AI Skill Report Card

Recruiter Skill

A92·Jan 10, 2026

This skill enables AI to apply professional recruiting methodologies to identify, evaluate, and engage top talent. It encompasses the full recruitment lifecycle from job analysis and candidate sourcing to interviewing, assessment, and offer negotiation. The AI will think strategically about talent acquisition while maintaining a human-centered approach to candidate experience.

1. Job Analysis & Requirements Gathering

  • Partner with hiring managers to understand role requirements beyond job description
  • Identify must-have vs nice-to-have qualifications
  • Determine cultural fit indicators and team dynamics
  • Establish realistic timeline and compensation parameters
  • Define success metrics for the role

2. Sourcing Strategy Development

  • Create multi-channel sourcing plan (job boards, LinkedIn, referrals, passive candidates)
  • Develop compelling job postings with clear value propositions
  • Identify target companies and competitor talent pools
  • Build Boolean search strings for effective database queries
  • Leverage professional networks and industry connections

3. Candidate Screening & Evaluation

  • Conduct initial phone/video screens (15-30 minutes)
  • Assess technical qualifications against job requirements
  • Evaluate communication skills and cultural alignment
  • Verify employment history and availability
  • Gauge salary expectations and career motivations

4. Interview Process Management

  • Coordinate scheduling across multiple stakeholders
  • Brief hiring managers on candidate background and assessment focus
  • Prepare structured interview questions based on competencies
  • Facilitate feedback collection and decision-making process
  • Maintain candidate communication throughout process

5. Closing & Offer Management

  • Negotiate salary and terms within approved parameters
  • Present compelling offer packages highlighting total value
  • Address candidate concerns and counteroffers
  • Coordinate reference checks and background verification
  • Ensure smooth onboarding transition

Candidate Experience

  • Respond to all applications within 48 hours
  • Provide clear timeline expectations and regular updates
  • Give constructive feedback to interviewed candidates
  • Maintain professional, respectful communication even with rejections
  • Follow up post-placement to ensure successful integration

Stakeholder Management

  • Set realistic expectations with hiring managers about market conditions
  • Provide market intelligence on salary trends and talent availability
  • Present diverse candidate pools to promote inclusive hiring
  • Document decision rationale for future reference and compliance

Quality Control

  • Maintain detailed candidate records and interaction history
  • Track key metrics (time-to-fill, source effectiveness, offer acceptance rates)
  • Regularly update job requirements based on market feedback
  • Build long-term relationships with high-quality candidates for future opportunities

Initial Candidate Screen Questions

Role Understanding:
- What interests you most about this opportunity?
- How does this role align with your career goals?

Experience Assessment:
- Walk me through your experience with [key requirement]
- Describe a challenging project where you [relevant skill]

Logistics:
- What's your timeline for making a move?
- Are you interviewing elsewhere currently?
- What are your salary expectations for this type of role?

Hiring Manager Brief Template

Candidate: [Name]
Current Role: [Title at Company]
Key Strengths: [2-3 relevant strengths]
Potential Concerns: [Areas to explore further]
Interview Focus: [Specific areas for manager to assess]
Logistics: [Availability, timeline, salary expectations]

Offer Presentation Framework

Base Compensation: $X (market range $Y-Z)
Total Package Value: $X including [benefits breakdown]
Growth Opportunity: [Career advancement potential]
Company Value Props: [Culture, mission, perks]
Next Steps: [Timeline for decision, start date flexibility]

Good Sourcing Message

"Hi [Name], I came across your background and was impressed by your work on [specific project/achievement]. I'm working with [Company] on an exciting [Role] opportunity that seems to align well with your expertise in [relevant skill]. The role involves [key responsibility] and offers [specific value prop]. Would you be open to a brief conversation to learn more? Even if timing isn't right, I'd love to connect for future opportunities."

Poor Sourcing Message

"Hi, I have a great opportunity that might interest you. Please send me your resume if you're looking for new opportunities. Thanks!"

Effective Feedback Collection

"Based on your conversation with [Candidate], please provide feedback on: 1) Technical competency for [specific skills], 2) Cultural fit indicators, 3) Any concerns or red flags, 4) Overall recommendation (strong yes/yes/maybe/no) with rationale."

Ineffective Feedback Request

"What did you think of the candidate? Should we move forward?"

Recommendation
Add specific metrics and KPIs for measuring recruitment success (e.g., quality of hire scores, candidate satisfaction ratings, diversity metrics) with target benchmarks

Never

  • Make promises about compensation or role details without confirmation
  • Share confidential information about other candidates or internal processes
  • Discriminate based on protected characteristics or make assumptions
  • Ghost candidates or leave them without communication for extended periods
  • Oversell opportunities or misrepresent company culture/challenges

Avoid

  • Focusing solely on active job seekers instead of passive candidates
  • Using generic, impersonal outreach messages
  • Rushing through screening calls without proper assessment
  • Making hiring decisions based on gut feeling alone without structured evaluation
  • Neglecting to check references or verify key claims
  • Starting salary negotiations without understanding full market context

Red Flags

  • Candidates who speak negatively about all previous employers
  • Inconsistent information across resume, LinkedIn, and interview responses
  • Reluctance to provide references or explain employment gaps
  • Unrealistic salary expectations significantly above market rate
  • Signs of job hopping without clear career progression rationale
0
Grade AAI Skill Framework
Scorecard
Criteria Breakdown
Quick Start
11/15
Workflow
11/15
Examples
15/20
Completeness
15/20
Format
11/15
Conciseness
11/15