A career analytics tool designed to track laboratory alumni trajectories and provide evidence-based guidance for current trainees.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install alumni-career-tracker
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install alumni-career-tracker using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Alumni Career Tracker?
The Alumni Career Tracker is a specialized professional analytics tool designed for academic labs and research institutions to monitor and analyze the career destinations of their graduates. By utilizing Openclaw Skills, this system transforms raw alumni data into high-level insights regarding sector distribution, salary benchmarks, and geographic trends. It serves as a bridge between academic training and the professional world, providing PIs and department heads with the data necessary to offer realistic, evidence-based career counseling.
This skill enables users to map complex career progression patterns over time, identifying exactly where PhDs and postdocs transition into industry, academia, or government roles. It is particularly valuable for labs that need to demonstrate their training effectiveness for grant renewals or recruitment, ensuring that the guidance provided to current students is grounded in the actual success of their predecessors.
Alumni Career Tracker Use Cases
- Mentoring current students by showing realistic career trajectories based on lab history.
- Generating automated reports for NIH T32 or F32 training grant applications.
- Creating data visualizations for lab websites to attract high-quality recruits.
- Identifying potential industry partners and collaboration opportunities through senior alumni.
- Conducting individual career counseling sessions with tailored recommendations.
How Alumni Career Tracker Works
- Import alumni data from CSV files or manual entries into the localized database.
- Use the update scripts to refresh professional titles and organizations via LinkedIn data points.
- Run statistical analysis to calculate sector ratios, median salaries, and time-to-employment.
- Generate Sankey diagrams or network maps to visualize the flow from graduation to current roles.
- Export NIH-compliant or personalized PDF reports for stakeholders and trainees.
Alumni Career Tracker Setup
To integrate this capability into your environment, follow these steps within the Openclaw Skills framework:
# Initialize the tracker with your alumni data
python scripts/main.py --import alumni_list.csv --validate
# Perform a full analysis of the last 5 years
python scripts/main.py --full-analysis --years 2019-2024 --output-dir reports/
# Launch the visualization dashboard
python scripts/main.py --dashboard --serve --port 8080
Alumni Career Tracker Data Schema & Taxonomy
The skill manages a structured JSON database with the following primary attributes:
| Attribute | Description |
|---|---|
graduation_year |
The year the trainee completed their degree or postdoc. |
current_status |
Classification of sector (e.g., industry, academia, startup). |
organization |
Current employer, university, or research institution. |
field |
Specific research or industry area of expertise. |
salary_range |
Optional compensation data for benchmarking trends. |
pathway_data |
Historical sequence of job titles held since graduation. |
Alumni Career Tracker Advanced Features
- NIH-Compliant Reporting: Automatically formats data for T32 grant renewal requirements.
- Trajectory Mapping: Generates Sankey diagrams visualizing the transition from degree to current position.
- Personalized Recommender: Matches current students to alumni with similar backgrounds for networking.
- Privacy Guard: Built-in anonymization tools to ensure individual salary and contact data remain protected.
- LinkedIn Integration: Hooks to monitor profile changes and keep career status data current.
SKILL.md
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