@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": "MLOps Specialist",
"category": "AI/ML",
"levels": {
"MLOPS-L1": {
"level": "L1 - MLOps Specialist Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic knowledge of MLOps",
"Elementary understanding of fundamentals",
"Ability for simple tasks",
"Basic knowledge of tools",
"Capability to work with 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 MLOps"
]
},
"MLOPS-L2": {
"level": "L2 - Junior MLOps Specialist",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Capability to implement basic MLOps solutions",
"Implementation of standard techniques",
"Practical knowledge of frameworks",
"Ability to solve typical problems",
"Understanding of pipelines",
"Basic deployment capability",
"Knowledge of testing",
"Ability for documentation"
],
"complementaryCompetencies": [
"Knowledge of emerging technologies",
"Ability for integration",
"Understanding of automation"
],
"indicators": [
"Develops MLOps solutions with supervision",
"Implements complete features",
"Optimizes basic processes"
]
},
"MLOPS-L3": {
"level": "L3 - MLOps Specialist",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Design of end-to-end MLOps 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 MLOps projects",
"Designs complete architectures",
"Mentors junior engineers"
]
},
"MLOPS-L4": {
"level": "L4 - Senior MLOps Specialist",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Architecture of scalable MLOps 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 MLOps strategy",
"Leads technical teams",
"Is a reference in MLOps"
]
},
"MLOPS-L5": {
"level": "L5 - Lead MLOps Specialist",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Technical leadership in MLOps",
"Design of product strategy",
"Team management",
"Definition of standards",
"ROI analysis capability",
"Implementation of governance",
"Mastery of emerging tech",
"Evangelization of culture"
],
"complementaryCompetencies": [
"Experience in consulting",
"Knowledge of business models",
"Budget management"
],
"indicators": [
"Manages MLOps teams",
"Defines product vision",
"Represents MLOps to stakeholders"
]
},
"MLOPS-L6": {
"level": "L6 - Principal MLOps Specialist",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Direction of corporate MLOps strategy",
"Management of platforms at scale",
"Definition of enterprise architecture",
"Leadership in transformation",
"Management of strategic partnerships",
"Implementation of responsible practices",
"Innovation in solutions",
"Management of compliance"
],
"complementaryCompetencies": [
"Experience in M&A",
"Knowledge of investment",
"Leadership in industry community"
],
"indicators": [
"Directs MLOps department",
"Participates in executive strategy",
"Defines investments in MLOps"
]
},
"MLOPS-L7": {
"level": "L7 - Director MLOps Specialist",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Executive leadership in MLOps",
"Design of global strategies",
"Organizational transformation",
"Management at Fortune 500 scale",
"Creation of organizational culture",
"Definition of strategic roadmap",
"Evangelization at board level",
"Influence in industry"
],
"complementaryCompetencies": [
"Management of multi-million budgets",
"Experience in unicorns",
"Leadership in standards"
],
"indicators": [
"Reports to CTO/CEO",
"Manages organization (50+ people)",
"Defines corporate MLOps strategy"
]
},
"MLOPS-L8": {
"level": "L8 - VP MLOps Specialist",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Enterprise strategic vision of MLOps",
"Leadership in transformation",
"Creation of competitive advantage",
"Management of global ecosystems",
"Disruptive innovation",
"Definition of future direction",
"Evangelization of paradigm shift",
"Influence in policies"
],
"complementaryCompetencies": [
"Experience as executive in tech giants",
"Advisory in startups",
"Thought leadership"
],
"indicators": [
"Is part of executive committee",
"Defines the future of MLOps",
"Is a recognized leader in MLOps"
]
},
"MLOPS-L9": {
"level": "L9 - Chief MLOps Specialist Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Visionary leadership in MLOps",
"Transformation of industries",
"Creation of paradigms",
"Definition of MLOps as core business",
"Innovation in breakthrough applications",
"Evangelization of culture",
"Architect of global ecosystems",
"Influence in regulation"
],
"complementaryCompetencies": [
"Experience transforming industries with MLOps",
"Recognition as pioneer",
"Influence in the future"
],
"indicators": [
"Is Chief MLOps Specialist Officer",
"Defines the future of the MLOps industry",
"Is world authority in MLOps"
]
}
}
}