← v5
Predicted role · from the KRAs, title advisory

Azure Data Engineer

SINGLE · MAJORITY
JD title: Azure Data Engineer
LEVEL · L-MIDERA · ERA-CURRENT COVERAGE · 100% LLM CALLS · 0 $0.0 0.1 S REPEAT · ANSWERED FROM 3bc0d6e5
What this role is made of1 role
Azure Data Engineer 100%
F_DATAENGBUILDAZURE4 LINESCELL GRAIN
Tier 1 · template mix1 values
BUILD 100%
Tier 2 · family mix1 values
F_DATAENG 100%
Responsibilities · the role each KRA was classified to4 voting lines
0 Build ingestion pipelines in Azure Data Factory from SAP and Salesforce BUILD→F_DATAENGAZURE→ azure-data-engineer 0.49
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_DATAENG RULE · azure RULE
Role
azure-data-engineer RULE 0.85
1 Develop Databricks notebooks and Spark jobs for transformation BUILD→F_DATAENG→ databricks-data-engineer 0.49
Section · salience
responsibility · 1.0
Template
BUILD RULE 0.76
Family · stack
F_DATAENG RULE
Role
databricks-data-engineer LLM 0.85
2 Load curated data into the Azure data lake BUILD→F_DATAENGAZURE→ azure-data-engineer 0.69
Section · salience
responsibility · 1.0
Template
BUILD LLM 0.85
Family · stack
F_DATAENG LLM · azure RULE
Role
azure-data-engineer RULE 0.85
3 Implement ETL orchestration and data pipeline monitoring BUILD→F_DATAENG→ data-engineer 0.25
Section · salience
responsibility · 0.7
Template
BUILD RULE 0.68
Family · stack
F_DATAENG RULE
Role
data-engineer LLM 0.7
Decision log · how the role was finalized1 steps
  1. 60 ms REPEAT CHECK hit: answered from the stored run
    doc_hash 2eb2ca82cecaanswered_from 3bc0d6e5-0374-472d-a7c1-247bdac935e8
LLM calls · system prompt, input and output0 calls

No LLM call was needed: patterns and rules decided every line, or the run was answered from a stored repeat.

Cells · role mix at family × template grain1 cells
RoleFamilyTemplateStackLinesShare
azure-data-engineerF_DATAENGBUILDazure4100%
run 32cae9c2-8001-467c-abd5-92e1ccd95e56 · versions {"engine": "d27aa18bd299", "family": "v5-family-2", "gold": "v5-gold-2", "role": "v5-role-1", "template": "v5-template-1"}