@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": "Recommender Systems Engineer",
"category": "AI/ML",
"levels": {
"RSE-L1": {
"level": "L1 - Recommender Systems Engineer Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic knowledge of recommender systems",
"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 recommender systems"
]
},
"RSE-L2": {
"level": "L2 - Junior Recommender Systems Engineer",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Capability to implement basic recommender systems solutions",
"Implementation of standard techniques",
"Practical knowledge of frameworks",
"Ability to solve typical problems",
"Understanding of pipelines",
"Capability for basic deployment",
"Knowledge of testing",
"Ability for documentation"
],
"complementaryCompetencies": [
"Knowledge of emerging technologies",
"Ability for integration",
"Understanding of automation"
],
"indicators": [
"Develops recommender systems solutions with supervision",
"Implements complete features",
"Optimizes basic processes"
]
},
"RSE-L3": {
"level": "L3 - Recommender Systems Engineer",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Design of end-to-end recommender systems solutions",
"Implementation of complex systems",
"Mastery of technology stack",
"Capability for advanced optimization",
"Ability for architecture",
"Deep knowledge of best practices",
"Implementation of monitoring",
"Capability for mentoring"
],
"complementaryCompetencies": [
"Knowledge of advanced techniques",
"Ability for innovation",
"Understanding of research"
],
"indicators": [
"Leads recommender systems projects",
"Designs complete architectures",
"Mentors junior engineers"
]
},
"RSE-L4": {
"level": "L4 - Senior Recommender Systems Engineer",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Architecture of scalable recommender systems platforms",
"Design of technical strategies",
"Implementation of enterprise systems",
"Mastery of optimization at scale",
"Capability for technical leadership",
"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 recommender systems strategy",
"Leads technical teams",
"Is reference in recommender systems"
]
},
"RSE-L5": {
"level": "L5 - Lead Recommender Systems Engineer",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Technical leadership in recommender systems",
"Design of product strategy",
"Management of teams",
"Definition of standards",
"Capability for ROI analysis",
"Implementation of governance",
"Mastery of emerging tech",
"Evangelization of culture"
],
"complementaryCompetencies": [
"Experience in consulting",
"Knowledge of business models",
"Management of budgets"
],
"indicators": [
"Manages recommender systems teams",
"Defines product vision",
"Represents recommender systems to stakeholders"
]
},
"RSE-L6": {
"level": "L6 - Principal Recommender Systems Engineer",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Direction of corporate recommender systems 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 recommender systems department",
"Participates in executive strategy",
"Defines recommender systems investments"
]
},
"RSE-L7": {
"level": "L7 - Director Recommender Systems Engineer",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Executive leadership in recommender systems",
"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 recommender systems strategy"
]
},
"RSE-L8": {
"level": "L8 - VP Recommender Systems Engineer",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Enterprise strategic vision of recommender systems",
"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 the executive committee",
"Defines the future of recommender systems",
"Is recognized leader in recommender systems"
]
},
"RSE-L9": {
"level": "L9 - Chief Recommender Systems Engineer Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Visionary leadership in recommender systems",
"Transformation of industries",
"Creation of paradigms",
"Definition of recommender systems as core business",
"Innovation in breakthrough applications",
"Evangelization of culture",
"Architect of global ecosystems",
"Influence in regulation"
],
"complementaryCompetencies": [
"Experience transforming industries with recommender systems",
"Recognition as pioneer",
"Influence in future"
],
"indicators": [
"Is Chief Recommender Systems Engineer Officer",
"Defines the future of the recommender systems industry",
"Is world authority in recommender systems"
]
}
}
}