecondary teachers—such as explaining complex ideas, guiding discussions, and understanding students' unique needs—are irreplaceable. AI tools can handle some repetitive work, making teaching more efficient, but they cannot fully replicate the connection and inspiration that human instructors provide.
Read full analysisAnalysis of Current AI Resilience
Postsecondary Teachers
Updated Quarterly • Last Update: 5/14/2026

For "all other" postsecondary teachers — instructors who teach niche or interdisciplinary subjects — AI is mostly showing up as an augmentation tool rather than a replacement. The biggest survey of college AI use to date, conducted across the 23-campus California State University system, found that the vast majority of respondents (95 percent) have used at least one of the 21 AI tools listed in the survey, and over half (55 percent) of faculty are using AI to develop course materials, while 69 percent provide students with guidance for using it effectively and responsibly. Professors are leaning on tools like ChatGPT, Microsoft Copilot, and Grammarly to draft lesson plans, build quizzes, give feedback on drafts, and explain tough concepts in plain language — work that lines up closely with what this career involves.
A nationwide AAC&U and Elon University survey [1] covered by Inside Higher Ed [2] found that most professors—86 percent—said that the impact of AI on teachers will be "significant and transformative or at least noticeable", but the core human work — mentoring students, leading discussions, and judging deep understanding — still belongs to people.

Adoption is moving fast in some places and slowly in others. Cheap, ready-made tools (a single $17 million CSU-OpenAI deal [2] covers 460,000 students) make AI far cheaper than hiring more staff, which pushes adoption forward. But several brakes exist.
According to a 2026 Inside Higher Ed/Hanover CTO survey [2], half of chief technology officers say the return on investment is either unclear or fell below their expectations. Faculty culture is cautious too: about 68 percent of faculty said their institutions have not prepared faculty to use AI in teaching, student mentorship and scholarship. Most of their recent graduates are underprepared, too.
The American Association of University Professors [3] is also pushing back, with a 2025 report finding (per coverage in Insight Into Academia [4]) that 71% of respondents said decisions about AI and educational technology were made solely by administrators, with little or no involvement from faculty, staff, or students. The Chronicle of Higher Education [5] likewise reports faculty feeling overwhelmed and conflicted. Finally, the U.S. Bureau of Labor Statistics' Monthly Labor Review [6] still projects steady demand for postsecondary teachers through 2034 — a hopeful sign that uniquely human skills like mentorship, ethics, and creative thinking remain irreplaceable.

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They teach college students about specific subjects that aren't covered by regular departments, creating lessons and helping students understand complex topics.
Median Wage
$78,490
Jobs (2024)
183,400
Growth (2024-34)
+1.8%
Annual Openings
13,500
Education
Doctoral or professional degree
Experience
None
Source: Bureau of Labor Statistics, Employment Projections 2024-2034

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The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
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