TecHub

Machine Learning Engineering

Machine Learning Engineering is an individual-contributor career path within Data & Analytics. Professionals progress from guided execution to independent delivery, senior problem solving, cross-team leadership and enterprise-level expertise without requiring people management.

Arquetipo
Engineering
Nivel más alto
L7 · Distinguished Machine Learning Engineer

Para qué existe

Enables the organization to deliver reliable outcomes in machine learning engineering by building progressively deeper expertise, judgment, ownership and business impact.

Responsabilidades típicas

Execute discipline-specific work; apply professional standards; solve increasingly complex problems; collaborate with stakeholders; improve quality and efficiency; share expertise; at senior levels, shape practices and decisions beyond the immediate team.

Dónde se trabaja

Common in Data & Analytics teams across technology companies, shared-services organizations, consulting firms, multinational operations and other employers that require machine learning engineering capability.

Cómo avanza la carrera

Associate Machine Learning Engineer → Machine Learning Engineer → Senior Machine Learning Engineer → Staff Machine Learning Engineer → Senior Staff Machine Learning Engineer → Principal Machine Learning Engineer → Distinguished Machine Learning Engineer

Niveles de esta carrera

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

  1. L1Associate Machine Learning Engineer
  2. L2Machine Learning Engineer
  3. L3Senior Machine Learning Engineer
  4. L4Staff Machine Learning Engineer
  5. L5Senior Staff Machine Learning Engineer
  6. L6Principal Machine Learning Engineer
  7. L7Distinguished Machine Learning Engineer

Nivel distinguido opcional. No todas las carreras llegan acá.

Qué se espera en L6 · Principal Machine Learning Engineer

Senior-principal enterprise expert; influences multiple domains, geographies or major business outcomes. The focus is successful individual contribution at this stage, not people management.

Las cinco dimensiones que cambian

Autonomía
Acts as an enterprise expert with broad autonomy.
Alcance
Enterprise-wide or multi-business scope.
Complejidad
Systemic, novel and high-consequence challenges.
Influencia
Enterprise leaders, communities of practice and major external stakeholders.
Impacto en el negocio
Enterprise transformation, standards, risk reduction and sustained business impact.
Ambigüedad
Very high.

Cómo se ve un buen desempeño

Principal Machine Learning Engineer consistently demonstrates the expected autonomy and judgment for L6, delivers outcomes appropriate to the scope of the role, applies required Human, Professional and Technical skills at the mapped proficiency, and produces evidence of impact rather than relying on tenure alone.

Evidencia típica

Completed work with measurable quality/outcome; stakeholder feedback; examples of problems solved and decisions made; reusable artifacts or improvements; demonstrated skill proficiency; mentoring/influence evidence at senior levels.

Habilidades esperadas en L6

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.

Humanas25

HumanasPDe apoyo
AccountabilityExecution & Self-ManagementP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Active listeningCommunication & LanguageP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
AdaptabilityExecution & Self-ManagementP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Clear verbal communicationCommunication & LanguageP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Clear written communicationCommunication & LanguageP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
CollaborationCollaboration & RelationshipsP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Continuous learningExecution & Self-ManagementP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Critical thinkingThinking & Problem SolvingP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Cross-functional collaborationCollaboration & RelationshipsP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Decision makingThinking & Problem SolvingP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Executive communicationCommunication & LanguageP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Executive presenceInfluence & Leadership Without AuthorityP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Influencing without authorityInfluence & Leadership Without AuthorityP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Organizational awarenessInfluence & Leadership Without AuthorityP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
ProfessionalismEthics & Professional ConductP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Stakeholder alignmentInfluence & Leadership Without AuthorityP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Strategic thinkingThinking & Problem SolvingP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Structured problem solvingThinking & Problem SolvingP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Systems thinkingThinking & Problem SolvingP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Time managementExecution & Self-ManagementP7Enterprise / Industry AuthorityCentralIndustry-level authority who creates new practices, influences the profession and represents the organization externally.
Change championingInfluence & Leadership Without AuthorityP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Giving constructive feedbackCommunication & LanguageP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Knowledge sharingCollaboration & RelationshipsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
MentoringCollaboration & RelationshipsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
NegotiationInfluence & Leadership Without AuthorityP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.

Profesionales14

ProfesionalesPDe apoyo
Analytics problem framingData & Analytics PracticeP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data classification policyCybersecurity, Privacy & Data Governance StandardsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data ethicsData & Analytics PracticeP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data product managementData & Analytics PracticeP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data protection impact assessmentsCybersecurity, Privacy & Data Governance StandardsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data quality managementCybersecurity, Privacy & Data Governance StandardsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data stewardshipCybersecurity, Privacy & Data Governance StandardsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data storytellingData & Analytics PracticeP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Resource managementProject, Program & Portfolio ManagementP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
SAFe / scaled agileAgile, Product & Delivery MethodsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Schedule managementProject, Program & Portfolio ManagementP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
ScrumAgile, Product & Delivery MethodsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
User story definitionAgile, Product & Delivery MethodsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Value stream managementAgile, Product & Delivery MethodsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.

Técnicas14

TécnicasPDe apoyo
AI-assisted content creation toolsAI Productivity & Knowledge ToolsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
ChatGPTAI Productivity & Knowledge ToolsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data lake / lakehouse engineeringDatabases & Data PlatformsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Data modelingDatabases & Data PlatformsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Deep learningData Science, ML & AIP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
GitHub CopilotAI Productivity & Knowledge ToolsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Google Compute EngineCloud PlatformsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Google Kubernetes EngineCloud PlatformsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Machine learningData Science, ML & AIP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Microsoft CopilotAI Productivity & Knowledge ToolsP6ExpertDe apoyoEnterprise expert who sets standards, shapes strategy and develops capability across functions.
SQLProgramming LanguagesP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
ScalaProgramming LanguagesP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Supervised learningData Science, ML & AIP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.
Unsupervised learningData Science, ML & AIP6ExpertCentralEnterprise expert who sets standards, shapes strategy and develops capability across functions.

Qué cambia al pasar de L6 a L7

Moving from Principal Machine Learning Engineer to Distinguished Machine Learning Engineer means demonstrating sustained performance at a larger scope with greater autonomy, complexity, influence and business impact—not simply spending more time in role.

Cómo se demuestra que ya estás

Repeatedly performs key aspects of Distinguished Machine Learning Engineer before promotion; demonstrates the required skill increases; handles novel problems with few precedents.; receives credible stakeholder evidence; shows measurable outcomes at the next-level scope.

Cómo prepararse

Take stretch assignments at the next-level scope; deepen the listed skill gaps; seek feedback from experienced practitioners; document measurable outcomes and decisions; mentor/share knowledge where appropriate; pursue relevant learning or certification when it strengthens capability.

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.