@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 Researcher",
"category": "Data",
"levels": {
"AIR-L1": {
"level": "L1 - AI Research Trainee",
"levelNumber": 1,
"yearsRange": {
"min": 0,
"max": 1
},
"coreCompetencies": [
"Basic understanding of AI/ML fundamentals",
"Elementary knowledge of mathematics for AI",
"Ability to implement basic algorithms",
"Basic understanding of deep learning",
"Ability to use ML frameworks",
"Elementary knowledge of scientific papers",
"Basic understanding of experimentation",
"Ability to document research"
],
"complementaryCompetencies": [
"Basic knowledge of statistics",
"Familiarity with Python/R",
"Elementary understanding of computing"
],
"indicators": [
"Requires constant supervision",
"Can assist in research",
"Needs 1-2 years background"
]
},
"AIR-L2": {
"level": "L2 - Junior AI Researcher",
"levelNumber": 2,
"yearsRange": {
"min": 1,
"max": 2
},
"coreCompetencies": [
"Ability to implement research papers",
"Ability to design experiments",
"Practical knowledge of neural networks",
"Understanding of optimization techniques",
"Model benchmarking capability",
"Ability to perform literature review",
"Knowledge of reproducibility",
"Understanding of ethics in AI"
],
"complementaryCompetencies": [
"Knowledge of distributed training",
"Ability for visualization",
"Understanding of HPC"
],
"indicators": [
"Conducts research with supervision",
"Implements new techniques",
"Publishes in workshops"
]
},
"AIR-L3": {
"level": "L3 - AI Researcher",
"levelNumber": 3,
"yearsRange": {
"min": 2,
"max": 3
},
"coreCompetencies": [
"Mastery of state-of-the-art techniques",
"Ability to propose new methods",
"Ability to lead research projects",
"Deep knowledge of multiple domains",
"Academic collaboration capability",
"Solid understanding of theoretical foundations",
"Mentoring ability",
"Knowledge of grant writing"
],
"complementaryCompetencies": [
"Knowledge of quantum ML",
"Ability for neuromorphic computing",
"Understanding of bio-inspired AI"
],
"indicators": [
"Leads research lines",
"Publishes in top conferences",
"Collaborates with academia"
]
},
"AIR-L4": {
"level": "L4 - Senior AI Researcher",
"levelNumber": 4,
"yearsRange": {
"min": 3,
"max": 5
},
"coreCompetencies": [
"Ability to define research agenda",
"Mastery of breakthrough innovations",
"Ability to lead research teams",
"Deep knowledge of AI landscape",
"Industry collaboration capability",
"Mastery of research strategy",
"Ability for IP creation",
"Knowledge of research commercialization"
],
"complementaryCompetencies": [
"Knowledge of AGI research",
"Ability for foundational models",
"Understanding of AI safety"
],
"indicators": [
"Defines research direction",
"Leads strategic collaborations",
"Publishes influential papers"
]
},
"AIR-L5": {
"level": "L5 - Lead AI Researcher",
"levelNumber": 5,
"yearsRange": {
"min": 5,
"max": 7
},
"coreCompetencies": [
"Expertise in research leadership",
"Ability to build research labs",
"Mastery of interdisciplinary research",
"Ability for strategic partnerships",
"Deep knowledge of funding landscape",
"Ability to define research culture",
"Expertise in talent development",
"Mastery of research impact"
],
"complementaryCompetencies": [
"Knowledge of consciousness research",
"Ability for hybrid intelligence",
"Understanding of singularity"
],
"indicators": [
"Architects research programs",
"Leads multiple lines",
"Defines research strategy"
]
},
"AIR-L6": {
"level": "L6 - Principal AI Researcher",
"levelNumber": 6,
"yearsRange": {
"min": 7,
"max": 10
},
"coreCompetencies": [
"Ability to define research vision",
"Expertise in breakthrough discoveries",
"Mastery of global research networks",
"Ability for research diplomacy",
"Deep knowledge of AI futures",
"Thought leadership capability",
"Expertise in research ecosystems",
"Mastery of scientific impact"
],
"complementaryCompetencies": [
"Knowledge of post-singularity",
"Ability for alien AI",
"Understanding of cosmic intelligence"
],
"indicators": [
"Defines corporate research vision",
"Leads research organizations",
"Influences AI direction"
]
},
"AIR-L7": {
"level": "L7 - Research Director",
"levelNumber": 7,
"yearsRange": {
"min": 10,
"max": 12
},
"coreCompetencies": [
"Leadership in AI research evolution",
"Global research management capability",
"Expertise in scientific transformation",
"Mastery of research governance",
"Ability to define scientific culture",
"Deep knowledge of breakthrough value",
"Expertise in nobel-class research",
"Ability to lead revolution"
],
"complementaryCompetencies": [
"Ability to influence science",
"Ability to create institutes",
"Knowledge of research empires"
],
"indicators": [
"Defines executive research strategy",
"Represents company in science",
"Thought leader in AI research"
]
},
"AIR-L8": {
"level": "L8 - VP Research",
"levelNumber": 8,
"yearsRange": {
"min": 12,
"max": 15
},
"coreCompetencies": [
"Strategic vision of AI research",
"Research as core business capability",
"Expertise in transformation through research",
"Mastery of executive lab management",
"Ability to build institutes",
"Deep knowledge of scientific value",
"Expertise in research alliances",
"Ability to define future"
],
"complementaryCompetencies": [
"Ability to influence governments",
"Ability for moonshots",
"Knowledge of research unicorns"
],
"indicators": [
"Responsible for all research",
"Defines scientific future",
"Recognized leader in AI research"
]
},
"AIR-L9": {
"level": "L9 - Chief Research Officer",
"levelNumber": 9,
"yearsRange": {
"min": 15,
"max": null
},
"coreCompetencies": [
"Executive leadership in research",
"Science as definitive advantage capability",
"Expertise in humanity transformation",
"Mastery of scientific governance",
"Ability to create new fields",
"Deep knowledge of existential impact",
"Expertise in civilization advancement",
"Ability to define singularity",
"Mastery of transcendence"
],
"complementaryCompetencies": [
"Ability to create new sciences",
"Ability to transform species",
"Knowledge of post-human futures"
],
"indicators": [
"Ultimate research leader",
"Defines future of intelligence",
"Global leader in AI evolution"
]
}
}
}