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How a human resources specialist can use AI, task by task

O*NET 13-1071.00: Human Resources SpecialistsMedian pay $75,940/year (BLS, May 2025)26 tasksJob Zone 4: Considerable preparation

Recruit, screen, interview, or place individuals within an organization. May perform other activities in multiple human resources areas.

Type your own title and every prompt on this page updates to match. Also called: Corporate Recruiter, Employment Representative, HR Analyst (Human Resources Analyst), HR Coordinator (Human Resources Coordinator), HR Generalist (Human Resources Generalist), Human Resources Representative (HR Rep), Human Resources Specialist (HR Specialist), Personnel Analyst, Personnel Officer, Recruiter.

Where AI fits in this job

AI-ready 20%AI-assist 77%Stays human 3%

Share of the job's tasks, weighted by how important and how frequent each task is (O*NET ratings). 5 AI-ready, 20 AI-assist and 1 human-led tasks out of 26. 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).

🗓 Start here on Monday

The most frequent, most important tasks where AI can help right away.

  1. Interpret and explain human resources policies, procedures, laws, standards, or regulations.Explain it clearly · Daily
  2. Review employment applications and job orders to match applicants with job requirements.Write it up · Weekly
  3. Hire employees and process hiring-related paperwork.Write it up · Weekly

💪 Lean into these

Core tasks that stay human. These skills get more valuable as the routine work gets automated.

  1. Interview job applicants to obtain information on work history, training, education, or job skills.Be there for people · Monthly

🔒 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 5

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

Prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions, using human resources management system software.

Weekly

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 72% of those conversations; the rest were back-and-forth with the person.

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 human resources specialist. Part of my job is to prepare or maintain employment records related to events, such as hiring, termination, leaves, transfers, or promotions, using human resources management system software.

Context: We use Microsoft SharePoint and Adobe Acrobat.
System: [describe]
Data: [paste]

Draft entries in the required format. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Database records update

Step 1Pick a real example: the next time you prepare or maintain employment records to events (this week).
Step 2Fill in [System] and [Data] 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 4.3/5 · core task · O*NET work activity: Maintain data in information systems or databases..

Maintain current knowledge of Equal Employment Opportunity (EEO) and affirmative action guidelines and laws, such as the Americans with Disabilities Act (ADA).

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 human resources specialist. Part of my job is to maintain current knowledge of Equal Employment Opportunity (EEO) and affirmative action guidelines and laws, such as the Americans with Disabilities Act (ADA).

Context: The work draws on personnel and human resources, administrative and law and government.
Area: [regulations, standards]
Jurisdiction: [where]

Summarize recent and pending changes, with official sources to check. Use examples from my line of work, quiz me with 5 questions one at a time, and list trustworthy sources.

10-minute exercise: Regulatory update

Step 1Pick a real example: the next time you maintain current knowledge of Equal Employment Opportunity (EEO) and affirmative.
Step 2Fill in [Area] and [Jurisdiction] with the real details, then run the prompt.
Step 3Verify every change at the 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 4.4/5 · core task · O*NET work activity: Update knowledge of legal or regulatory environments..

Analyze employment-related data and prepare required reports.

Monthly

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

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 65% of those conversations; the rest were back-and-forth with the person.

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 human resources specialist. Part of my job is to analyze employment-related data and prepare required reports.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Operation: [production, claims, systems]
Data: [paste figures]

Draft a report with highlights, issues and actions. Show calculations. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Operations report

Step 1Pick a real example: the next time you analyze employment-related data.
Step 2Fill in [Operation] and [Data] 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 3.8/5 · core task · O*NET work activity: Prepare operational reports.. Also involves: Evaluate effectiveness of personnel policies or practices..

Maintain and update human resources documents, such as organizational charts, employee handbooks or directories, or performance evaluation forms.

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 human resources specialist. Part of my job is to maintain and update human resources documents, such as organizational charts, employee handbooks or directories, or performance evaluation forms.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Records: [paper, electronic]
Users: [describe]

Draft a filing structure and naming rules. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Filing system

Step 1Pick a real example: the next time you maintain and update human resources documents. Leave out names and identifying details.
Step 2Fill in [Records] and [Users] 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 4.0/5 · core task · O*NET work activity: Maintain records, documents, or other files..

Schedule or administer skill, intelligence, psychological, or drug tests for current or prospective employees.

Weekly

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 human resources specialist. Part of my job is to schedule or administer skill, intelligence, psychological, or drug tests for current or prospective employees.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Process: [tests, hiring]
Steps: [describe]

Draft templates and a process checklist. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Hiring process admin

Step 1Pick a real example: the next time you schedule or administer skill, intelligence and psychological (this week). Leave out names and identifying details.
Step 2Fill in [Process] and [Steps] 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 4.3/5 · O*NET work activity: Administer personnel recruitment or hiring activities..

AI can help you prep these 20

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

Interpret and explain human resources policies, procedures, laws, standards, or regulations.

Daily

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 28% 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 human resources specialist. Part of my job is to interpret and explain human resources policies, procedures, laws, standards, or regulations.

Context: The work draws on personnel and human resources, administrative and law and government.
Rules or regulations: [paste]
Who needs to understand: [customers, employers, individuals]

Write a plain-language version, examples and common questions. Use plain language, one everyday analogy, and the questions people are most likely to ask with short answers.

10-minute exercise: Explain the rules

Step 1Pick a real example: the next time you interpret and explain human resources policies, procedures and laws (today).
Step 2Fill in [Rules or regulations] and [Who needs to understand] with the real details, then run the prompt.
Step 3Check it doesn't change the meaning of the rules. Confirm the rules against the current official source.

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

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: Explain regulations, policies, or procedures..

Review employment applications and job orders to match applicants with job requirements.

Weekly

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 human resources specialist. Part of my job is to review employment applications and job orders to match applicants with job requirements.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Process: [tests, hiring]
Steps: [describe]

Draft templates and a process checklist. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Hiring process admin

Step 1Pick a real example: the next time you review employment applications and job orders (this week). Leave out names and identifying details.
Step 2Fill in [Process] and [Steps] 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 4.2/5 · core task · O*NET work activity: Administer personnel recruitment or hiring activities..

Hire employees and process hiring-related paperwork.

Weekly

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 human resources specialist. Part of my job is to hire employees and process hiring-related paperwork.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Process: [tests, hiring]
Steps: [describe]

Draft templates and a process checklist. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Hiring process admin

Step 1Pick a real example: the next time you hire employees and process hiring-related paperwork (this week). Leave out names and identifying details.
Step 2Fill in [Process] and [Steps] 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 4.5/5 · core task · O*NET work activity: Administer personnel recruitment or hiring activities..

Select qualified job applicants or refer them to managers, making hiring recommendations when appropriate.

Weekly

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 human resources specialist. Part of my job is to select qualified job applicants or refer them to managers, making hiring recommendations when appropriate.

Context: We use Microsoft SharePoint and Adobe Acrobat.
Process: [tests, hiring]
Steps: [describe]

Draft templates and a process checklist. Use plain language and headings where they help, and mark anything you had to guess with [CHECK].

10-minute exercise: Hiring process admin

Step 1Pick a real example: the next time you select qualified job applicants (this week). Leave out names and identifying details.
Step 2Fill in [Process] and [Steps] 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 4.2/5 · core task · O*NET work activity: Administer personnel recruitment or hiring activities..

Inform job applicants of details such as duties and responsibilities, compensation, benefits, schedules, working conditions, or promotion opportunities.

Weekly

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 human resources specialist. Part of my job is to inform job applicants of details such as duties and responsibilities, compensation, benefits, schedules, working conditions, or promotion opportunities.

Context: We use Intuit QuickBooks and Workday software.
Roles: [describe]
Channels: [job fairs, ads]

Organize a recruitment plan and applicant information sheet. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Recruitment coordination

Step 1Pick a real example: the next time you inform job applicants of details (this week). Leave out names and identifying details.
Step 2Fill in [Roles] and [Channels] 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: Coordinate personnel recruitment activities..

Review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.

Weekly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a human resources specialist. Part of my job is to review and evaluate applicant qualifications or eligibility for specified licensing, according to established guidelines and designated licensing codes.

Context: We use Microsoft SharePoint and Adobe Acrobat; the work draws on personnel and human resources, administrative and law and government.
Application: [licence or permit type]
Standards: [eligibility rules]

Make a review checklist and decision notes. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Application review

Step 1Pick a real example: the next time you review and evaluate applicant qualifications or eligibility (this week). Leave out names and identifying details.
Step 2Fill in [Application] and [Standards] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed. Confirm the rules against the current official source.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

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

Importance 4.1/5 · O*NET work activity: Review license or permit applications..

Perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.

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 human resources specialist. Part of my job is to perform searches for qualified job candidates, using sources such as computer databases, networking, Internet recruiting resources, media advertisements, job fairs, recruiting firms, or employee referrals.

Context: We use Intuit QuickBooks and Workday software.
Roles: [describe]
Channels: [job fairs, ads]

Organize a recruitment plan and applicant information sheet. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Recruitment coordination

Step 1Pick a real example: the next time you perform searches. Leave out names and identifying details.
Step 2Fill in [Roles] and [Channels] 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 3.9/5 · core task · O*NET work activity: Coordinate personnel recruitment activities..

Advise management on organizing, preparing, or implementing recruiting or retention programs.

Monthly

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 41% 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 human resources specialist. Part of my job is to advise management on organizing, preparing, or implementing recruiting or retention programs.

Context: The work draws on personnel and human resources, administrative and law and government.
Topic: [recruiting, EEO, retention]
Audience: [managers, employees]

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

10-minute exercise: HR 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 legal points with HR or counsel.

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

Importance 3.7/5 · core task · O*NET work activity: Advise others on human resources topics..

Address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.

Monthly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a human resources specialist. Part of my job is to address employee relations issues, such as harassment allegations, work complaints, or other employee concerns.

Context: We use Microsoft SharePoint and Adobe Acrobat; the work draws on personnel and human resources, administrative and law and government.
Practice: [hiring, pay, complaints]
Regulations: [employment laws]

List what to check, evidence to request, and red flags. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Personnel practices review

Step 1Pick a real example: the next time you address employee relations issues. Leave out names and identifying details.
Step 2Fill in [Practice] and [Regulations] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.3/5 · core task · O*NET work activity: Evaluate personnel practices to ensure adherence to regulations..

Contact job applicants to inform them of the status of their applications.

Weekly

AI builds you an answer bank; exceptions and the human touch are yours.

📊 Real AI use (Anthropic Economic Index, Apr 2026 to May 2026): AI completed the task directly in 79% of those conversations; the rest were back-and-forth with the person.

Show prompt & steps

Build a personal answer bank with AI for the questions you get every day. In the moment, the human touch and the judgment about exceptions are yours.

Ready-to-use prompt

I work as a human resources specialist. Part of my job is to contact job applicants to inform them of the status of their applications.

Context: We use Salesforce software and Microsoft Visual Basic for Applications VBA; the work draws on personnel and human resources, administrative and law and government.
Finding: [violation, decision, status]
Recipient: [individual, organization]

Write clear notification wording and next steps. Keep answers to 2-3 sentences and flag any that depend on the situation.

10-minute exercise: Findings notification

Step 1Pick a real example: the next time you contact job applicants (this week). Leave out names and identifying details.
Step 2Fill in [Finding] and [Recipient] with the real details, then run the prompt.
Step 3Save the answers you'd actually use and tweak each one the first time you send it.

Don't paste customers' personal details into AI tools. Describe the situation instead.

Importance 3.9/5 · core task · O*NET work activity: Inform individuals or organizations of status or findings..

Provide management with information or training related to interviewing, performance appraisals, counseling techniques, or documentation of performance issues.

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 human resources specialist. Part of my job is to provide management with information or training related to interviewing, performance appraisals, counseling techniques, or documentation of performance issues.

Context: We use Microsoft PowerPoint; the work draws on personnel and human resources, administrative and law and government.
Topic: [interviewing, appraisals, compliance]
Managers: [describe]

Plan a workshop with scenarios. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Manager training

Step 1Pick a real example: the next time you provide management.
Step 2Fill in [Topic] and [Managers] 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 · core task · O*NET work activity: Train personnel on managerial topics..

Schedule or conduct new employee orientations.

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 human resources specialist. Part of my job is to schedule or conduct new employee orientations.

Context: We use Microsoft PowerPoint; the work draws on personnel and human resources, administrative and law and government.
Skill: [orientation, role-play topic]
Learners: [new hires, staff]

Plan a session with varied techniques and a practice scenario. Include timings, a realistic practice scenario from my work, and a short check for understanding with answers.

10-minute exercise: Skills training session

Step 1Pick a real example: the next time you schedule or conduct new employee orientations. Leave out names and identifying details.
Step 2Fill in [Skill] and [Learners] with the real details, then run the prompt.
Step 3Check learners can apply it on the job.

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

Importance 4.1/5 · core task · O*NET work activity: Train personnel to enhance job skills.. Also involves: Develop training materials..

Confer with management to develop or implement personnel policies or procedures.

Monthly

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 human resources specialist. Part of my job is to confer with management to develop or implement personnel policies or procedures.

Context: We use Zoom and Cisco Webex.
Topic: [budget, policy, purchases]
My view: [describe]

Draft talking points and data to bring. Keep it under 150 words with a clear ask, plus a 2-sentence version for chat.

10-minute exercise: Discuss with management

Step 1Pick a real example: the next time you confer with management. Leave out names and identifying details.
Step 2Fill in [Topic] and [My view] 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 4.0/5 · core task · O*NET work activity: Discuss business strategies, practices, or policies with managers..

Administer employee benefit plans.

Weekly

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 human resources specialist. Part of my job is to administer employee benefit plans.

Context: We use Intuit QuickBooks and Workday software.
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 employee benefit plans (this week). 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 4.5/5 · O*NET work activity: Administer compensation or benefits programs.. Also involves: Perform human resources activities..

Conduct reference or background checks on job applicants.

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 human resources specialist. Part of my job is to conduct reference or background checks on job applicants.

Context: We use Intuit QuickBooks and Workday software.
Program or role: [describe]
Information to verify: [employment, references, records]

Write verification questions and a record template. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Reference and eligibility checks

Step 1Pick a real example: the next time you conduct reference or background checks. Leave out names and identifying details.
Step 2Fill in [Program or role] and [Information to verify] 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 4.3/5 · O*NET work activity: Verify application data to determine program eligibility..

Develop or implement recruiting strategies to meet current or anticipated staffing needs.

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 human resources specialist. Part of my job is to develop or implement recruiting strategies to meet current or anticipated staffing needs.

Context: We use Intuit QuickBooks and Workday software.
Roles: [describe]
Channels: [job fairs, ads]

Organize a recruitment plan and applicant information sheet. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Recruitment coordination

Step 1Pick a real example: the next time you develop or implement recruiting strategies.
Step 2Fill in [Roles] and [Channels] 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 3.7/5 · core task · O*NET work activity: Coordinate personnel recruitment activities..

Evaluate recruitment or selection criteria to ensure conformance to professional, statistical, or testing standards, recommending revisions, as needed.

Monthly

AI pre-checks against the rules; the sign-off stays with you.

Show prompt & steps

Use AI as a first-pass checker against a list of rules or standards. The final judgment and sign-off stay with you.

Ready-to-use prompt

I work as a human resources specialist. Part of my job is to evaluate recruitment or selection criteria to ensure conformance to professional, statistical, or testing standards, recommending revisions, as needed.

Context: We use Microsoft SharePoint and Adobe Acrobat; the work draws on personnel and human resources, administrative and law and government.
Practice: [hiring, pay, complaints]
Regulations: [employment laws]

List what to check, evidence to request, and red flags. Make a table: requirement, met / not met / unclear, and the exact evidence.

10-minute exercise: Personnel practices review

Step 1Pick a real example: the next time you evaluate recruitment or selection criteria.
Step 2Fill in [Practice] and [Regulations] with the real details, then run the prompt.
Step 3Do your usual review too, and note what AI caught and what it missed.

AI can miss things and sound sure about it. Use it to catch extra problems, not as the final check.

Importance 4.0/5 · O*NET work activity: Evaluate personnel practices to ensure adherence to regulations.. Also involves: Advise others on business or operational matters..

Conduct exit interviews and ensure that necessary employment termination paperwork is completed.

A few times a year

AI helps you prepare questions; the listening is yours.

Show prompt & steps

Use AI to prepare better questions and to organize your notes afterward. Listening to the person in front of you is yours.

Ready-to-use prompt

I work as a human resources specialist. Part of my job is to conduct exit interviews and ensure that necessary employment termination paperwork is completed.

Context: The work draws on personnel and human resources, administrative and law and government.
Who I'm interviewing: [vendor, employee, customer, applicant]
Goal: [what I need to learn or decide]

Write 8 open questions in order, follow-ups, and a scoring or notes template. Order the questions sensibly, add follow-ups for vague answers, and give me a note-taking template.

10-minute exercise: Interview guide

Step 1Pick a real example: the next time you conduct exit interviews.
Step 2Fill in [Who I'm interviewing] and [Goal] with the real details, then run the prompt.
Step 3Use the guide and note which questions worked best.

Don't record people or paste their answers into AI without consent and your employer's approval.

Importance 3.9/5 · core task · O*NET work activity: Interview employees, customers, or others to collect information..

Coordinate with outside staffing agencies to secure temporary employees, based on departmental needs.

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 human resources specialist. Part of my job is to coordinate with outside staffing agencies to secure temporary employees, based on departmental needs.

Context: We use Intuit QuickBooks and Workday software.
Roles: [describe]
Channels: [job fairs, ads]

Organize a recruitment plan and applicant information sheet. Point out anything missing or inconsistent and suggest a template I can reuse.

10-minute exercise: Recruitment coordination

Step 1Pick a real example: the next time you coordinate with outside staffing agencies. Leave out names and identifying details.
Step 2Fill in [Roles] and [Channels] 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 3.6/5 · O*NET work activity: Coordinate personnel recruitment activities..

Evaluate selection or testing techniques by conducting research or follow-up activities and conferring with management or supervisory personnel.

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 human resources specialist. Part of my job is to evaluate selection or testing techniques by conducting research or follow-up activities and conferring with management or supervisory personnel.

Context: We use Tableau and SAS; the work draws on personnel and human resources, administrative and law and government.
Policy or practice: [selection test, benefits, safety program]
Data: [paste turnover, results, claims, survey results]

Assess whether it's achieving its aim, spot unintended effects, and suggest changes. Note any legal considerations.

10-minute exercise: HR policy effectiveness

Step 1Pick a real example: the next time you evaluate selection or testing techniques. Leave out names and identifying details.
Step 2Fill in [Policy or practice] and [Data] with the real details, then run the prompt.
Step 3Check legal points with your HR or legal team.

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

Importance 3.5/5 · O*NET work activity: Evaluate effectiveness of personnel policies or practices.. Also involves: Discuss business strategies, practices, or policies with managers..

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: constant contact with others · Impact of decisions: important results · Frequency of decisions: once a week or more but not every day

Interview job applicants to obtain information on work history, training, education, or job skills.

Monthly

Human connection. Use AI only before and after, to prepare.

Show prep prompt & steps

Where AI still helps: Use AI before and after, not during. Prepare talking points, practise a hard conversation, or turn your notes into a follow-up.

Prep prompt

I work as a human resources specialist. Part of my job is to interview job applicants to obtain information on work history, training, education, or job skills.

Context: The work draws on personnel and human resources, administrative and law and government.
Role: [describe]
Criteria: [skills, eligibility]

Prepare structured questions and scoring. Then play a candidate. Suggest ways to open, phrases to avoid, and how to handle it if things get tense. Then play the other person so I can practice.

10-minute exercise: Selection interview prep

Step 1Pick a real example: the next time you interview job applicants. Leave out names and identifying details.
Step 2Fill in [Role] and [Criteria] with the real details, then run the prompt.
Step 3After the real conversation, write down what worked so you can reuse it.

Importance 3.9/5 · core task · O*NET work activity: Conduct eligibility or selection interviews..

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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.

  • Active Listeningimportance 4.0/5
    Used in: Staffing Organizational Units
  • Critical Thinkingimportance 3.9/5
    Used in: Staffing Organizational Units
  • Speakingimportance 4.1/5
    Used in: Staffing Organizational Units
  • Social Perceptivenessimportance 3.4/5
    Used in: Staffing Organizational Units

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.

  • Compensation and Benefits Managers8% human-led · Same preparation · $149,230/yr · usually bachelor's degreeSkills to build: Management of Financial Resources, Mathematics, Systems Evaluation
  • Labor Relations Specialists6% human-led · Same preparation · $95,420/yr · usually bachelor's degreeSkills to build: Negotiation, Persuasion, Speaking
  • Compensation, Benefits, and Job Analysis Specialists15% human-led · Same preparation · $78,210/yr · usually bachelor's degreeSkills to build: Mathematics, Systems Analysis, Systems Evaluation
  • Talent Directors43% human-led · Same preparation · $90,360/yr · usually bachelor's degreeSkills to build: Negotiation

Getting into this job

Bachelor's degree is most common (47% of workers)

  • High school or less 14%
  • Certificate or some college 6%
  • Associate's 7%
  • Bachelor's 48%
  • Graduate degree 25%
  • On-the-job training: 6–12 months
  • Related experience: 4–6 years

What workers in this job report, from O*NET surveys (typical values). Some of these estimates are lower precision.

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 AcrobatAdobe Creative Cloud softwareAdobe IllustratorAdobe InDesignAdobe PhotoshopApple macOSCisco WebexESRI ArcGIS softwareExtensible markup language XMLFacebookGitHubGoogle Analytics