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AI exposure Management

Will AI replace compensation and benefits managers?

Compensation and Benefits Managers. US occupation 11-3111.

0.0%

of the time compensation and benefits managers spend on their work goes on tasks where AI is already being used to do that work.of compensation and benefits managers' working hours go on tasks AI has already started taking off their plate.

Ranked 346 of 756 US occupations. No AI use seen in the work yet, along with 410 other occupations.No handover started yet, along with 410 other occupations.

Average US job 7.7%

Among the least exposed jobs there are.Still waiting for liberation.

What AI already does for compensation and benefits managersWhat compensation and benefits managers no longer do alone

O*NET lists 22 tasks for compensation and benefits managers. None of them shows meaningful AI use at work yet.

What it does not touch, yetWhat still needs a human

22 of the 22 tasks show no AI use at work in the data.

  • Administer, direct, and review employee benefit programs, including the integration of benefit programs following mergers and acquisitions.Core task
  • Analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan.Core task
  • Design, evaluate, and modify benefits policies to ensure that programs are current, competitive, and in compliance with legal requirements.Core task
  • Develop methods to improve employment policies, processes, and practices, and recommend changes to management.Core task
  • Direct preparation and distribution of written and verbal information to inform employees of benefits, compensation, and personnel policies.Core task
  • Formulate policies, procedures and programs for recruitment, testing, placement, classification, orientation, benefits and compensation, and labor and industrial relations.Core task
Show the other 16
  • Fulfill all reporting requirements of all relevant government rules and regulations, including the Employee Retirement Income Security Act (ERISA).Core task
  • Identify and implement benefits to increase the quality of life for employees by working with brokers and researching benefits issues.Core task
  • Manage the design and development of tools to assist employees in benefits selection, and to guide managers through compensation decisions.Core task
  • Mediate between benefits providers and employees, such as by assisting in handling employees' benefits-related questions or taking suggestions.Core task
  • Plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.Core task
  • Prepare detailed job descriptions and classification systems and define job levels and families, in partnership with other managers.Core task
  • Study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.Core task
  • Advise management on such matters as equal employment opportunity, sexual harassment, and discrimination.
  • Analyze statistical data and reports to identify and determine causes of personnel problems, and develop recommendations for improvement of organization's personnel policies and practices.
  • Contract with vendors to provide employee services, such as food services, transportation, or relocation service.
  • Maintain records and compile statistical reports concerning personnel-related data, such as hires, transfers, performance appraisals, and absenteeism rates.
  • Negotiate bargaining agreements.
  • Plan and conduct new-employee orientations to foster positive attitude toward organizational objectives.
  • Prepare budgets for personnel operations.
  • Prepare personnel forecasts to project employment needs.
  • Represent organization at personnel-related hearings and investigations.

How that compares

Among the 35 management occupations, compensation and benefits managers rank 28. The group averages 9.8%, and its most exposed job is Financial Managers at 39.1%. The average US occupation sits at 7.7%.

All 756 occupations, ranked

Level with 0.0%

  1. 346Commercial Divers 0.0%
  2. 346Commercial Pilots 0.0%
  3. 346Community Health Workers 0.0%

What this does and does not mean

Exposure is observed use, not a forecast. Anthropic maps work conversations with Claude onto the tasks O*NET lists for each job and asks, of the tasks AI could speed up, which are actually being used for at work. A use that does the task outright counts in full and a use that assists a person counts half. The task scores are averaged into the occupation figure by the share of time spent on each task.

A high figure means AI is already part of how this work gets done. It does not mean anyone has been replaced. Anthropic's own reading of the labour market finds no systematic rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting exposed jobs.No measurable rise in unemployment among exposed workers so far, and about 14% fewer 22 to 25 year olds starting these jobs. Gap years for everyone. Labor market impacts, 5 March 2026.

Task list and titles from O*NET 31.0 by the US Department of Labor, Employment and Training Administration, used under the CC BY 4.0 licence. Scores from the Anthropic Economic Index (CC BY). Checked 1 November 2026. How the ranking works.