Analytics Engineering
Analytics Engineering is an individual-contributor Data + AI career progressing from guided delivery to enterprise expertise without requiring people management.
- Función
- Data & Analytics
- Arquetipo
- Engineering
- Nivel más alto
- L6 · Principal Analytics Engineer
Para qué existe
Transforms modeled data into governed analytical datasets, semantic models and trusted metrics for self-service analytics.
Responsabilidades típicas
Deliver analytics engineering 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 Analytics Engineer → Analytics Engineer → Senior Analytics Engineer → Staff Analytics Engineer → Senior Staff Analytics Engineer → Principal Analytics Engineer
Niveles de esta carrera
Seis etapas estándar. La séptima existe solo donde la carrera la contempla.
Qué se espera en L4 · Staff Analytics Engineer
Apply analytics engineering capability at leads ambiguous cross-team work through expertise without people management.
Las cinco dimensiones que cambian
- Autonomía
- Cross-team technical/professional leadership
- Alcance
- Leads ambiguous cross-team work through expertise without people management.
- Complejidad
- Complex
- Influencia
- Multiple teams
- Impacto en el negocio
- Domain/cross-team
- Ambigüedad
- High
Cómo se ve un buen desempeño
Produces trustworthy analytics engineering outcomes, makes sound trade-offs, communicates evidence and risks, and demonstrates the autonomy and impact expected at L4.
Evidencia típica
Completed analytics engineering work products or production outcomes; documented decisions; measurable improvements in quality, reliability, risk, speed, cost or business outcomes; peer/stakeholder evidence of L4 scope.
Habilidades esperadas en L4
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
| Humanas | P | De apoyo |
|---|---|---|
| Clear verbal communicationCommunication & Language | P4ProficientDe apoyo | Adapts Clear verbal communication to complex situations and guides peers in applying it consistently. |
| Clear written communicationCommunication & Language | P4ProficientDe apoyo | Adapts Clear written communication to complex situations and guides peers in applying it consistently. |
| CollaborationCollaboration & Relationships | P4ProficientDe apoyo | Adapts Collaboration to complex situations and guides peers in applying it consistently. |
| Critical thinkingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Critical thinking to complex situations and guides peers in applying it consistently. |
| Cross-functional collaborationCollaboration & Relationships | P4ProficientDe apoyo | Adapts Cross-functional collaboration to complex situations and guides peers in applying it consistently. |
| Learning agilityExecution & Self-Management | P4ProficientDe apoyo | Adapts Learning agility to complex situations and guides peers in applying it consistently. |
| MentoringCollaboration & Relationships | P4ProficientDe apoyo | Adapts Mentoring to complex situations and guides peers in applying it consistently. |
| Stakeholder alignmentInfluence & Leadership Without Authority | P4ProficientDe apoyo | Adapts Stakeholder alignment to complex situations and guides peers in applying it consistently. |
| Strategic thinkingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Strategic thinking to complex situations and guides peers in applying it consistently. |
| Structured problem solvingThinking & Problem Solving | P4ProficientDe apoyo | Adapts Structured problem solving to complex situations and guides peers in applying it consistently. |
Profesionales7
| Profesionales | P | De apoyo |
|---|---|---|
| Analytics problem framingData & Analytics Practice | P4ProficientCentral | Adapts Analytics problem framing to complex situations and guides peers in applying it consistently. |
| Data contracts governanceData & Analytics Practice | P4ProficientDe apoyo | Adapts Data contracts governance to complex situations and guides peers in applying it consistently. |
| Data governanceCybersecurity, Privacy & Data Governance Standards | P4ProficientDe apoyo | Adapts Data governance to complex situations and guides peers in applying it consistently. |
| Data product managementData & Analytics Practice | P4ProficientDe apoyo | Adapts Data product management to complex situations and guides peers in applying it consistently. |
| Data quality managementCybersecurity, Privacy & Data Governance Standards | P4ProficientDe apoyo | Adapts Data quality management to complex situations and guides peers in applying it consistently. |
| KPI designData & Analytics Practice | P4ProficientCentral | Adapts KPI design to complex situations and guides peers in applying it consistently. |
| Metrics definitionData & Analytics Practice | P4ProficientCentral | Adapts Metrics definition to complex situations and guides peers in applying it consistently. |
Técnicas12
| Técnicas | P | De apoyo |
|---|---|---|
| Apache SparkDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Apache Spark implementations, optimizes outcomes and guides peers. |
| Dashboard developmentAnalytics, BI & Data Visualization | P4ProficientCentral | Handles complex Dashboard development implementations, optimizes outcomes and guides peers. |
| Data catalog platformsDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Data catalog platforms implementations, optimizes outcomes and guides peers. |
| Data contract implementationDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Data contract implementation implementations, optimizes outcomes and guides peers. |
| Data lineage toolingDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Data lineage tooling implementations, optimizes outcomes and guides peers. |
| Data modelingDatabases & Data Platforms | P4ProficientCentral | Handles complex Data modeling implementations, optimizes outcomes and guides peers. |
| Data visualization implementationAnalytics, BI & Data Visualization | P4ProficientDe apoyo | Handles complex Data visualization implementation implementations, optimizes outcomes and guides peers. |
| DatabricksDatabases & Data Platforms | P4ProficientDe apoyo | Handles complex Databricks implementations, optimizes outcomes and guides peers. |
| Dimensional modelingDatabases & Data Platforms | P4ProficientCentral | Handles complex Dimensional modeling implementations, optimizes outcomes and guides peers. |
| SQL analyticsAnalytics, BI & Data Visualization | P4ProficientCentral | Handles complex SQL analytics implementations, optimizes outcomes and guides peers. |
| Semantic layer engineeringAnalytics, BI & Data Visualization | P4ProficientCentral | Handles complex Semantic layer engineering implementations, optimizes outcomes and guides peers. |
| dbtDatabases & Data Platforms | P4ProficientCentral | Handles complex dbt implementations, optimizes outcomes and guides peers. |
Qué cambia al pasar de L4 a L5
Moving from Staff Analytics Engineer to Senior Staff Analytics Engineer means greater autonomy, complexity, scope, influence and evidence of impact—not simply more tools.
Cómo se demuestra que ya estás
Sustained evidence of operating at L5-type scope: handles representative complexity, influences expected stakeholders and produces durable measurable outcomes.
Cómo prepararse
Take on one assignment at next-level scope; seek feedback; document decisions/outcomes; mentor others where appropriate; close highest-priority skill gaps.
Carreras cercanas
Calculadas por habilidades compartidas. Es una señal para explorar, no una garantía de contratación ni de elegibilidad.
- Data ArchitectureData & Analytics21 habilidades compartidas
- AI Governance & Responsible AIData & Analytics12 habilidades compartidas
- AI Platform & MLOps EngineeringData & Analytics12 habilidades compartidas
- Data AnalyticsData & Analytics15 habilidades compartidas
- Business IntelligenceData & Analytics15 habilidades compartidas
- Data EngineeringData & Analytics15 habilidades compartidas
Marco de carreras v21, activo desde 17 de agosto de 2026.