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: 5/19/2026
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%).
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.
This result is backed by strong agreement across multiple data sources.
Contributing sources
Compensation, Benefits, and Job Analysis Specialists are somewhat more resilient to AI impacts than most occupations, according to our analysis of 7 sources.
This career is labeled "Mostly Resilient" because while AI is taking over the routine, time-consuming tasks — like crunching numbers, running pay-equity reports, and benchmarking salaries — the most important parts of the job still require a human touch. Pay is deeply personal, and employees, managers, and executives need someone they can trust to advise them, explain complex decisions, and navigate tricky legal and ethical questions that AI simply can't handle on its own.
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 "Mostly Resilient" because while AI is taking over the routine, time-consuming tasks — like crunching numbers, running pay-equity reports, and benchmarking salaries — the most important parts of the job still require a human touch. Pay is deeply personal, and employees, managers, and executives need someone they can trust to advise them, explain complex decisions, and navigate tricky legal and ethical questions that AI simply can't handle on its own.
Read full analysisAnalysis of Current AI Resilience
Comp, Benefits & Job Spec.
Updated Quarterly • Last Update: 5/14/2026

The good news is that AI is mostly working alongside compensation and benefits specialists, not replacing them. SHRM surveyed 1,908 HR professionals in December 2025 and found that 39% of organizations currently have AI adopted in their HR functions and 7% intend to launch AI this year, with AI applications concentrated in "transactional, process-driven tasks" [1] like the routine reports and data crunching that fill up a comp analyst's day. Modern HR platforms now use payroll systems that conduct compensation analyses and talent management systems that produce skills gap analyses [1] automatically, freeing specialists to focus on judgment-heavy work.
A Deloitte leader interviewed at HR Transform 2026 said total rewards professionals can now "spend more time with recruiters negotiating offers or business leaders allocating budgets" [2] instead of building spreadsheets. The U.S. Bureau of Labor Statistics has begun incorporating AI impacts into employment projections for occupations highly exposed to automation [3], and entry-level administrative roles are feeling pressure — Ravio found that 50% of Reward leaders explicitly cited AI automation as the reason for deprioritising administrative roles [4] in 2025.

Adoption is moving fast for tools that automate benchmarking, pay-equity checks, and merit-cycle paperwork because they save real money. Gartner's HR practice director said disruptions due to AI will shift organizations' talent focus from role-based to skills-based rewards, and WorldatWork reports that AI is now a top influence shaping compensation programs in 2026 [5]. But adoption also has real brakes.
SHRM found that even if technical barriers disappeared, 72% of HR professionals said nontechnical barriers — including HR customers' preference for human interaction (87%) and legal or regulatory barriers (57%) — would prevent full automation [1]. Pay is deeply personal, so trust, fairness, and compliance matter enormously: a Deloitte expert warned that with compensation, getting it wrong "introduces compliance risks and erodes trust" [2]. The bottom line for young people thinking about this career: routine reporting and number-crunching tasks are being automated, but the human skills that matter most — advising employees, interpreting laws, resolving complaints, and designing fair pay strategies — are exactly the skills SHRM data shows companies still want humans to handle.
SHRM found that AI's organizational impact is 5.7 times more likely to shift job responsibilities and three times more likely to create new roles than to displace jobs, so building strong analytical and people skills is a smart bet.

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 help companies create fair pay, benefits, and job roles by studying job duties and comparing salaries to ensure employees are treated well.
Median Wage
$77,020
Jobs (2024)
107,000
Growth (2024-34)
+5.3%
Annual Openings
8,500
Education
Bachelor's degree
Experience
Less than 5 years
Source: Bureau of Labor Statistics, Employment Projections 2024-2034
AI-generated estimates of task resilience over the next 3 years
Develop, implement, administer and evaluate personnel and labor relations programs, including performance appraisal, affirmative action and employment equity programs.
Speak at conferences and events to promote apprenticeships and related training programs.
Work with the Department of Labor and promote its use with employers.
Administer employee insurance, pension and savings plans, working with insurance brokers and plan carriers.
Research employee benefit and health and safety practices and recommend changes or modifications to existing policies.
Provide advice on the resolution of classification and salary complaints.
Plan, develop, evaluate, improve, and communicate methods and techniques for selecting, promoting, compensating, evaluating, and training workers.
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.