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ai-gaoqian

Career Path & Education Intelligence

by ai-gaoqian · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install career-path-intel
Description
AI-powered career development and education planning intelligence. Tracks job market shifts (BLS/LinkedIn/Burning Glass), emerging roles (7 career domains: A...
README (SKILL.md)

Career Path & Education Intelligence

Capabilities

# Capability Input Output
1 Job Market Trend Analysis Role / industry / region Hiring growth rate, salary trajectory, top employers, remote availability, geographic hotspots
2 Career Transition Roadmap Current role → target role Skills gap analysis, timeline, learning resources, portfolio projects, networking strategy, first-role expectations
3 Salary Benchmarking Role + location + experience Compensation bands (10th/50th/90th percentile), equity expectations, negotiation leverage points, total comp breakdown
4 Education Investment ROI Education option (degree/bootcamp/cert) × career path Total cost, opportunity cost, expected salary uplift, payback period, risk assessment
5 Skills Gap Analyzer Target role + current skills inventory Missing skills ranked by importance/difficulty, learning resources (courses/books/projects), proficiency benchmark
6 Emerging Career Radar Domain (AI, climate, etc) New job titles, required skills, entry pathways, growth projection, pioneer companies hiring
7 University & Program Comparator Field + region + budget Ranking, program specifics, placement rates, alumni salary, ROI, application difficulty
8 Certification Pathway Advisor Field (cloud, security, PM, etc) Certification hierarchy (entry → advanced), cost, study time, exam difficulty, employer demand, salary premium
9 Personal Brand Builder Career stage + goals LinkedIn profile optimization, portfolio strategy, content plan, networking outreach templates
10 Lifelong Learning Planner Career goals + 5-year horizon Skill acquisition timeline, learning format mix (courses/micro-credentials/projects/peer learning), renewal schedule

Workflow

User Query
  │
  ├─ [Step 1] Classify → career stage (student / early career / mid-career / executive) + domain + geography
  │
  ├─ [Step 2] Multi-source intelligence:
  │   └─ Labor market: BLS OOH, LinkedIn Workforce, Burning Glass/Lightcast, Indeed Hiring Lab
  │   └─ Compensation: Glassdoor, Levels.fyi
  │   └─ Education: QS/THE rankings, Coursera/edX course data, certification bodies
  │   └─ Trends: WEF Future of Jobs, O*NET skills evolution
  │
  ├─ [Step 3] Gap analysis: current vs. target skills matrix
  │
  ├─ [Step 4] Pathway generation with timeline, cost, and success probability
  │
  ├─ [Step 5] Output personalized plan with actionable steps
  │
  └─ [Step 6] ROI calculation: investment vs. expected salary uplift over 3-5 years

Output Formats

Career Transition Roadmap

Phase Timeline Focus Key Activities Resources Cost
1: Foundation Months 1-2 Core skills [Courses, certifications] [Links, providers] $X
2: Practice Months 3-4 Portfolio projects [Project ideas, hackathons] [GitHub, Kaggle] $X
3: Network Months 5-6 Industry connections [Conferences, meetups, cold outreach] [LinkedIn, Luma] $X
4: Apply Month 7+ Job search [Resume, interviews, negotiation] [Platforms, prep tools] $0
Total 7 months $X total

Salary Benchmark Table

Percentile Base Salary Bonus Equity (annual) Total Comp Notes
10th (Entry) $XX,XXX $X,XXX $X,XXX $XX,XXX New grad / bootcamp
50th (Mid) $XX,XXX $X,XXX $XX,XXX $XX,XXX 3-5 years experience
90th (Senior) $XX,XXX $X,XXX $XX,XXX $XX,XXX Staff/Principal level

Education ROI Calculator

Option Duration Total Cost Opportunity Cost Expected Salary Post Payback Period 5Y Net Gain
Bootcamp 4 months $15,000 $25,000 (no work) $95,000 10 months $315,000
Master's 2 years $60,000 $120,000 (no work) $120,000 3 years $190,000
Self-Study 8 months $500 $0 (keep job) $95,000 $0 $375,000

Usage Guidelines

  1. Data recency — labor market data shifts rapidly; flag salary/job data >6 months old
  2. Location matters — always normalize salaries for cost of living; NYC $150K ≠ Austin $150K
  3. No one-size-fits-all — present multiple pathways; self-study / bootcamp / degree each have different risk-reward profiles
  4. AI impact assessment — explicitly note automation risk and AI-augmentation opportunity for each role
  5. Motivational but honest — celebrate achievable goals while being clear about competitive realities
  6. Global perspective — support career planning across US, UK, EU, CN, IN, SG, AU, JP

Examples

Example 1: Career Transition

User: "I'm a high school teacher making $55K. Can I transition to instructional design?" Output: Skills overlap analysis (curriculum design → instructional design mapping), 6-month transition plan with cost ($3K for certs), expected salary ($75K-$95K), remote work probability (high), portfolio project ideas.

Example 2: AI Career Advice

User: "Which career is more future-proof: cybersecurity or data science?" Output: Growth rate comparison (both >30%), AI augmentation vs. replacement risk for each, salary trajectories, barrier-to-entry analysis, personality-fit guide, 10-year outlook with automation risk assessment.

Example 3: Salary Negotiation

User: "I got an offer for Senior Product Manager at a Series C startup in Berlin. Is €90K + 0.3% equity fair?" Output: Berlin PM comp benchmarks (€75K-€120K base), equity value modeling (with exit scenarios), cost-of-living comparison (vs. London/SF), negotiation script, total comp vs. FAANG alternative.


Data Base: references/career_sources.json — 12 authoritative data sources, 7 career domains, 5 education pathways, 6 career transition matrices. Last Updated: June 2026 Free Tier: Available. This skill aggregates public labor market data; no proprietary headhunter data accessed.

Usage Guidance
Installing this skill should be low risk. Be aware that broad career-related phrases may activate it more often than expected, and treat salary, job-market, and education ROI outputs as planning estimates that should be checked against current authoritative sources before making major financial or career decisions.
Capability Assessment
Purpose & Capability
The stated purpose is career and education planning, and the artifacts provide guidance tables plus a JSON list of public labor-market, compensation, and education sources that fit that purpose.
Instruction Scope
Some triggers such as "career coaching," "professional development," and "future of work" are broad and may invoke the skill in general career conversations, but the resulting behavior is advisory and purpose-aligned.
Install Mechanism
The package contains only SKILL.md and references/career_sources.json, both non-executable; metadata reports no dependencies and static scan found no suspicious patterns.
Credentials
The skill references public web data sources and does not request API keys, local files, browser profiles, credentials, or broad environment access.
Persistence & Privilege
No background agents, long-running workers, privilege escalation, profile/session use, mutation authority, or persistence mechanisms are present.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install career-path-intel
  3. After installation, invoke the skill by name or use /career-path-intel
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Career Path & Education Intelligence skill. - Tracks job market trends, emerging roles, and salary benchmarks across 7 key career domains. - Offers personalized career transition roadmaps, skills gap analysis, and lifelong learning plans. - Compares education ROI for bootcamps, degrees, and certifications with real-time data. - Integrates insights from 12 public data sources covering 800+ occupations and university rankings. - Delivers actionable, individualized career plans and salary negotiation support.
Metadata
Slug career-path-intel
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Career Path & Education Intelligence?

AI-powered career development and education planning intelligence. Tracks job market shifts (BLS/LinkedIn/Burning Glass), emerging roles (7 career domains: A... It is an AI Agent Skill for Claude Code / OpenClaw, with 19 downloads so far.

How do I install Career Path & Education Intelligence?

Run "/install career-path-intel" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Career Path & Education Intelligence free?

Yes, Career Path & Education Intelligence is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Career Path & Education Intelligence support?

Career Path & Education Intelligence is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Career Path & Education Intelligence?

It is built and maintained by ai-gaoqian (@ai-gaoqian); the current version is v1.0.0.

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