@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": "Prompt Engineer",
"category": "AI/ML",
"levels": {
"PE-L1": {
"level": "L1 - Prompt Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic knowledge of LLMs and language models",
"Elementary understanding of prompt engineering",
"Ability to create simple prompts",
"Basic knowledge of ChatGPT/Claude/GPT-4",
"Prompt testing capability",
"Basic understanding of few-shot learning",
"Documentation of effective prompts",
"Elementary knowledge of LLM limitations"
],
"complementaryCompetencies": [
"Familiarity with OpenAI APIs",
"Basic knowledge of embeddings",
"Elementary understanding of tokenization"
],
"indicators": [
"Requires constant supervision",
"Creates effective basic prompts",
"Is learning prompt engineering"
]
},
"PE-L2": {
"level": "L2 - Junior Prompt Engineer",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Capability to design complex prompts",
"Implementation of chain-of-thought prompting",
"Practical knowledge of prompt optimization",
"Ability for few-shot and zero-shot learning",
"Understanding of temperature and sampling",
"Capability for prompt testing automation",
"Knowledge of RAG (Retrieval Augmented Generation)",
"Ability for output evaluation"
],
"complementaryCompetencies": [
"Basic knowledge of LangChain",
"Ability for vector databases",
"Understanding of semantic search"
],
"indicators": [
"Designs effective prompts with supervision",
"Optimizes LLM performance",
"Evaluates output quality"
]
},
"PE-L3": {
"level": "L3 - Prompt Engineer",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Design of complex prompt systems",
"Implementation of multi-agent systems",
"Mastery of prompt chaining",
"Capability for fine-tuning guidance",
"Ability for prompt injection prevention",
"Deep knowledge of model limitations",
"Implementation of evaluation frameworks",
"Capability for prompt versioning"
],
"complementaryCompetencies": [
"Knowledge of custom model training",
"Ability for embedding optimization",
"Understanding of cost optimization"
],
"indicators": [
"Leads LLM projects",
"Designs prompt architectures",
"Mentors in prompt engineering"
]
},
"PE-L4": {
"level": "L4 - Senior Prompt Engineer",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Architecture of enterprise LLM systems",
"Design of prompt strategies at scale",
"Implementation of LLM orchestration",
"Mastery of advanced prompting techniques",
"Capability for model selection",
"Deep knowledge of bias mitigation",
"Ability for safety and alignment",
"Leadership in LLM governance"
],
"complementaryCompetencies": [
"Experience in custom model development",
"Knowledge of distributed LLM systems",
"Implementation of monitoring"
],
"indicators": [
"Defines LLM strategy",
"Leads prompt engineering teams",
"Is LLM reference"
]
},
"PE-L5": {
"level": "L5 - Lead Prompt Engineer",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Technical leadership in LLM platforms",
"Design of LLM ecosystems",
"Management of prompt engineering teams",
"Definition of LLM standards",
"Capability for LLM ROI optimization",
"Implementation of LLM governance",
"Mastery of multi-model strategies",
"Evangelization of responsible AI"
],
"complementaryCompetencies": [
"Experience in LLM productization",
"Knowledge of LLM economics",
"Management of model providers"
],
"indicators": [
"Manages LLM teams",
"Defines generative AI vision",
"Represents LLMs to stakeholders"
]
},
"PE-L6": {
"level": "L6 - Principal LLM Architect",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Direction of corporate LLM strategy",
"Management of AI platforms at scale",
"Definition of generative AI strategy",
"Leadership in AI transformation",
"Management of LLM partnerships",
"Implementation of AI governance",
"Innovation in LLM applications",
"Management of AI compliance"
],
"complementaryCompetencies": [
"Experience in AI M&A",
"Knowledge of AI regulations",
"Leadership in AI ethics"
],
"indicators": [
"Directs LLM/AI department",
"Participates in digital strategy",
"Defines AI investments"
]
},
"PE-L7": {
"level": "L7 - Director Generative AI",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Executive leadership in generative AI",
"Design of global AI strategies",
"Organizational transformation via GenAI",
"Management of AI at enterprise scale",
"Creation of AI-first culture",
"Definition of AI roadmap",
"Evangelization of AI at board level",
"Influence in AI standards"
],
"complementaryCompetencies": [
"Management of multi-million AI budgets",
"Experience in AI unicorns",
"Leadership in AI consortiums"
],
"indicators": [
"Reports to CTO/CAI",
"Manages AI organization (30+ people)",
"Defines GenAI strategy"
]
},
"PE-L8": {
"level": "L8 - VP Generative AI",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Strategic vision of generative AI",
"Leadership in GenAI revolution",
"Creation of competitive advantage via AI",
"Management of AI ecosystems",
"Disruptive innovation in LLMs",
"Definition of AGI readiness",
"Evangelization of responsible AI",
"Influence in AI policies"
],
"complementaryCompetencies": [
"Experience as CAI in scale-ups",
"Advisory in AI startups",
"Thought leadership in GenAI"
],
"indicators": [
"Is part of the executive committee",
"Defines AI strategy",
"Is recognized leader in GenAI"
]
},
"PE-L9": {
"level": "L9 - Chief AI Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Visionary leadership in artificial intelligence",
"Transformation of companies via AI",
"Creation of AI paradigms",
"Definition of AI-native organizations",
"Innovation in AI governance",
"Evangelization of AI consciousness",
"Architect of AI ecosystems",
"Influence in AI regulation"
],
"complementaryCompetencies": [
"Experience transforming Fortune 500 with AI",
"Recognition as AI pioneer",
"Influence in AI policy"
],
"indicators": [
"Is Chief AI Officer",
"Defines the future of AI in the industry",
"Is world authority in AI"
]
}
}
}