@sparring/tech-roles-library
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Comprehensive tech roles and competencies library for 78 technical roles with 9 career levels each. Includes detailed competencies and career progression paths with complete bilingual support (EN/ES).
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{
"role": "AI Engineer",
"category": "AI/ML",
"levels": {
"AIE-L1": {
"level": "L1 - AI Engineer Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic knowledge of AI/ML",
"Elementary understanding of fundamentals",
"Ability to perform simple tasks",
"Basic knowledge of tools",
"Ability to work under supervision",
"Understanding of core concepts",
"Basic documentation",
"Elementary knowledge of best practices"
],
"complementaryCompetencies": [
"Familiarity with basic frameworks",
"Knowledge of standard tools",
"Elementary understanding of cloud"
],
"indicators": [
"Requires constant supervision",
"Executes basic tasks with guidance",
"Is learning AI/ML"
]
},
"AIE-L2": {
"level": "L2 - Junior AI Engineer",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Ability to implement basic AI/ML solutions",
"Implementation of standard techniques",
"Practical knowledge of frameworks",
"Ability to solve typical problems",
"Understanding of pipelines",
"Basic deployment capability",
"Knowledge of testing",
"Ability to write documentation"
],
"complementaryCompetencies": [
"Knowledge of emerging technologies",
"Ability for integration",
"Understanding of automation"
],
"indicators": [
"Develops AI/ML solutions with supervision",
"Implements complete features",
"Optimizes basic processes"
]
},
"AIE-L3": {
"level": "L3 - AI Engineer",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Design of end-to-end AI/ML solutions",
"Implementation of complex systems",
"Mastery of technology stack",
"Advanced optimization capability",
"Ability for architecture",
"Deep knowledge of best practices",
"Implementation of monitoring",
"Mentoring capability"
],
"complementaryCompetencies": [
"Knowledge of advanced techniques",
"Ability for innovation",
"Understanding of research"
],
"indicators": [
"Leads AI/ML projects",
"Designs complete architectures",
"Mentors junior engineers"
]
},
"AIE-L4": {
"level": "L4 - Senior AI Engineer",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Architecture of scalable AI/ML platforms",
"Design of technical strategies",
"Implementation of enterprise systems",
"Mastery of optimization at scale",
"Technical leadership capability",
"Deep knowledge of advanced patterns",
"Ability for strategic planning",
"Leadership in transformation"
],
"complementaryCompetencies": [
"Experience in distributed systems",
"Knowledge of cutting-edge tech",
"Implementation of innovation"
],
"indicators": [
"Defines AI/ML strategy",
"Leads technical teams",
"Is a reference in AI/ML"
]
},
"AIE-L5": {
"level": "L5 - Lead AI Engineer",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Technical leadership in AI/ML",
"Product strategy design",
"Team management",
"Standards definition",
"ROI analysis capability",
"Implementation of governance",
"Mastery of emerging tech",
"Culture evangelization"
],
"complementaryCompetencies": [
"Experience in consulting",
"Knowledge of business models",
"Budget management"
],
"indicators": [
"Manages AI/ML teams",
"Defines product vision",
"Represents AI/ML to stakeholders"
]
},
"AIE-L6": {
"level": "L6 - Principal AI Engineer",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Direction of corporate AI/ML strategy",
"Management of platforms at scale",
"Definition of enterprise architecture",
"Leadership in transformation",
"Management of strategic partnerships",
"Implementation of responsible practices",
"Innovation in solutions",
"Compliance management"
],
"complementaryCompetencies": [
"Experience in M&A",
"Knowledge of investment",
"Leadership in industry community"
],
"indicators": [
"Directs AI/ML department",
"Participates in executive strategy",
"Defines AI/ML investments"
]
},
"AIE-L7": {
"level": "L7 - Director AI Engineer",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Executive leadership in AI/ML",
"Design of global strategies",
"Organizational transformation",
"Management at Fortune 500 scale",
"Creation of organizational culture",
"Definition of strategic roadmap",
"Board-level evangelization",
"Industry influence"
],
"complementaryCompetencies": [
"Management of multi-million budgets",
"Experience in unicorns",
"Leadership in standards"
],
"indicators": [
"Reports to CTO/CEO",
"Manages organization (50+ people)",
"Defines corporate AI/ML strategy"
]
},
"AIE-L8": {
"level": "L8 - VP AI Engineer",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Strategic business vision for AI/ML",
"Leadership in transformation",
"Creation of competitive advantage",
"Management of global ecosystems",
"Disruptive innovation",
"Definition of future direction",
"Evangelization of paradigm shift",
"Influence on policies"
],
"complementaryCompetencies": [
"Experience as executive in tech giants",
"Advisory in startups",
"Thought leadership"
],
"indicators": [
"Is part of executive committee",
"Defines future of AI/ML",
"Is recognized leader in AI/ML"
]
},
"AIE-L9": {
"level": "L9 - Chief AI Engineer Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Visionary leadership in AI/ML",
"Industry transformation",
"Creation of paradigms",
"Definition of AI/ML as core business",
"Innovation in breakthrough applications",
"Culture evangelization",
"Architect of global ecosystems",
"Influence on regulation"
],
"complementaryCompetencies": [
"Experience transforming industries with AI/ML",
"Recognition as pioneer",
"Influence on future"
],
"indicators": [
"Is Chief AI Engineer Officer",
"Defines future of AI/ML industry",
"Is world authority in AI/ML"
]
}
}
}