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Built for companies scaling from 15-500 employees who need to hire fast without burning cash on bad fits.\n\n## What This Covers\n\n### 1. Hiring Pipeline Architecture\n- **Req-to-offer pipeline**: 7 stages with conversion benchmarks (application→screen 25%, screen→interview 40%, interview→offer 60%, offer→accept 85%)\n- **Time-to-fill targets by role**: Engineering 45 days, Sales 35 days, Executive 75 days, Support 25 days\n- **Cost-per-hire benchmarks**: $4,700 avg (SHRM 2025), but varies 2-10x by seniority\n- **Source effectiveness**: Employee referrals (45% hire rate, 25 days avg) > LinkedIn (12%, 42 days) > Job boards (5%, 51 days)\n\n### 2. Job Architecture & Leveling\n```\nLevel | Title Pattern        | Scope           | Comp Range (US, 2026)\n------|---------------------|-----------------|----------------------\nIC1   | Associate/Junior     | Task execution  | $55K-$85K\nIC2   | Mid-level           | Project scope   | $85K-$130K\nIC3   | Senior              | Team influence  | $120K-$180K\nIC4   | Staff/Principal     | Org influence   | $160K-$250K\nIC5   | Distinguished       | Company-wide    | $200K-$350K+\nM1    | Manager             | 4-8 directs     | $130K-$200K\nM2    | Director            | Function        | $180K-$280K\nM3    | VP                  | Department      | $250K-$400K+\n```\n\n### 3. Sourcing Strategy Matrix\n| Channel | Best For | Cost | Time to First Hire |\n|---------|----------|------|-------------------|\n| Employee referrals | All roles | $1K-$5K bonus | 2-3 weeks |\n| LinkedIn Recruiter | IC3+ & executives | $8K-$12K/yr/seat | 3-6 weeks |\n| Job boards (Indeed/Glassdoor) | IC1-IC2 volume | $200-$500/post | 4-8 weeks |\n| Recruiting agency | Urgent/executive | 20-25% first year | 4-8 weeks |\n| University programs | IC1 pipeline | $5K-$15K/event | 2-6 months |\n| Contractor-to-hire | Risk mitigation | 1.3-1.5x hourly | 1-3 months |\n\n### 4. Interview Scorecard System\nRate candidates 1-5 across these dimensions:\n- **Technical competency** (weight: 30%) — can they do the work?\n- **Problem-solving approach** (20%) — how do they think?\n- **Communication clarity** (15%) — can they explain their thinking?\n- **Culture contribution** (15%) — what do they ADD to the team?\n- **Growth trajectory** (10%) — where are they heading?\n- **Role-specific criteria** (10%) — domain expertise, tools, certifications\n\n**Scoring**: 4.0+ = Strong Hire, 3.5-3.9 = Hire, 3.0-3.4 = Borderline (needs discussion), <3.0 = No Hire\n\n### 5. Offer Engineering\n```\nBase salary: Market 50th percentile (conservative) or 65th (competitive)\nEquity/options: 0.01-0.5% for IC, 0.5-2% for directors, 1-5% for VP+\nSigning bonus: 10-20% of base for competitive situations\nBenefits value: Add 25-35% to base for total comp messaging\n\nCounter-offer response framework:\n- Match within 10% → counter immediately\n- 10-20% gap → add equity/signing bonus, don't inflate base\n- >20% gap → let them go (they'll leave in 6 months anyway)\n```\n\n### 6. Diversity & Inclusion Hiring\n- Blind resume screening (remove names, schools, photos)\n- Structured interviews only (same questions, same order, same rubric)\n- Diverse interview panels (minimum 2 different backgrounds)\n- Source from underrepresented communities (30%+ pipeline target)\n- Track conversion rates by demographic at each stage\n\n### 7. 90-Day Onboarding Checkpoints\n| Day | Milestone | Owner |\n|-----|-----------|-------|\n| 0 | Equipment + access ready BEFORE start | IT/HR |\n| 1 | Welcome, team intros, buddy assigned | Manager |\n| 7 | First small win shipped | New hire |\n| 14 | 1:1 — role clarity check | Manager |\n| 30 | 30-day review — mutual feedback | Manager |\n| 45 | First meaningful project complete | New hire |\n| 60 | Cross-team collaboration started | New hire |\n| 90 | Full review — stay/adjust/exit decision | Manager + HR |\n\n### 8. Recruiting Metrics Dashboard\nTrack monthly:\n- **Time-to-fill** by role type (target: <45 days avg)\n- **Cost-per-hire** (target: <$5K for IC, <$15K for leadership)\n- **Quality-of-hire** (90-day performance rating, 180-day retention)\n- **Offer acceptance rate** (target: >85%)\n- **Source effectiveness** (hires per source, cost per source)\n- **Pipeline velocity** (candidates per stage, stage conversion rates)\n- **Diversity pipeline %** (target: reflect market demographics)\n\n### 9. Employer Brand Checklist\n- [ ] Glassdoor rating >4.0 (respond to ALL reviews within 48h)\n- [ ] Careers page with real employee stories (not stock photos)\n- [ ] Salary transparency (at minimum, ranges in job posts)\n- [ ] Interview process documented publicly\n- [ ] Social proof: team content on LinkedIn monthly\n- [ ] Candidate experience survey (post-interview, even rejections)\n\n### 10. Common Hiring Mistakes\n1. **Hiring for culture \"fit\" instead of culture \"add\"** — fit = homogeneity, add = diversity of thought\n2. **No structured interviews** — unstructured interviews predict performance at 14% vs 51% structured\n3. **Ghosting candidates** — 72% share bad experiences, damages brand for years\n4. **Optimizing for speed over quality** — a bad hire costs 30-50% of annual salary\n5. **Ignoring internal candidates** — external hires take 3 years to match internal promotion performance\n6. **Comp anchored to current salary** — pay for the role, not the person's history\n7. **No hiring plan** — reactive hiring costs 2-3x proactive pipeline building\n\n## Industry-Specific Hiring Priorities\n\n| Industry | Critical Roles (2026) | Avg Time-to-Fill | Comp Premium |\n|----------|----------------------|-------------------|-------------|\n| **SaaS** | AI/ML engineers, product managers | 52 days | +15-25% |\n| **Fintech** | Compliance officers, quant devs | 58 days | +20-30% |\n| **Healthcare** | Clinical data scientists, RNs | 65 days | +10-20% |\n| **Construction** | Project managers, BIM specialists | 48 days | +5-15% |\n| **Ecommerce** | Supply chain analysts, growth marketers | 38 days | +10-20% |\n| **Legal** | Legal technologists, paralegals | 42 days | +15-25% |\n| **Real Estate** | PropTech developers, analysts | 45 days | +10-20% |\n| **Recruitment** | Full-cycle recruiters, sourcers | 30 days | Market rate |\n| **Manufacturing** | Automation engineers, QA leads | 55 days | +10-20% |\n| **Professional Services** | Consultants, delivery managers | 40 days | +10-15% |\n\n---\n\n## Get the Full Industry Playbook\n\nThis framework gives you the hiring system. For the complete AI-powered automation playbook for YOUR industry — including agent workflows, ROI calculators, and 90-day deployment plans:\n\n🛒 **Browse all 10 industry context packs** → [AfrexAI Context Packs](https://afrexai-cto.github.io/context-packs/) ($47 each)\n\n📊 **Calculate your AI savings first** → [AI Revenue Leak Calculator](https://afrexai-cto.github.io/ai-revenue-calculator/) (free)\n\n🤖 **Set up your AI agent in 5 minutes** → [Agent Setup Wizard](https://afrexai-cto.github.io/agent-setup/) (free)\n\n💰 **Bundle deals**: Pick 3 for $97 | All 10 for $197 | Everything Bundle $247\n","readmeExcerpt":"Talent Acquisition Framework End-to-end hiring system — from workforce planning through offer negotiation to 90-day onboarding. Built for companies scaling from 15-500 employees who need to hire fast without burning cash on bad fits. What This Covers 1. 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