TecHub

Applied AI / Applied Science

Applied AI / Applied Science is an individual-contributor Data + AI career progressing from guided delivery to enterprise expertise without requiring people management.

Arquetipo
Science
Nivel más alto
L7 · Distinguished Applied Scientist

Para qué existe

Applies scientific methods and advanced AI/ML research to product and business problems, bridging experimentation and production impact.

Responsabilidades típicas

Deliver applied ai / applied science outcomes; apply data/AI standards; manage quality, reliability and risk; collaborate across product, engineering, security, legal and business teams; at senior levels shape enterprise standards and strategy.

Dónde se trabaja

Technology companies, data/cloud platforms, financial services, consulting, shared services, product engineering and regulated enterprises adopting Data + AI.

Cómo avanza la carrera

Associate Applied Scientist → Applied Scientist → Senior Applied Scientist → Staff Applied Scientist → Principal Applied Scientist → Senior Principal Applied Scientist → Distinguished Applied Scientist

Niveles de esta carrera

Seis etapas estándar. La séptima existe solo donde la carrera la contempla.

  1. L1Associate Applied Scientist
  2. L2Applied Scientist
  3. L3Senior Applied Scientist
  4. L4Staff Applied Scientist
  5. L5Principal Applied Scientist
  6. L6Senior Principal Applied Scientist
  7. L7Distinguished Applied Scientist

Nivel distinguido opcional. No todas las carreras llegan acá.

Qué se espera en L7 · Distinguished Applied Scientist

Apply applied ai / applied science capability at operates as a rare distinguished authority with enterprise or industry influence.

Las cinco dimensiones que cambian

Autonomía
Industry/frontier authority
Alcance
Operates as a rare distinguished authority with enterprise or industry influence.
Complejidad
Frontier
Influencia
Enterprise / industry
Impacto en el negocio
Enterprise / industry
Ambigüedad
High

Cómo se ve un buen desempeño

Produces trustworthy applied ai / applied science outcomes, makes sound trade-offs, communicates evidence and risks, and demonstrates the autonomy and impact expected at L7.

Evidencia típica

Completed applied ai / applied science work products or production outcomes; documented decisions; measurable improvements in quality, reliability, risk, speed, cost or business outcomes; peer/stakeholder evidence of L7 scope.

Habilidades esperadas en L7

Agrupadas en humanas, profesionales y técnicas. La proficiencia meta usa la escala P1–P7, y cada fila dice qué significa ese nivel para esa habilidad.

Humanas10

HumanasPDe apoyo
Clear verbal communicationCommunication & LanguageP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Clear verbal communication and creates new practices or standards.
Clear written communicationCommunication & LanguageP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Clear written communication and creates new practices or standards.
CollaborationCollaboration & RelationshipsP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Collaboration and creates new practices or standards.
Critical thinkingThinking & Problem SolvingP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Critical thinking and creates new practices or standards.
Cross-functional collaborationCollaboration & RelationshipsP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Cross-functional collaboration and creates new practices or standards.
Learning agilityExecution & Self-ManagementP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Learning agility and creates new practices or standards.
MentoringCollaboration & RelationshipsP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Mentoring and creates new practices or standards.
Stakeholder alignmentInfluence & Leadership Without AuthorityP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Stakeholder alignment and creates new practices or standards.
Strategic thinkingThinking & Problem SolvingP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Strategic thinking and creates new practices or standards.
Structured problem solvingThinking & Problem SolvingP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Structured problem solving and creates new practices or standards.

Profesionales7

ProfesionalesPDe apoyo
AI evaluation governanceData & Analytics PracticeP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in AI evaluation governance and creates new practices or standards.
AI governanceData & Analytics PracticeP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in AI governance and creates new practices or standards.
Data ethicsData & Analytics PracticeP7Enterprise / Industry AuthorityCentralActs as an industry-level authority in Data ethics and creates new practices or standards.
Experiment designData & Analytics PracticeP7Enterprise / Industry AuthorityCentralActs as an industry-level authority in Experiment design and creates new practices or standards.
Model risk managementData & Analytics PracticeP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Model risk management and creates new practices or standards.
Responsible AI principlesData & Analytics PracticeP7Enterprise / Industry AuthorityDe apoyoActs as an industry-level authority in Responsible AI principles and creates new practices or standards.
Statistical inferenceData & Analytics PracticeP7Enterprise / Industry AuthorityCentralActs as an industry-level authority in Statistical inference and creates new practices or standards.

Técnicas14

TécnicasPDe apoyo
Deep learningData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for Deep learning and influences the profession beyond the organization.
JupyterAnalytics, BI & Data VisualizationP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for Jupyter and influences the profession beyond the organization.
LLM evaluation and benchmarkingData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for LLM evaluation and benchmarking and influences the profession beyond the organization.
LLM fine-tuning and PEFTData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for LLM fine-tuning and PEFT and influences the profession beyond the organization.
Large language modelsData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for Large language models and influences the profession beyond the organization.
Machine learningData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for Machine learning and influences the profession beyond the organization.
Model evaluationData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for Model evaluation and influences the profession beyond the organization.
Multimodal AIData Science, ML & AIP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for Multimodal AI and influences the profession beyond the organization.
Natural language processingData Science, ML & AIP7Enterprise / Industry AuthorityCentralAdvances the state of practice for Natural language processing and influences the profession beyond the organization.
PyTorchData Science, ML & AIP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for PyTorch and influences the profession beyond the organization.
Python data analysisAnalytics, BI & Data VisualizationP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for Python data analysis and influences the profession beyond the organization.
Reinforcement learning for AIData Science, ML & AIP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for Reinforcement learning for AI and influences the profession beyond the organization.
Synthetic data generationData Science, ML & AIP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for Synthetic data generation and influences the profession beyond the organization.
TensorFlowData Science, ML & AIP7Enterprise / Industry AuthorityDe apoyoAdvances the state of practice for TensorFlow and influences the profession beyond the organization.

Es el nivel más alto de esta carrera.

Carreras cercanas

Calculadas por habilidades compartidas. Es una señal para explorar, no una garantía de contratación ni de elegibilidad.

Marco de carreras v21, activo desde 17 de agosto de 2026.