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: AI, climate, cybersecurity, biotech, software, marketing, remote), salary benchmarks (Glassdoor/Levels.fyi), education ROI (bootcamps vs. degrees vs. certs), career transition roadmaps (6 validated pathways), and lifelong learning plans. Integrates 12 data sources covering 800+ occupations, salary data, university rankings, and real-time job posting analytics. Delivers personalized career plans, skills gap analysis, and education investment frameworks.

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.

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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.