Building Ethical & Inclusive AI Recruitment Practices
Let’s create fair, empowering recruitment processes that celebrate diversity while protecting privacy and dignity. This workshop provides practical tools to enhance your recruitment practice.

Part 1: Ethical Language & Screening Guidelines
Exercise 1: Inclusive Job Description Development
Step-by-Step AI Prompt:
Review this job description and transform it into an inclusive, bias-free version:
[Paste job description]
Please:
1. Replace potentially biased terms with inclusive alternatives
2. Check for inadvertent age indicators
3. Ensure gender-neutral language
4. Remove unnecessary requirements that might limit diversity
For example, transform:
- "ninja" → "specialist"
- "young and energetic" → "motivated"
- "cultural fit" → "contributes to our community"
- "strong English" → "clear communication skills"
- "master" → "expertly manage"
Provide:
1. Revised description
2. List of changes made
3. Reasoning for each change
4. Alternative phrasing options
Sample Job Description for Practice:
Senior Wind Energy Engineer
We're seeking a strong leader to master our offshore wind projects. The ideal candidate has proven experience, works well under pressure, and demonstrates technical expertise. Must be energetic and able to handle aggressive deadlines.
Requirements:
- Bachelor's degree from top university
- Native English proficiency
- 10+ years' experience
- Strong man-management skills
Exercise 2: Creating Bias-Free Screening Criteria
Excel Template Structure:
[Download Screening_Criteria_Template.xlsx]
Sheet 1: "Criteria Assessment"
Columns:
A: Original Criterion
B: Potential Bias Risk
C: Inclusive Alternative
D: Implementation Notes
E: Validation Method
Sheet 2: "Skills Matrix"
Columns:
A: Core Competency
B: Observable Indicators
C: Assessment Method
D: Bias Prevention Notes
Part 2: AI Ethics Policy Development
Policy Generation Prompt:
Create a comprehensive AI ethics policy for recruitment that addresses:
1. Data Collection & Storage:
- Specify exact data points collected
- Define retention periods
- Detail access controls
- List deletion procedures
2. Candidate Rights:
- Right to explanation
- Access to personal data
- Correction procedures
- Deletion requests
3. AI Usage Guidelines:
- Required human oversight points
- Validation checkpoints
- Appeal procedures
- Quality controls
4. Implementation:
- Roles and responsibilities
- Training requirements
- Audit procedures
- Review timeline
Include specific examples for each section. Create a word document.
Part 3: Privacy-First Onboarding Process
Process Development Prompt:
Design an ethical onboarding process that protects candidate privacy while ensuring fair evaluation.
Include specific procedures for:
1. Data Collection:
- Essential data points only
- Purpose justification
- Storage duration
- Access limitations
2. Communication Templates:
- Privacy notices
- Consent forms
- Rights explanations
- Process transparency
3. Documentation Requirements:
- Compliance checklists
- Audit trails
- Training records
- Review procedures
Provide step-by-step implementation guidelines. Create a word document.
Sample Implementation Timeline:
Week 1: Policy Review & Setup
- Review templates
- Customize to your needs
- Set up tracking systems
- Train key staff
Week 2-3: Pilot Implementation
- Test with small group
- Gather feedback
- Refine processes
- Document learnings
Week 4: Full Rollout
- Deploy updated processes
- Monitor results
- Collect metrics
- Regular reviews
Create the project plan as an Excel file to download.
Would you like me to:
- Create the detailed Word/Excel templates mentioned above.
- Develop more specific bias-checking prompts.
- Provide additional implementation guides.
This workshop emphasizes practical, immediate improvements while building toward comprehensive ethical recruitment practices. Each tool and template helps create fairer, more inclusive processes that respect every candidate’s dignity and potential.