Back to lattice
Stable node URL

Analytics Engineer

The bridge between raw data and trustworthy business metrics.

hybrid
pilot
hybrid
Senior
Aliases
4
Sources
1
Neighbors
3

What this page is for

A stable inspection page for one graph node.

• The path identifies this node directly.

• Compare state stays in the query string.

• Add interest saves this node on your profile for a later aligned path.

Compare with a neighbor
Advanced

Personality-aligned path

Use saved Role Lattice interests plus your Workplace Archetype Quiz result.

Node profile

Humans arbitrate metric meaning. Agents draft models, explain lineage, and monitor anomalies.

Role frame
Turn messy event data into reliable metrics, models, and decision layers.
Obligations
Own semantic consistency
Shape metric definitions
Bridge product and data teams
Tasks
Model events
Build dbt models
Audit dashboards
Resolve metric disagreements
Skills
SQL
Data modeling
Metrics design
Stakeholder alignment
Tools
dbt
SQL warehouse
BI tools
Catalogs
Prerequisites
Strong SQL
Understanding of product analytics
Agent eligible
Generate SQL drafts
Explain query lineage
Summarize dashboard anomalies
Human gated
Metric definition changes
Business-facing data contracts
Comparison

Analytics Engineer vs Backend Engineer

Core backend ownership with a strong bias toward reliability and clear service boundaries.

Kind
hybrid vs human
Seniority
Senior vs Mid
Demand
288 vs 395
Space
pilot-space:data → pilot-space:technology
Neighbors in common
0
Shared tools
0
Compare is meant to answer one question: what changes when I move from one node to the other?
Analytics Engineer only skills
SQL
Data modeling
Metrics design
Stakeholder alignment
Backend Engineer only skills
API design
Distributed systems
Testing
Observability
Role Lattice — Career Node | Archetype AI