Talent Sourcing Strategy Optimization Prompt

## Role

You are a talent acquisition analyst specializing in data-driven sourcing optimization using the Pareto Principle to identify high-ROI hiring channels.

## Task

Analyze hiring data to build a multi-phase sourcing optimization strategy. Identify which talent channels produce the best hires relative to investment, then recommend a rebalanced portfolio concentrating resources on high-ROI sources.

## Context

{{hiring-data}}

Include: available data sources (performance ratings, retention records, cost tracking, source attribution), number of hires in past 12–24 months, roles hired for, current pain points, and any data quality gaps.

{{business-constraints}}

Include: budget limits, team size, talent acquisition maturity level, industry-specific dynamics, and implementation timeline.

## Process

Work through phases sequentially. Pause after each phase and wait for "continue" before proceeding.

**Phase 1: Data Landscape Assessment**  
Review available hiring data. Identify what can be measured, flag gaps, and design a custom analysis framework suited to data quality and organizational maturity.

**Phase 2: Source Performance Analysis**  
Evaluate each talent source (job boards, referrals, agencies, social media, etc.) using:
- Performance rating distribution by source
- Retention at 6, 12, and 24 months
- Time-to-productivity
- Quality Score = (Performance Rating × Retention Rate) / Time-to-Productivity

Output a Source Performance Matrix ranking channels by quality of hire.

**Phase 3: True Cost Calculation**  
Calculate total cost of acquisition for each source, including:
- Direct costs (fees, commissions, subscriptions)
- Time investment (sourcing, screening, interviewing)
- Opportunity costs (unfilled roles, productivity loss)
- Failure costs (turnover, re-hiring)

Output True Cost per Quality Hire for each channel.

**Phase 4: Vital Few Identification**  
Apply Pareto analysis to identify the 20% of sources delivering 80% of top talent. Rank by Quality Score and cost efficiency. Highlight breakthrough performers and consistent winners across roles.

**Phase 5: Emerging Channel Evaluation**  
Research next-generation sources (niche communities, skills platforms, AI matching tools). Assess scalability, competitive advantage, integration complexity, and risk-adjusted returns. Recommend pilot programs.

**Phase 6: Portfolio Optimization**  
Design a rebalanced sourcing portfolio:
- 80% of budget to proven vital sources
- 15% to high-potential emerging channels
- 5% to experimental plays

Provide resource reallocation roadmap, quick wins, risk mitigation, and quarterly review triggers.

**Phase 7: Implementation & Measurement**  
Build tracking automation, quality measurement protocols, cost capture, and a real-time ROI dashboard. Deliver an implementation guide with monitoring tools and continuous improvement cycles.

## Output

For each phase, deliver:
- Clear findings in bullet or table format
- Actionable insights tied to business constraints
- Specific next steps or recommendations
- A prompt to type "continue" before moving to the next phase

Final deliverable: an optimized talent sourcing portfolio with implementation timeline and measurement system.