II.
Role overview
Reference · liverole:analytics-engineer
Analytics Engineer overview
Sits at the intersection of data engineering and analytics, owning the transformation layer that turns raw data warehouse tables into clean, reliable, and well-documented dimensional models. Builds and maintains dbt projects, defines data contracts, and partners with analysts and data scientists to ensure the semantic layer accurately reflects business logic. Champions data testing, documentation, and modeling best practices across the data organization.
Attributes
displayName
Analytics Engineer
isAgentic
false
automatability
0.8
description
Sits at the intersection of data engineering and analytics, owning the transformation
layer that turns raw data warehouse tables into clean, reliable, and well-documented
dimensional models. Builds and maintains dbt projects, defines data contracts, and
partners with analysts and data scientists to ensure the semantic layer accurately
reflects business logic. Champions data testing, documentation, and modeling best
practices across the data organization.
seniority
mid
Outgoing edges
holds_responsibility4
- responsibility:data-quality·ResponsibilityData Quality
- responsibility:documentation·ResponsibilityDocumentation
- responsibility:code-review·ResponsibilityCode Review
- responsibility:performance-optimization·ResponsibilityPerformance Optimization
requires_skill3
- domain:data-engineering·DomainData Engineering
- specialization:data-engineering-analytics·Specialization
- domain:databases·DomainDatabases
Incoming edges
involves_role3
- workflow:data-pipeline-deployment·WorkflowData Pipeline Deployment
- workflow:data-quality-monitoring·WorkflowData Quality Monitoring
- workflow:data-governance-review·WorkflowData Governance Review
lib_involves_role46
- lib-agent:data-engineering-analytics--bi-analytics-engineer·LibraryAgentBI Analytics Engineer Agent
- lib-agent:data-engineering-analytics--data-governance-steward·LibraryAgentData Governance Steward Agent
- lib-agent:data-engineering-analytics--data-orchestration-engineer·LibraryAgentData Orchestration Engineer Agent
- lib-agent:data-engineering-analytics--data-quality-engineer·LibraryAgentdata-quality-engineer
- lib-agent:data-engineering-analytics--data-warehouse-architect·LibraryAgentdata-warehouse-architect
- lib-agent:data-engineering-analytics--dbt-project-engineer·LibraryAgentdbt-project-engineer
- lib-agent:data-engineering-analytics--dimensional-modeler·LibraryAgentDimensional Modeler Agent
- lib-agent:data-engineering-analytics--migration-specialist·LibraryAgentMigration Specialist Agent
- lib-agent:data-engineering-analytics--ml-feature-engineer·LibraryAgentML Feature Engineer Agent
- lib-agent:data-engineering-analytics--streaming-pipeline-engineer·LibraryAgentStreaming Pipeline Engineer Agent
- lib-agent:decision-intelligence--experimentation-manager·LibraryAgentexperimentation-manager
- lib-agent:decision-intelligence--predictive-analyst·LibraryAgentpredictive-analyst
- lib-agent:decision-intelligence--real-time-decision-engineer·LibraryAgentreal-time-decision-engineer
- lib-agent:knowledge-management--knowledge-analyst·LibraryAgentknowledge-analyst
- lib-agent:travel--data-quality-inspector·LibraryAgentdata-quality-inspector
- lib-agent:travel--open-data-scout·LibraryAgentopen-data-scout
- lib-agent:travel--python-etl-engineer·LibraryAgentpython-etl-engineer
- lib-agent:travel--sql-query-composer·LibraryAgentsql-query-composer
- lib-agent:travel--sqlite-schema-architect·LibraryAgentsqlite-schema-architect
- lib-agent:healthcare--clinical-informatics-specialist·LibraryAgentclinical-informatics-specialist
- lib-skill:data-engineering-analytics--ab-test-statistical-analyzer·LibrarySkillA/B Test Statistical Analyzer
- lib-skill:data-engineering-analytics--airflow-dag-analyzer·LibrarySkillairflow-dag-analyzer
- lib-skill:data-engineering-analytics--apache-spark-optimizer·LibrarySkillApache Spark Optimizer
- lib-skill:data-engineering-analytics--bi-semantic-layer-generator·LibrarySkillBI Semantic Layer Generator
- lib-skill:data-engineering-analytics--cdc-pattern-implementer·LibrarySkillCDC Pattern Implementer
- lib-skill:data-engineering-analytics--cost-optimizer·LibrarySkillCost Optimizer (Cloud Data Platforms)
- lib-skill:data-engineering-analytics--data-catalog-enricher·LibrarySkillData Catalog Enricher
- lib-skill:data-engineering-analytics--data-lineage-mapper·LibrarySkilldata-lineage-mapper
- lib-skill:data-engineering-analytics--data-quality-profiler·LibrarySkilldata-quality-profiler
- lib-skill:data-engineering-analytics--dbt-project-analyzer·LibrarySkilldbt-project-analyzer
- lib-skill:data-engineering-analytics--dimensional-model-validator·LibrarySkillDimensional Model Validator
- lib-skill:data-engineering-analytics--feature-engineering-optimizer·LibrarySkillFeature Engineering Optimizer
- lib-skill:data-engineering-analytics--great-expectations-generator·LibrarySkillGreat Expectations Generator
- lib-skill:data-engineering-analytics--incremental-model-strategy-selector·LibrarySkillIncremental Model Strategy Selector
- lib-skill:data-engineering-analytics--kafka-topic-designer·LibrarySkillKafka Topic Designer
- lib-skill:data-engineering-analytics--obt-design-optimizer·LibrarySkillOBT Design Optimizer
- lib-skill:data-engineering-analytics--scd-implementation-generator·LibrarySkillSCD Implementation Generator
- lib-skill:data-engineering-analytics--schema-evolution-manager·LibrarySkillSchema Evolution Manager
- lib-skill:data-engineering-analytics--sql-query-optimizer·LibrarySkillsql-query-optimizer
- lib-skill:data-engineering-analytics--stream-processing-windowing-designer·LibrarySkillStream Processing Windowing Designer
- lib-skill:decision-intelligence--time-series-forecaster·LibrarySkilltime-series-forecaster
- lib-skill:knowledge-management--autocomplete-engine·LibrarySkillautocomplete-engine
- lib-skill:knowledge-management--knowledge-analytics·LibrarySkillknowledge-analytics
- lib-skill:knowledge-management--semantic-similarity·LibrarySkillsemantic-similarity
- lib-skill:education--learning-analytics-interpretation·LibrarySkilllearning-analytics-interpretation
- lib-skill:social-sciences--network-analysis·LibrarySkillnetwork-analysis
used_by_role9
- stack-profile:data-lakehouse·StackProfileData Lakehouse Stack (Databricks, Spark, Delta Lake, dbt, Airflow)
- stack-profile:batch-processing·StackProfileBatch Processing (Airflow + dbt + PostgreSQL + Python + S3)
- stack-profile:data-warehouse-bi·StackProfileData Warehouse / BI Stack (dbt, BigQuery, Metabase/Looker, Python, Airflow)
- stack-profile:data-quality-governance·StackProfileData Quality / Governance Stack (Great Expectations, dbt, Airflow, PostgreSQL, Python)
- stack-profile:master-data-management·StackProfileMaster Data Management (Python, PostgreSQL, RabbitMQ, Airflow, FastAPI)
- stack-profile:data-pipeline-orchestration·StackProfileData Pipeline Orchestration (Python, Airflow, dbt, PostgreSQL, Docker)
- stack-profile:etl-reverse-etl·StackProfileETL / Reverse ETL (Python, Airbyte, dbt, PostgreSQL, Airflow)
- stack-profile:real-time-analytics-stack·StackProfileReal-Time Analytics Stack (Kafka, ClickHouse, Grafana, dbt)
- stack-profile:data-lake-stack·StackProfileData Lake Stack (Spark, Object Storage, Delta/Iceberg)