People Data Ethics Framework.

People analytics that employees don't trust gets gamed — build the communication into every analytics initiative, not as a legal afterthought. Practice Exercises These three exercises take you from individual prompt use to end-to-end HR workflows. Each simulates a real-world HR challenge and guides you through combining multiple prompts to produce a complete, professional output. Exercise 1 — The 48-Hour Hiring Sprint Scenario: TechGrow India, a 120-person SaaS startup, needs to hire a Senior Product Manager urgently — their current PM just resigned and a major client demo is in 6 weeks. The Head of HR has 48 hours to design the full hiring process from scratch: job description, sourcing strategy, interview structure, and offer framework. Your tasks: Use the Job Description Architect prompt to write a compelling JD — not a list of duties, but a pitch that attracts the right candidate. Focus on outcomes, not tasks. Use the LinkedIn Outreach Campaign prompt to write 3 personalised InMail templates for different candidate profiles: startup PM, corporate PM transitioning, and a PM from an adjacent industry. Use the Interview Kit Builder prompt to create a full interview structure: screening call, take-home exercise brief, panel interview with role-specific questions, and scoring guide. Use the Offer Package Designer prompt to build a competitive offer for a ₹25–35 LPA Senior PM — salary, equity, benefits, and growth story. Combine all four outputs into a single 'Hiring Sprint Playbook' you could hand to a hiring manager in any department. Exercise 2 — The Culture Crisis Response Scenario: Meridian Consulting has just received anonymous feedback through their engagement survey: 62% of employees in the 25–35 age group feel their ideas are not heard by senior leadership, and 34% are 'actively looking' at other opportunities. The HR Director has one week to diagnose the root cause and present a 90-day retention plan to the CEO. Your tasks: Use the Engagement Data Analysis prompt to build a structured analysis of the survey data — what the numbers actually say, what's driving them, and the risk to the business if nothing changes. Use the Stay Interview Framework prompt to design a stay interview programme targeting the at-risk segment — who to interview, what to ask, and how to use the data without creating more distrust. Use the Retention Risk Assessment prompt to build a risk scorecard for the 15 most critical employees in this group — using available data points (tenure, performance, seniority, manager relationship). Use the Manager Effectiveness Review prompt to identify whether management style is the root cause — design a 360 feedback process for the 5 managers with the most at-risk direct reports. Use the Retention Strategy Builder prompt to write the 90-day action plan for the CEO — specific, time-bound, and with success metrics. Exercise 3 — The HR Analytics Transformation Scenario: GlobalEdge Manufacturing (800 employees) has an HR team of 6 people spending 70% of their time on admin and manual reporting. The new CHRO has been asked by the board to 'make HR data-driven in 12 months'. She has no dedicated analyst, a legacy HRIS, and a team with limited data skills — but she has AI tools and the mandate to change. Your tasks: Use the People Analytics Strategy Builder prompt to design a 12-month analytics roadmap — what HR measures in month 1, month 6, and month 12, and how data quality gets fixed before analytics are built. Use the Monthly HR Dashboard Design prompt to build the leadership dashboard the CHRO will present from month 1 — even with imperfect data, what 8 metrics tell the most important story? Use the HR KPI Framework prompt to establish what HR is accountable for — creating a scorecard that positions HR as a business partner, not a support function. Use the Reporting Automation Plan prompt to build the business case for automating the top 5 manual reports — calculating the capacity freed up and redirected to analytics work. Use the People Data Ethics Framework prompt to design the data governance policy — ensuring the team builds analytics capability responsibly, with employee trust at the centre. Appendix A: Prompt Fixer Guide When your AI output isn't quite right, use these fixes before giving up on a prompt. OUTPUT TOO GENERIC? Add organisational context: 'We are a 200-person Series B SaaS company in Bangalore with a flat structure and a strong engineering culture.' Add an audience: 'Write this for a CFO who is sceptical of HR spend and needs data to trust the recommendation.' Add a constraint: 'Maximum one page. Use plain English. No HR jargon.' OUTPUT TOO LONG? Specify the format: 'Return this as a table with 3 columns: action, owner, timeline.' Ask for the executive version: 'Give me the 5-bullet summary a CEO can read in 90 seconds.' OUTPUT DOESN'T MATCH YOUR ORGANISATION? Add a style sample: 'Here is an example of how we write at [Company]: [paste a paragraph]. Match this tone.' Correct and continue: 'That's close but we call our process Talent Acquisition, not Recruitment — redo using our terminology.' OUTPUT HAS LEGAL OR COMPLIANCE ISSUES? Always flag jurisdiction: 'This is for an Indian company operating under the Shops & Establishments Act and the Industrial Disputes Act.' Request a caveat: 'Add a note at the end flagging anything that requires legal review before use.' Ask for variants: 'Give me a version for permanent employees and a separate version for contract workers.' THE POWER MOVE The best HR professionals treat every AI output as a 'strong first draft from a smart generalist'. Your job is to add the organisation-specific context, the legal lens, and the human judgment. That combination — AI speed + HR expertise — is what separates good outputs from exceptional ones. Appendix B: Quick Reference Index Find the right prompt fast. All 200 prompts listed by number, title, and type. # Prompt Title Type Cat 1 JD Writer from Hiring Brief STRUCTURED 1 2 Inclusive Language JD Auditor STRUCTURED 1 3 Role Levelling Framework STRUCTURED 1 4 Salary Band Research Prompt STRUCTURED 1 5 Role Redesign After Departure STRUCTURED 1 6 Multi-Role Hiring Roadmap STRUCTURED 1 7 Internal Mobility JD Writer STRUCTURED 1 8 Competency Framework Builder STRUCTURED 1 9 Role Scoping Workshop Facilitator AGENTIC 1 10 Headcount Business Case Builder AGENTIC 1 11 Future Skills Gap Analyser AGENTIC 1 12 Contractor vs. Employee Decision Framework AGENTIC 1 13 Full JD Development Workflow MULTISTEP 1 14 Job Architecture Design MULTISTEP 1 15 Role Elimination & Redeployment Plan MULTISTEP 1 16 New Function Build Plan MULTISTEP 1 17 Annual Hiring Plan MULTISTEP 1 18 Compensation Philosophy Design MULTISTEP 1 19 Role Clarity Workshop Design MULTISTEP 1 20 Workforce Planning Dashboard Design MULTISTEP 1 21 LinkedIn Sourcing Message Writer STRUCTURED 2 22 Job Posting Ad Copy Writer STRUCTURED 2 23 Boolean Search String Builder STRUCTURED 2 24 Candidate Persona Builder STRUCTURED 2 25 Referral Programme Email Campaign STRUCTURED 2 26 Diversity Sourcing Strategy STRUCTURED 2 27 Candidate Experience Audit STRUCTURED 2 28 Recruitment Agency Brief STRUCTURED 2 29 Sourcing Strategy Builder AGENTIC 2 30 Talent Community Builder AGENTIC 2 31 Employer Brand Message Developer AGENTIC 2 32 Inbound Recruiting Content Planner AGENTIC 2 33 End-to-End Sourcing Plan MULTISTEP 2 34 Campus Recruiting Programme MULTISTEP 2 35 Recruitment Marketing Campaign MULTISTEP 2 36 Passive Candidate Nurture System MULTISTEP 2 37 Headhunting Deep Dive MULTISTEP 2 38 Recruiter Capacity Planning MULTISTEP 2 39 Talent Pipeline Report MULTISTEP 2 40 ATS Optimisation Plan MULTISTEP 2 41 Structured Interview Question Bank STRUCTURED 3 42 Technical Assessment Designer STRUCTURED 3 43 Interview Scorecard Builder STRUCTURED 3 44 Case Study Interview Designer STRUCTURED 3 45 Bias Interruption Interview Protocol STRUCTURED 3 46 Reference Check Question Guide STRUCTURED 3 47 Hiring Manager Interview Prep Guide STRUCTURED 3 48 Candidate Rejection Message Writer STRUCTURED 3 49 Interview Process Diagnostic AGENTIC 3 50 Hiring Decision Facilitator AGENTIC 3 51 Skills-Based Hiring Advisor AGENTIC 3 52 Interview Panel Designer AGENTIC 3 53 Full Interview Process Build MULTISTEP 3 54 Interview Training for New Managers MULTISTEP 3 55 Assessment Centre Design MULTISTEP 3 56 Quality of Hire Measurement System MULTISTEP 3 57 Pre-Employment Check Process MULTISTEP 3 58 Hiring Decision Documentation MULTISTEP 3 59 Candidate Feedback System MULTISTEP 3 60 Hiring Metrics Reporting Suite MULTISTEP 3 61 Offer Letter Writer STRUCTURED 4 62 Compensation Negotiation Response Guide STRUCTURED 4 63 Pre-Boarding Experience Designer STRUCTURED 4 64 30-60-90 Day Onboarding Plan STRUCTURED 4 65 Offer Decline Analysis STRUCTURED 4 66 New Hire First Week Schedule STRUCTURED 4 67 Onboarding Buddy Programme STRUCTURED 4 68 Probation Review Framework STRUCTURED 4 69 Offer Strategy Advisor AGENTIC 4 70 Onboarding Experience Designer AGENTIC 4 71 Counteroffer Situation Advisor AGENTIC 4 72 New Hire At-Risk Early Warning System AGENTIC 4 73 End-to-End Offer & Onboarding Playbook MULTISTEP 4 74 Remote Onboarding Design MULTISTEP 4 75 Onboarding ROI Analysis MULTISTEP 4 76 Rehire Policy Design MULTISTEP 4 77 Executive Onboarding Programme MULTISTEP 4 78 Global Onboarding Standardisation MULTISTEP 4 79 Onboarding Feedback Programme MULTISTEP 4 80 Offer Rescission Protocol MULTISTEP 4 81 Performance Review Template Builder STRUCTURED 5 82 Goal-Setting Framework (OKR/SMART) STRUCTURED 5 83 Underperformance Documentation Guide STRUCTURED 5 84 PIP (Performance Improvement Plan) Writer STRUCTURED 5 85 360 Feedback Survey Designer STRUCTURED 5 86 Calibration Session Facilitator Guide STRUCTURED 5 87 High Performer Development Plan STRUCTURED 5 88 Performance Conversation Script STRUCTURED 5 89 Performance Management System Designer AGENTIC 5 90 Manager Effectiveness Reviewer AGENTIC 5 91 Continuous Feedback Culture Builder AGENTIC 5 92 Forced Ranking Debrief Advisor AGENTIC 5 93 Performance Management Relaunch MULTISTEP 5 94 Succession Planning Framework MULTISTEP 5 95 Managing Out with Dignity MULTISTEP 5 96 High-Potential Programme Design MULTISTEP 5 97 Annual Talent Review Facilitation MULTISTEP 5 98 Remote Performance Management Guide MULTISTEP 5 99 Pay-for-Performance Link Design MULTISTEP 5 100 Performance Management Legal Risk Audit MULTISTEP 5 101 Engagement Survey Designer STRUCTURED 6 102 Engagement Survey Action Planning STRUCTURED 6 103 Stay Interview Guide STRUCTURED 6 104 Exit Interview & Analysis System STRUCTURED 6 105 Recognition Programme Designer STRUCTURED 6 106 Retention Risk Identification STRUCTURED 6 107 Employee Value Proposition Communicator STRUCTURED 6 108 Wellbeing Programme Planner STRUCTURED 6 109 Attrition Root Cause Investigator AGENTIC 6 110 Culture Carrier Identification & Leverage AGENTIC 6 111 Engagement Action Prioritisation Advisor AGENTIC 6 112 Manager Engagement Impact Analyser AGENTIC 6 113 Full Engagement Strategy MULTISTEP 6 114 Retention Programme for Critical Roles MULTISTEP 6 115 New Manager Onboarding Programme MULTISTEP 6 116 Employee Listening Programme MULTISTEP 6 117 Culture Change Initiative MULTISTEP 6 118 Team Health Diagnostic MULTISTEP 6 119 Psychological Safety Programme MULTISTEP 6 120 Hybrid Work Policy Design MULTISTEP 6 121 HR Policy Writer STRUCTURED 7 122 Employee Handbook Section Writer STRUCTURED 7 123 Disciplinary Procedure Drafter STRUCTURED 7 124 Grievance Procedure Writer STRUCTURED 7 125 POSH / Anti-Harassment Policy STRUCTURED 7 126 Leave Policy Suite Writer STRUCTURED 7 127 Data Privacy Policy for Employees STRUCTURED 7 128 Code of Conduct Writer STRUCTURED 7 129 HR Policy Audit Specialist AGENTIC 7 130 Employment Legislation Briefing Creator AGENTIC 7 131 Whistleblowing Policy Architect AGENTIC 7 132 HR Risk Register Builder AGENTIC 7 133 HR Policy Suite Launch MULTISTEP 7 134 Investigation Process Design MULTISTEP 7 135 Employment Contract Review MULTISTEP 7 136 Redundancy Process Documentation MULTISTEP 7 137 HR Compliance Calendar MULTISTEP 7 138 HR Shared Services Transition Plan MULTISTEP 7 139 New Legislation Implementation Plan MULTISTEP 7 140 Policy Exception Management MULTISTEP 7 141 Training Needs Analysis STRUCTURED 8 142 Learning Programme Design STRUCTURED 8 143 Manager Training Curriculum STRUCTURED 8 144 Learning Content Brief STRUCTURED 8 145 L&D Annual Plan STRUCTURED 8 146 E-Learning Storyboard Creator STRUCTURED 8 147 Facilitation Guide Writer STRUCTURED 8 148 Learning ROI Measurement Framework STRUCTURED 8 149 Skills Development Roadmap Builder AGENTIC 8 150 Learning Culture Consultant AGENTIC 8 151 Leadership Development Programme Designer AGENTIC 8 152 Learning Technology Adviser AGENTIC 8 153 New Manager Learning Journey MULTISTEP 8 154 Skills-Based Learning Pathways MULTISTEP 8 155 Learning Impact Report MULTISTEP 8 156 Coaching Programme Design MULTISTEP 8 157 Mentoring Programme Design MULTISTEP 8 158 Onboarding Learning Path MULTISTEP 8 159 Functional Capability Framework MULTISTEP 8 160 L&D Budget Justification MULTISTEP 8 161 Resignation Conversation Response Guide STRUCTURED 9 162 Termination Conversation Script STRUCTURED 9 163 Absence Management Conversation STRUCTURED 9 164 Harassment Complaint Initial Response STRUCTURED 9 165 Mental Health Conversation Guide STRUCTURED 9 166 Pay Transparency Conversation STRUCTURED 9 167 Restructure Communication to Affected Employee STRUCTURED 9 168 Conflict Between Employees Mediation Script STRUCTURED 9 169 Difficult Conversation Coach AGENTIC 9 170 Emotional Regulation Coach for HR AGENTIC 9 171 Union / Works Council Negotiation Advisor AGENTIC 9 172 Conflict Escalation De-Escalation AGENTIC 9 173 Performance Improvement Conversation Series MULTISTEP 9 174 Sensitive Disclosure Response MULTISTEP 9 175 Allegation Against a Manager MULTISTEP 9 176 Redeployment Conversation MULTISTEP 9 177 Bullying Complaint Investigation MULTISTEP 9 178 End-of-Employment Conversation Series MULTISTEP 9 179 Workplace Investigation Report MULTISTEP 9 180 HR Difficult Conversations Playbook MULTISTEP 9 181 Monthly HR Dashboard Design STRUCTURED 10 182 Headcount Report Builder STRUCTURED 10 183 Attrition Analysis Report STRUCTURED 10 184 Diversity & Inclusion Data Report STRUCTURED 10 185 Compensation Benchmarking Report STRUCTURED 10 186 Workforce Planning Report STRUCTURED 10 187 People Analytics Story Builder STRUCTURED 10 188 HR Budget Variance Report STRUCTURED 10 189 People Analytics Strategy Builder AGENTIC 10 190 Predictive Attrition Model Design AGENTIC 10 191 HR Data Quality Auditor AGENTIC 10 192 HR Technology Audit AGENTIC 10 193 Annual People Report MULTISTEP 10 194 Engagement Survey Data Analysis MULTISTEP 10 195 Pay Equity Analysis MULTISTEP 10 196 HRIS Implementation Project MULTISTEP 10 197 Workforce Cost Modelling MULTISTEP 10 198 HR KPI Framework MULTISTEP 10 199 Reporting Automation Plan MULTISTEP 10 200 People Data Ethics Framework MULTISTEP 10 You've reached the end of the HR & Recruiters Prompt Pack. 200 prompts. 10 workflows. Infinite applications. The best HR teams are not just faster with AI — they're more strategic. Pick one workflow from your week ahead and run it end-to-end with AI. Note the time saved. Share the output with your team. Build the habit. More packs available: Finance · Healthcare · Real Estate · E-commerce · Personal Productivity