alumni-career-tracker
Analyze laboratory alumni career trajectories and outcomes to provide data-driven career guidance for current students and postdocs. Tracks industry vs academia distribution, identifies career pathways, and generates personalized recommendations based on degree level and research interests.
npx skills add majiayu000/claude-skill-registry --skill alumni-career-tracker --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Alumni Career Tracker ## Overview Career analytics tool that tracks and analyzes the professional destinations of laboratory alumni, providing evidence-based guidance for trainees navigating career transitions. **Key Capabilities:** - **Career Outcome Tracking**: Monitor alumni destinations across sectors - **Trajectory Analysis**: Map career progression patterns over time - **Skills Gap Identification**: Compare training vs. job requirements - **Salary Benchmarking**: Track compensation trends by degree and sector - **Network Mapping**: Visualize alumni connections and pathways - **Personalized Guidance**: Generate tailored career recommendations ## When to Use **✅ Use this skill when:** - Mentoring new students on career options and trajectories - Training grant applications requiring career outcome data (e.g., NIH T32, F32) - Lab website showcasing successful alumni for recruitment - Departmental reviews demonstrating training effectiveness - Individual career counseling sessions with trainees - Identifying industry partners and collaboration opportunities - Benchmarking your lab's career outcomes against peers **❌ Do NOT use when:** - Job placement services (out of scope) → U
- Overview
- When to Use
- Core Capabilities
- 1. Alumni Database Management
- 2. Career Outcome Analysis
- 3. Career Pathway Mapping
- 4. Personalized Career Recommendations
- Common Patterns
- Pattern 1: New Student Onboarding
- Pattern 2: Training Grant Application
- Pattern 3: Industry Partnership Development
- Pattern 4: Individual Career Counseling
- Complete Workflow Example
- Quality Checklist
Generate career landscape overview python scripts/main.py \ Show specific pathways for their research area Analyze industry destinations Identify senior alumni for advisory roles Step 1: Import existing alumni data Step 2: Update LinkedIn profiles Step 3: Generate comprehensive report Step 4: Create visualization dashboard
What does the alumni-career-tracker skill do?
Analyze laboratory alumni career trajectories and outcomes to provide data-driven career guidance for current students and postdocs. Tracks industry vs academia distribution, identifies career pathways, and generates personalized recommendations based on degree level and research interests.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill alumni-career-tracker --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.