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How a compensation / benefits manager can use AI, task by task

O*NET 11-3111.00: Compensation and Benefits ManagersMedian pay $149,230/year (BLS, May 2025)22 tasksJob Zone 4: Considerable preparation

Plan, direct, or coordinate compensation and benefits activities of an organization.

Type your own title and every prompt on this page updates to match. Also called: Benefits Coordinator, Benefits Director, Benefits Manager, Compensation and Benefits Director, Compensation and Benefits Manager, Compensation Director, Compensation Manager, Employee Benefits Coordinator, Employee Benefits Manager, Payroll Manager.

Where AI fits in this job

AI-ready 20%AI-assist 72%Stays human 8%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 6 AI-ready, 15 AI-assist and 1 human-led tasks out of 22. This measures where AI can help, not whether the job will disappear.

Information & paperwork
Thinking & planning
People & communication
Leading & teaching
Hands-on & physical

Shape of the job: importance of each kind of work activity (O*NET, 1 to 5).

🔒 Many of these tasks involve people's information. Remove names and identifying details before using AI, or use only a tool your employer has approved.

AI can draft these 6

AI produces a usable first pass. You review it, fix it and own it.

Analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan.

Monthly

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to analyze compensation policies, government regulations, and prevailing wage rates to develop competitive compensation plan.

Context: We use Business analysis software and Intuit QuickBooks; the work draws on personnel and human resources, economics and accounting and administration and management.
Question: [turnover, pay equity, absence, problem area]
Data: [paste anonymized HR data or reports]

Analyze patterns, possible causes and recommended actions. Flag any legal or fairness concerns. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: People data analysis

Step 1Pick a real example: the next time you analyze compensation policies and government regulations.
Step 2Fill in [Question] and [Data] with the real details, then run the prompt.
Step 3Check any fairness concern with HR or legal before acting. Confirm the rules against the current official source.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.5/5 · core task · O*NET work activity: Analyze data to inform personnel decisions.. Also involves: Monitor external affairs or events affecting business operations..

Prepare detailed job descriptions and classification systems and define job levels and families, in partnership with other managers.

Monthly

AI writes the first draft from your notes; you check every fact.

Show prompt & steps

Give AI your rough notes, numbers or last version and it will turn them into a clean, well-structured first draft. You check every fact and figure before it goes anywhere.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to prepare detailed job descriptions and classification systems and define job levels and families, in partnership with other managers.

Context: We use Healthcare common procedure coding system HCPCS and Microsoft SharePoint.
Procedure: [describe]
Changes: [paste]

Draft the updated SOP. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: SOP update

Step 1Pick a real example: the next time you prepare detailed job descriptions and classification systems.
Step 2Fill in [Procedure] and [Changes] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.9/5 · core task · O*NET work activity: Document organizational or operational procedures..

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

Monthly

AI is a patient tutor for new rules and techniques.

Show prompt & steps

AI is a patient personal tutor. It explains new rules, techniques and technology at your level, quizzes you and builds a study plan.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to study legislation, arbitration decisions, and collective bargaining contracts to assess industry trends.

Context: The work draws on personnel and human resources, economics and accounting and administration and management.
Area of expertise: [describe]
What's changed recently: [what you've heard]

Explain recent developments, quiz me, and list trustworthy sources. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

10-minute exercise: Stay current

Step 1Pick a real example: the next time you study legislation, arbitration decisions and collective bargaining contracts.
Step 2Fill in [Area of expertise] and [What's changed recently] with the real details, then run the prompt.
Step 3Check one claim at an official source.

AI's knowledge has a cutoff date. For new regulations and standards, always confirm against the official source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.5/5 · core task · O*NET work activity: Maintain knowledge of current developments in area of expertise..

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

A few times a year

AI handles forms, records and routine paperwork for you to verify.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 49% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Forms, records, data entry, scheduling and routine paperwork are where AI saves the most time. It drafts, sorts, extracts and reformats while you verify.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to maintain records and compile statistical reports concerning personnel-related data, such as hires, transfers, performance appraisals, and absenteeism rates.

Context: We use Healthcare common procedure coding system HCPCS and Intuit QuickBooks.
Operation: [plant, store, service]
Data to log: [readings, counts, offerings]

Create a log template and a weekly summary format. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Operational data log

Step 1Pick a real example: the next time you maintain records. Leave out names and identifying details.
Step 2Fill in [Operation] and [Data to log] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 3.5/5 · O*NET work activity: Compile operational data.. Also involves: Maintain personnel records..

Prepare personnel forecasts to project employment needs.

A few times a year

AI drafts the plan, schedule or checklist for you to adjust.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 29% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Describe the goal, the people and the constraints, and AI drafts the plan, schedule or checklist. You adjust it to what you know about real life on the ground.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to prepare personnel forecasts to project employment needs.

Context: We use Microsoft Project and Experience in Software Webplanner; the work draws on personnel and human resources, economics and accounting and administration and management.
Organization: [department]
Drivers: [growth, turnover, projects]

Build a staffing forecast with assumptions and formulas. Lay it out as a table with steps, owner, timing and what could go wrong, then list the decisions I still need to make.

10-minute exercise: Staffing forecast

Step 1Pick a real example: the next time you prepare personnel forecasts. Leave out names and identifying details.
Step 2Fill in [Organization] and [Drivers] with the real details, then run the prompt.
Step 3Cross out anything that won't work on the ground and ask AI to revise with your corrections.

AI doesn't know your people, your site or your history. Treat its plan as a starting point to react to.

Importance 3.5/5 · O*NET work activity: Estimate labor requirements..

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.

A few times a year

AI finds trends and writes the spreadsheet formulas.

Show prompt & steps

Paste a spreadsheet or table and ask AI to find trends, outliers and totals, or to write the formula you need. It's like having an analyst on call.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to 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.

Context: We use Business analysis software and Intuit QuickBooks; the work draws on personnel and human resources, economics and accounting and administration and management.
Question: [turnover, pay equity, absence, problem area]
Data: [paste anonymized HR data or reports]

Analyze patterns, possible causes and recommended actions. Flag any legal or fairness concerns. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: People data analysis

Step 1Pick a real example: the next time you analyze statistical data and reports. Leave out names and identifying details.
Step 2Fill in [Question] and [Data] with the real details, then run the prompt.
Step 3Check any fairness concern with HR or legal before acting.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Importance 3.2/5 · O*NET work activity: Analyze data to inform personnel decisions..

AI can help you prep these 15

AI speeds up the prep, drafting or thinking. The core of the task is still yours.

Mediate between benefits providers and employees, such as by assisting in handling employees' benefits-related questions or taking suggestions.

Weekly

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to mediate between benefits providers and employees, such as by assisting in handling employees' benefits-related questions or taking suggestions.

Context: We use IBM Notes and ADP HR/Benefits Solution.
Groups: [departments, organizations]
Goal: [coordination]

Draft a message clarifying responsibilities and next steps. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Liaison message

Step 1Pick a real example: the next time you mediate between benefits providers and employees (this week). Leave out names and identifying details.
Step 2Fill in [Groups] and [Goal] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 4.2/5 · core task · O*NET work activity: Liaise between departments or other groups to improve function or communication..

Direct preparation and distribution of written and verbal information to inform employees of benefits, compensation, and personnel policies.

Monthly

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to direct preparation and distribution of written and verbal information to inform employees of benefits, compensation, and personnel policies.

Context: We use Healthcare common procedure coding system HCPCS and Intuit QuickBooks.
Area: [payroll, plans, approvals]
Tasks: [describe]

Organize a checklist and calendar. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: HR activities organization

Step 1Pick a real example: the next time you direct preparation and distribution of written and verbal information. Leave out names and identifying details.
Step 2Fill in [Area] and [Tasks] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.7/5 · core task · O*NET work activity: Manage human resources activities..

Identify and implement benefits to increase the quality of life for employees by working with brokers and researching benefits issues.

Monthly

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to identify and implement benefits to increase the quality of life for employees by working with brokers and researching benefits issues.

Context: We use Healthcare common procedure coding system HCPCS and Intuit QuickBooks.
Program: [insurance, benefits]
Tasks: [enrollment, claims]

Organize a calendar and checklist. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Benefits administration

Step 1Pick a real example: the next time you identify and implement benefits. Leave out names and identifying details.
Step 2Fill in [Program] and [Tasks] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.4/5 · core task · O*NET work activity: Administer compensation or benefits programs..

Design, evaluate, and modify benefits policies to ensure that programs are current, competitive, and in compliance with legal requirements.

Monthly

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to design, evaluate, and modify benefits policies to ensure that programs are current, competitive, and in compliance with legal requirements.

Context: We use Business analysis software and Intuit QuickBooks; the work draws on personnel and human resources, economics and accounting and administration and management.
Program: [goal, activities, timeframe]
Data: [paste outcomes, participation, costs]

Compare results with goals, calculate cost per outcome, find what's working and what isn't, and suggest 3 changes. Show formulas.

10-minute exercise: Program effectiveness review

Step 1Pick a real example: the next time you design, evaluate, and modify benefits policies to ensure.
Step 2Fill in [Program] and [Data] with the real details, then run the prompt.
Step 3Recompute cost per outcome yourself and take one change to your next planning meeting. Confirm the rules against the current official source.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.7/5 · core task · O*NET work activity: Evaluate program effectiveness.. Also involves: Administer compensation or benefits programs..

Manage the design and development of tools to assist employees in benefits selection, and to guide managers through compensation decisions.

Monthly

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to manage the design and development of tools to assist employees in benefits selection, and to guide managers through compensation decisions.

Context: We use Healthcare common procedure coding system HCPCS and Intuit QuickBooks.
Area: [payroll, plans, approvals]
Tasks: [describe]

Organize a checklist and calendar. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: HR activities organization

Step 1Pick a real example: the next time you manage the design and development of tools. Leave out names and identifying details.
Step 2Fill in [Area] and [Tasks] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.2/5 · core task · O*NET work activity: Manage human resources activities..

Administer, direct, and review employee benefit programs, including the integration of benefit programs following mergers and acquisitions.

A few times a year

AI preps the paperwork; approving and paying stay with you.

Show prompt & steps

AI can prep the paperwork, extract details from documents and make checklists. Approving, paying and verifying stay with you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to administer, direct, and review employee benefit programs, including the integration of benefit programs following mergers and acquisitions.

Context: We use Healthcare common procedure coding system HCPCS and Intuit QuickBooks.
Program: [insurance, benefits]
Tasks: [enrollment, claims]

Organize a calendar and checklist. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Benefits administration

Step 1Pick a real example: the next time you administer, direct, and review employee benefit programs. Leave out names and identifying details.
Step 2Fill in [Program] and [Tasks] with the real details, then run the prompt.
Step 3Save the template and use it on the next one. Time both.

Personal, financial and health data shouldn't go into AI tools unless your employer has approved one for it.

Importance 4.2/5 · core task · O*NET work activity: Administer compensation or benefits programs.. Also involves: Evaluate program effectiveness..

Fulfill all reporting requirements of all relevant government rules and regulations, including the Employee Retirement Income Security Act (ERISA).

A few times a year

AI drafts the structure and wording; the specifics and sign-off are yours.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to fulfill all reporting requirements of all relevant government rules and regulations, including the Employee Retirement Income Security Act (ERISA).

Context: We use Healthcare common procedure coding system HCPCS and Microsoft SharePoint.
Matter: [incident, investigation, violation]
Findings: [paste notes]

Draft a report with findings and recommendations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Compliance or security report

Step 1Pick a real example: the next time you fulfill all reporting requirements of all relevant government rules. Leave out names and identifying details.
Step 2Fill in [Matter] and [Findings] with the real details, then run the prompt.
Step 3Check every fact, name and number against your source before it goes anywhere. Confirm the rules against the current official source.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 4.6/5 · core task · O*NET work activity: Prepare reports related to compliance matters.. Also involves: Prepare financial documents, reports, or budgets.; Maintain regulatory or compliance documentation..

Formulate policies, procedures and programs for recruitment, testing, placement, classification, orientation, benefits and compensation, and labor and industrial relations.

A few times a year

AI drafts the structure and wording; the specifics and sign-off are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 44% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to formulate policies, procedures and programs for recruitment, testing, placement, classification, orientation, benefits and compensation, and labor and industrial relations.

Context: We use Healthcare common procedure coding system HCPCS and Microsoft SharePoint.
Program: [public information, fundraising, other]
Goals and rules: [what it must achieve, constraints]

Draft a policy with purpose, scope, procedures, roles and review date. Mark anything you had to guess with [CHECK].

10-minute exercise: Draft a policy or program

Step 1Pick a real example: the next time you formulate policies and procedures and programs.
Step 2Fill in [Program] and [Goals and rules] with the real details, then run the prompt.
Step 3Fix every [CHECK] and review the draft with the people affected.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.9/5 · core task · O*NET work activity: Develop organizational policies or programs.. Also involves: Develop operating strategies, plans, or procedures..

Develop methods to improve employment policies, processes, and practices, and recommend changes to management.

Monthly

AI drafts the structure and wording; the specifics and sign-off are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 35% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

AI can draft the structure and standard wording. The specifics, the judgment calls and the sign-off are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to develop methods to improve employment policies, processes, and practices, and recommend changes to management.

Context: We use Healthcare common procedure coding system HCPCS and Microsoft SharePoint.
Area: [security, IT, operations]
Goals: [what needs to happen reliably]
Constraints: [staff, budget, rules]

Draft an operating procedure with steps, responsibilities, checks and escalation. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operating plan or procedure

Step 1Pick a real example: the next time you develop methods to improve employment policies.
Step 2Fill in [Area], [Goals] and [Constraints] with the real details, then run the prompt.
Step 3Revise and publish the version that matches reality.

AI will happily make up numbers, names and dates. Every fact in the draft needs checking against your source.

Importance 3.9/5 · core task · O*NET work activity: Develop operating strategies, plans, or procedures.. Also involves: Recommend organizational process or policy changes..

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

Monthly

AI preps the materials; reading the room is you.

Show prompt & steps

AI preps the materials: lesson outlines, quizzes, examples, practice scenarios. Reading the room and coaching people is still you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to plan and conduct new-employee orientations to foster positive attitude toward organizational objectives.

Context: We use Microsoft PowerPoint; the work draws on personnel and human resources, economics and accounting and administration and management.
Topic: [describe]
Employees: [describe]

Plan a program with sessions and evaluation. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Employee training program

Step 1Pick a real example: the next time you plan and conduct new-employee orientations. Leave out names and identifying details.
Step 2Fill in [Topic] and [Employees] with the real details, then run the prompt.
Step 3Swap one AI example for a real story from your own work. Real stories are what people remember.

Check that every procedure in the material matches your workplace's actual standards.

Importance 3.9/5 · O*NET work activity: Conduct employee training programs..

Prepare budgets for personnel operations.

A few times a year

AI does the arithmetic and suggests what to look at; the conclusions are yours.

Show prompt & steps

AI can do the arithmetic, build the spreadsheet formula and suggest what to look at. Deciding what the numbers mean for your situation is still you.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to prepare budgets for personnel operations.

Context: We use Business analysis software and Intuit QuickBooks; the work draws on personnel and human resources, economics and accounting and administration and management.
Program or unit: [describe]
Costs and income: [paste]

Build a budget with assumptions and formulas. Show your working step by step and give spreadsheet formulas so I can reproduce the numbers.

10-minute exercise: Operating budget

Step 1Pick a real example: the next time you prepare budgets. Leave out names and identifying details.
Step 2Fill in [Program or unit] and [Costs and income] with the real details, then run the prompt.
Step 3Recompute the most important number yourself before you trust the rest. Recompute every total yourself.

AI makes arithmetic mistakes. Recompute anything that matters with a spreadsheet formula.

Double-check every number. AI can make arithmetic and rounding mistakes.

Importance 3.8/5 · O*NET work activity: Prepare operational budgets..

Negotiate bargaining agreements.

Yearly or less

AI preps talking points and practice; the relationship is yours.

Show prompt & steps

AI preps you: talking points, objection handling, tailored outreach and negotiation scenarios. The relationship and reading the room are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to negotiate bargaining agreements.

Context: The work draws on personnel and human resources, economics and accounting and administration and management.
Issues: [wages, terms]
Constraints: [budget, law]

Prepare positions and role-play the union side. Keep claims honest, list likely objections with responses, and role-play the other side so I can practice.

10-minute exercise: Labor negotiation prep

Step 1Pick a real example: the next time you negotiate bargaining agreements.
Step 2Fill in [Issues] and [Constraints] with the real details, then run the prompt.
Step 3Ask for feedback on your answers and write down your best line for the real conversation.

Make sure every claim AI writes about your product is true and allowed. Over-promising is on you.

Importance 3.7/5 · O*NET work activity: Negotiate labor disputes..

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

A few times a year

AI preps talking points and practice; the relationship is yours.

Show prompt & steps

AI preps you: talking points, objection handling, tailored outreach and negotiation scenarios. The relationship and reading the room are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to contract with vendors to provide employee services, such as food services, transportation, or relocation service.

Context: The work draws on personnel and human resources, economics and accounting and administration and management.
Deal: [sale, lease, supplier price]
My goals and limits: [target, walk-away]
Their likely position: [describe]

Prepare my opening, concessions to trade, and responses to their arguments. Then role-play the other side.

10-minute exercise: Negotiation prep

Step 1Pick a real example: the next time you contract with vendors. Leave out names and identifying details.
Step 2Fill in [Deal], [My goals and limits] and [Their likely position] with the real details, then run the prompt.
Step 3Decide your walk-away point before the real negotiation. Confirm the rules against the current official source.

Make sure every claim AI writes about your product is true and allowed. Over-promising is on you.

Rules and regulations vary by place and change often. Confirm against the official source before relying on anything.

Importance 3.1/5 · O*NET work activity: Negotiate sales or lease agreements for products or services..

Advise management on such matters as equal employment opportunity, sexual harassment, and discrimination.

A few times a year

AI helps you prepare clearer wording and likely questions.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 37% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Use AI to prepare: simpler wording, analogies, likely questions and a one-page handout. The conversation itself is yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to advise management on such matters as equal employment opportunity, sexual harassment, and discrimination.

Context: The work draws on personnel and human resources, economics and accounting and administration and management.
Topic: [EEO, patents, regulations]
Audience: [management]

Explain requirements and actions. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Compliance advice

Step 1Pick a real example: the next time you advise management.
Step 2Fill in [Topic] and [Audience] with the real details, then run the prompt.
Step 3Check every answer is right for your workplace before you share it.

Rules, prices and policies change. Make sure AI is working from your current official version.

Importance 3.0/5 · O*NET work activity: Advise others on legal or regulatory compliance matters..

Represent organization at personnel-related hearings and investigations.

A few times a year

AI drafts clear messages and talking points.

Show prompt & steps

AI can draft updates, emails and talking points so your message is clear and complete. Relationships and real-time calls are yours.

Ready-to-use prompt

I work as a compensation / benefits manager. Part of my job is to represent organization at personnel-related hearings and investigations.

Context: We use IBM Notes.
Event: [council meeting, function]
Message: [goals]

Draft remarks and key points. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Representing the organization

Step 1Pick a real example: the next time you represent organization. Leave out names and identifying details.
Step 2Fill in [Event] and [Message] with the real details, then run the prompt.
Step 3Edit it until it sounds like you, then send it yourself.

Never let AI send messages for you. Read every word, because tone mistakes cost trust.

Importance 2.8/5 · O*NET work activity: Represent the organization in external relations..

These stay human 1

They need your hands, your presence or your accountable judgment. Lean into them: they get more valuable as routine work is automated.

📏 Measured in this job (O*NET work context): Face-to-face discussions: every day · Contact with others: contact with others most of the time · Impact of decisions: important results · Frequency of decisions: once a week or more but not every day

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

Daily

Leading people runs on trust. AI can prep the paperwork around it.

Show prep prompt & steps

Where AI still helps: AI can prep the paperwork around leading: meeting agendas, feedback drafts, rotas, briefings and difficult-conversation rehearsals.

Prep prompt

I work as a compensation / benefits manager. Part of my job is to plan, direct, supervise, and coordinate work activities of subordinates and staff relating to employment, compensation, labor relations, and employee relations.

Context: The work draws on personnel and human resources, economics and accounting and administration and management.
Team: [describe]
Issue or goal: [performance, change, priority]

Help me prepare: the key message in 2 sentences, what good looks like, how people might react and how I'll respond, and one thing I'll check next week.

10-minute exercise: Supervising employees

Step 1Pick a real example: the next time you plan, direct, supervise, and coordinate work activities of subordinates and staff (today). Leave out names and identifying details.
Step 2Fill in [Team] and [Issue or goal] with the real details, then run the prompt.
Step 3Follow through on what you said you'd check.

Importance 4.1/5 · core task · O*NET work activity: Supervise employees.. Also involves: Manage human resources activities..

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Your next moves

Skills to build

From O*NET's ratings of how important each skill is in this job, matched to which part of the work it supports.

With AI Use these to work with AI

When AI does the first draft, these are the skills you use to brief it and check what comes back.

  • Speakingimportance 4.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Critical Thinkingimportance 3.9/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Active Listeningimportance 4.0/5
    Used in: Guiding, Directing, and Motivating Subordinates
  • Writingimportance 4.0/5
    Used in: Guiding, Directing, and Motivating Subordinates

Where you could move

Related jobs from O*NET with the closest skill profile, favouring ones where more of the work stays human. No step down in preparation.

Getting into this job

Bachelor's degree is most common (76% of workers)

  • Bachelor's 86%
  • Graduate degree 14%
  • On-the-job training: 3–6 months
  • Related experience: 4–6 years
  • Professional certification: important (3.5/5)

What workers in this job report, from O*NET surveys (typical values).

Software in this job

In-demand tools from O*NET. Many now have AI built in, so check what yours can do before adding a new tool.

Adobe IllustratorAdobe PhotoshopIntuit QuickBooksMicrosoft AccessMicrosoft ExcelMicrosoft Office softwareMicrosoft OutlookMicrosoft PowerPointMicrosoft ProjectMicrosoft SharePointMicrosoft SQL ServerMicrosoft Visio