Perfil de habilidad

LLM Evaluation

Benchmarks, BLEU/ROUGE metrics, human eval, LLM-as-judge, generation quality assessment

Machine Learning & AI LLM & Generative AI

Roles

donde aparece esta habilidad

Niveles

ruta de crecimiento estructurada

Requisitos obligatorios

los otros 2 opcionales

Machine Learning & AI

LLM & Generative AI

17/3/2026

Selecciona tu nivel actual y compara las expectativas.

Qué se espera en cada nivel

La tabla muestra cómo crece la profundidad desde Junior hasta Principal.

Rol	Obligatorio	Descripción
AI Product Engineer		Understands the fundamentals of LLM Evaluation. Applies basic practices in daily work. Follows recommendations from the team and documentation.
LLM Engineer	Obligatorio	Knows basic LLM evaluation metrics: perplexity, BLEU, ROUGE. Runs standard benchmarks (MMLU, HellaSwag) under mentor guidance and interprets basic results.

Rol	Obligatorio	Descripción
AI Product Engineer		Independently applies LLM Evaluation in practice. Understands trade-offs of different approaches. Solves typical tasks independently.
LLM Engineer	Obligatorio	Independently designs evaluation pipelines: custom benchmarks, domain-specific eval sets, human evaluation protocols. Compares models across multiple metrics for production decision-making.

Rol	Obligatorio	Descripción
AI Product Engineer	Obligatorio	Has deep expertise in LLM Evaluation. Designs solutions for production systems. Optimizes and scales. Mentors the team.
LLM Engineer	Obligatorio	Designs comprehensive evaluation frameworks: automated eval with LLM-as-judge, contamination detection, statistical significance testing. Develops domain-specific benchmarks for production tasks.

Rol	Obligatorio	Descripción
AI Product Engineer	Obligatorio	Defines LLM Evaluation strategy at the team/product level. Establishes standards and best practices. Conducts reviews.
LLM Engineer	Obligatorio	Defines evaluation standards for the LLM team. Establishes model evaluation guidelines, regression testing, benchmark management. Coordinates human evaluation processes and quality assurance.

Rol	Obligatorio	Descripción
AI Product Engineer	Obligatorio	Defines LLM Evaluation strategy at the organizational level. Establishes enterprise approaches. Mentors leads and architects.
LLM Engineer	Obligatorio	Shapes enterprise evaluation strategy. Defines approaches to continuous evaluation, model quality governance, and benchmark development. Ensures alignment between evaluation metrics and business objectives.

Junior 2 requisitos

AI Product Engineer

Understands the fundamentals of LLM Evaluation. Applies basic practices in daily work. Follows recommendations from the team and documentation.
LLM Engineer
Obligatorio

Knows basic LLM evaluation metrics: perplexity, BLEU, ROUGE. Runs standard benchmarks (MMLU, HellaSwag) under mentor guidance and interprets basic results.

Middle 2 requisitos

AI Product Engineer

Independently applies LLM Evaluation in practice. Understands trade-offs of different approaches. Solves typical tasks independently.
LLM Engineer
Obligatorio

Independently designs evaluation pipelines: custom benchmarks, domain-specific eval sets, human evaluation protocols. Compares models across multiple metrics for production decision-making.

Senior 2 requisitos

AI Product Engineer
Obligatorio

Has deep expertise in LLM Evaluation. Designs solutions for production systems. Optimizes and scales. Mentors the team.
LLM Engineer
Obligatorio

Designs comprehensive evaluation frameworks: automated eval with LLM-as-judge, contamination detection, statistical significance testing. Develops domain-specific benchmarks for production tasks.

Lead / Staff 2 requisitos

AI Product Engineer
Obligatorio

Defines LLM Evaluation strategy at the team/product level. Establishes standards and best practices. Conducts reviews.
LLM Engineer
Obligatorio

Defines evaluation standards for the LLM team. Establishes model evaluation guidelines, regression testing, benchmark management. Coordinates human evaluation processes and quality assurance.

Principal 2 requisitos

AI Product Engineer
Obligatorio

Defines LLM Evaluation strategy at the organizational level. Establishes enterprise approaches. Mentors leads and architects.
LLM Engineer
Obligatorio

Shapes enterprise evaluation strategy. Defines approaches to continuous evaluation, model quality governance, and benchmark development. Ensures alignment between evaluation metrics and business objectives.

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