CLOSE
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.
Navigate your career with your free AI Career Coach. Research-backed, designed with career experts.
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.
Med
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%).
High
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%).
High
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.
This result is backed by strong agreement across multiple data sources.
Contributing sources
General and Operations Managers are more resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career is labeled as "Resilient" because, while AI tools can help with routine tasks like scheduling and data analysis, the critical elements of a manager's role—such as directing teams, making strategic decisions, and being creative—rely heavily on human judgment and creativity. These tasks require skills that AI can't replicate, like understanding people and making complex decisions.
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 resilient
This career is labeled as "Resilient" because, while AI tools can help with routine tasks like scheduling and data analysis, the critical elements of a manager's role—such as directing teams, making strategic decisions, and being creative—rely heavily on human judgment and creativity. These tasks require skills that AI can't replicate, like understanding people and making complex decisions.
Read full analysisAnalysis of Current AI Resilience
General Ops Managers
Updated Quarterly • Last Update: 2/17/2026

General and operations managers do many tasks, and some of these are now partly aided by technology. For example, AI-driven scheduling tools are emerging: a recent report notes that smart scheduling software can “generate schedules at the right times” much faster than manual methods [1]. Similarly, supply-chain and procurement systems are starting to use AI: Gartner predicts that soon half of supply-chain solutions will use “intelligent agents” to order or monitor stock automatically [2] [2].
Many companies also use data-analysis and business-intelligence software (often AI-powered) to scan financial and sales reports and find trends quickly. One Harvard Business Review analysis notes that newer AI methods can cut decision-making time “from days to minutes” by giving better data insights [3]. Still, the most human parts of management are not fully automated.
Tasks like directing teams, setting strategy, designing promotions, or hiring people need judgment and creativity. These complex duties remain mostly in human hands [4] [2].

Whether managers actually get AI help depends on many factors. On the plus side, useful AI tools already exist for routine tasks (like scheduling and data review) and are becoming cheaper to use. For instance, the spread of cloud computing has “reduced the cost of deploying end-to-end, AI-driven solutions” for things like workforce scheduling [1].
Experts say that as a result, more firms are trying these tools to boost efficiency and profits [2] [1]. However, adoption can be slow. Small to mid-size businesses may find the upfront cost and complexity high compared to just using people or simpler software.
And managers worry about trust and fairness: using AI for hiring or evaluations raises questions about bias and control. In practice, companies tend to adopt AI quickly where it clearly saves time or money, but they keep humans in charge of the people-focused, creative side of operations [2] [1].

Help us improve this report.
Tell us if this analysis feels accurate or we missed something.
Share your feedback
Navigate your career with COACH, your free AI Career Coach. Research-backed, designed with career experts.
They ensure a business runs smoothly by planning, organizing, and overseeing daily operations to meet goals and solve problems.
Median Wage
$102,950
Jobs (2024)
3,712,900
Growth (2024-34)
+4.4%
Annual Openings
308,700
Education
Bachelor's degree
Experience
5 years or more
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Perform personnel functions such as selection, training, or evaluation.
Establish or implement departmental policies, goals, objectives, or procedures in conjunction with board members, organization officials, or staff members.
Direct and coordinate activities of businesses or departments concerned with the production, pricing, sales, or distribution of products.
Plan or direct activities such as sales promotions that require coordination with other department managers.
Recommend locations for new facilities or oversee the remodeling or renovating of current facilities.
Perform sales floor work, such as greeting or assisting customers, stocking shelves, or taking inventory.
Direct administrative activities directly related to making products or providing services.
Tasks are ranked by their AI resilience, with the most resilient tasks shown first. Core tasks are essential functions of this occupation, while supplemental tasks provide additional context.

© 2026 CareerVillage.org. All rights reserved.
The AI Resilience Report is a project from CareerVillage.org®, a registered 501(c)(3) nonprofit.
Built with ❤️ by Sandbox Web
The AI Resilience Report is governed by CareerVillage.org’s Privacy Policy and Terms of Service. This site is not affiliated with Anthropic, Microsoft, or any other data provider and doesn't necessarily represent their viewpoints. This site is being actively updated, and may sometimes contain errors or require improvement in wording or data. To report an error or request a change, please contact air@careervillage.org.