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Management & Leadership · Updated Aug 2026

Human Resources Managers

Plan, direct, or coordinate human resources activities and staff of an organization.

JVS 2.0.0-phase4b
AI Exposure
67/100
High

How much of this occupation’s work can be materially affected by current AI systems.

Replacement Risk
58/100
Moderate

How likely exposure is to translate into reduced human demand.

Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured

Evidence quality
Confidence83/100
Task coverage86%

Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.

Task-level evidence

What is driving the score?

Occupation scores are built from the task mix—not a single prediction about a job title.

JVS 2.0.0-phase4b
TaskImportanceAI impactExposure
Serve as a link between management and employees by handling questions, interpreting and administering contracts and helping resolve work-related problems.High
73
Plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.High
60
Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.High
71
Perform difficult staffing duties, including dealing with understaffing, refereeing disputes, firing employees, and administering disciplinary procedures.High
56
Provide current and prospective employees with information about policies, job duties, working conditions, wages, opportunities for promotion, and employee benefits.Medium
72
Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.Medium
71
Administer compensation, benefits, and performance management systems, and safety and recreation programs.Medium
71
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.High
66
Allocate human resources, ensuring appropriate matches between personnel.Medium
72
Plan and conduct new employee orientation to foster positive attitude toward organizational objectives.High
70
Identify staff vacancies and recruit, interview, and select applicants.High
52
Plan, organize, direct, control, or coordinate the personnel, training, or labor relations activities of an organization.Medium
64
Conduct exit interviews to identify reasons for employee termination.Medium
58
Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.High
74
Study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.Medium
74
Analyze training needs to design employee development, language training, and health and safety programs.Medium
71
Oversee the evaluation, classification, and rating of occupations and job positions.Medium
73
Investigate and report on industrial accidents for insurance carriers.High
73
Most exposed

Where AI can do more

Routine, digitized, and highly repeatable tasks face the greatest pressure.

  1. Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.74
  2. Study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.74
  3. Serve as a link between management and employees by handling questions, interpreting and administering contracts and helping resolve work-related problems.73
  4. Oversee the evaluation, classification, and rating of occupations and job positions.73
Hardest to automate

Where people still matter

These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.

  1. Plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.01
  2. Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.02
  3. Perform difficult staffing duties, including dealing with understaffing, refereeing disputes, firing employees, and administering disciplinary procedures.03
  4. Provide current and prospective employees with information about policies, job duties, working conditions, wages, opportunities for promotion, and employee benefits.04
  5. Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.05
Where else this work leads

Related occupations

Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.

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Beyond AI capability

Adoption and labour-market outlook

Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.

Human dependency75
Physical dependency24
Adoption pressure63
Labour-market resilience59
Methodology & sources

O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.

Confidence83/100
CalculatedAug 21, 2026
Read methodology →