Human Resources Managers

Prepare personnel forecast to project employment needs.

AI: Fully automatable - AI can analyze historical staffing data, external labor-market trends, and business plans to generate accurate personnel forecasts and scenario projections without human intervention.

Provide current and prospective employees with information about policies, job duties, working conditions, wages, opportunities for promotion, and employee benefits.

AI: Fully automatable - By 2025 AI chatbots and integrated HRIS can accurately present up-to-date policies, job duties, wages, benefits and answer FAQs for current and prospective employees without human mediation.

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.

AI: Fully automatable - AI systems can analyze HR statistics and reports at scale, identify patterns and root-cause hypotheses, and generate evidence-based recommendations for personnel policy improvements.

Analyze training needs to design employee development, language training, and health and safety programs.

AI: Fully automatable - AI can analyze skills gaps and performance data to design tailored employee development, language and health/safety training programs and generate curricula and learning paths at scale.

Study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.

AI: Fully automatable - AI can ingest legislation, arbitration decisions and collective-bargaining texts, extract precedents and patterns, and produce assessments of industry trends and implications for HR strategy.

Maintain records and compile statistical reports concerning personnel-related data such as hires, transfers, performance appraisals, and absenteeism rates.

AI: Fully automatable - Structured record maintenance and statistical reporting can be automated end-to-end by AI-driven HRIS tools that ingest data, compute metrics, and generate reports.

Serve as a link between management and employees by handling questions, interpreting and administering contracts and helping resolve work-related problems.

AI: Partial - AI can handle routine employee questions and interpret contract language or recommend responses, but cannot fully replace the human role in resolving complex, sensitive workplace conflicts and building trust.

Advise managers on organizational policy matters, such as equal employment opportunity and sexual harassment, and recommend needed changes.

AI: Partial - AI can analyze policies, identify legal and best-practice gaps, and recommend changes, but final advisory, nuanced risk judgment, and implementation decisions require human leaders and legal counsel.

Analyze and modify compensation and benefits policies to establish competitive programs and ensure compliance with legal requirements.

AI: Partial - AI can analyze compensation data, model pay structures, and flag compliance issues, but adapting policies to nuanced organizational strategy and jurisdictional legal interpretations still needs human oversight.

Perform difficult staffing duties, including dealing with understaffing, refereeing disputes, firing employees, and administering disciplinary procedures.

AI: Partial - AI can support staffing decisions, produce recommendations and documentation for disciplinary actions, and suggest conflict-resolution options, but cannot fully take on sensitive tasks like firing or refereeing disputes that require human judgment and presence.

Represent organization at personnel-related hearings and investigations.

AI: Partial - AI can prepare case summaries, evidence compilations, and suggested lines of questioning for hearings and investigations, but cannot formally represent an organization in legal proceedings or manage adversarial in-person interactions.

Negotiate bargaining agreements and help interpret labor contracts.

AI: Partial - AI can interpret labor contracts, model negotiation scenarios, and generate draft bargaining proposals, but cannot conduct live collective bargaining or manage the political and relational aspects of union negotiations.

Identify staff vacancies and recruit, interview, and select applicants.

AI: Partial - AI can detect vacancies from workforce data, source and screen candidates, and run structured interviews, but final selection and nuanced interviewing typically require human evaluators.

Plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.

AI: Partial - AI can plan and coordinate work schedules, monitor performance metrics, and provide management recommendations, but cannot fully replace human supervisors in motivating teams and handling complex interpersonal issues.

Investigate and report on industrial accidents for insurance carriers.

AI: Partial - AI can analyze accident data, compile reports and suggest causes for insurers, but cannot perform on-site evidence collection, interviews, or legally sensitive investigative actions without human fieldwork.

Plan, organize, direct, control, or coordinate the personnel, training, or labor relations activities of an organization.

AI: Partial - AI can support planning, coordination and provide decision recommendations for personnel, training and labor-relations activities, but cannot fully replace the strategic leadership, negotiation, and accountability functions of managers.

Administer compensation, benefits, and performance management systems, and safety and recreation programs.

AI: Partial - AI can automate large portions of compensation, benefits, performance-system administration and scheduling of safety/recreation programs, but oversight, exceptions, and policy decisions still require human managers.

Plan and conduct new employee orientation to foster positive attitude toward organizational objectives.

AI: Partial - AI can plan and deliver onboarding content, interactive orientations, and automated engagement nudges, but fostering a positive cultural welcome and relationship-building still benefits from human facilitators.

Oversee the evaluation, classification, and rating of occupations and job positions.

AI: Partial - AI can evaluate and classify jobs from descriptions and data, producing consistent ratings, but human oversight is generally needed for final classification, policy alignment, and appeals.

Allocate human resources, ensuring appropriate matches between personnel.

AI: Partial - AI can optimize and recommend personnel allocations and skill matches, yet final placement decisions, context-sensitive tradeoffs, and interpersonal considerations typically require human judgment.

Prepare and follow budgets for personnel operations.

AI: Partial - AI can generate budget forecasts, track spending, and flag variances, but final budgeting decisions and approvals require human judgment and organizational context.

Conduct exit interviews to identify reasons for employee termination.

AI: Partial - AI can conduct standardized exit interviews and analyze themes, but nuanced, empathetic conversations and legal or sensitive follow-up typically need human involvement.

Develop, administer, and evaluate applicant tests.

AI: Partial - AI can design, deliver, and auto-score many applicant tests and analyze results, but ensuring legal validity, fairness, and psychometric rigor requires human oversight.

Develop or administer special projects in areas such as pay equity, savings bond programs, day care, and employee awards.

AI: Partial - AI can help plan, coordinate, and monitor special HR projects and surface insights, but cross-functional coordination and policy decisions need human management.

Contract with vendors to provide employee services, such as food service, transportation, or relocation service.

AI: Partial - AI can identify vendors, draft contracts, and support negotiation, but final contracting, negotiations, and legal sign-off remain human responsibilities.

Provide terminated employees with outplacement or relocation assistance.

AI: Partial - AI can provide outplacement resources, candidate matching, and relocation planning, but personalized counseling and complex case handling require human specialists.