Applied Intelligence Data Scientist: Systems & Workflows

secret-level; Los Angeles (CA); On-site; USD 120,000 - 180,000; Full time

Job summary

secret-level seeks a seasoned data scientist to design and build intelligence systems that understand workflow context, track changes, and support consistent outputs.

You will translate workflows into structured representations, track provenance, and develop graph-based reasoning. You’ll collaborate with engineers to shape data models and governance, aiming for explainable recommendations across the platform.

Qualifications

• 4–8+ years in data science, applied ML, or systems-oriented analytics.
• Strong Python and SQL proficiency.
• Experience working with complex data systems.
• Familiarity with graph-based or relational reasoning.
• Understanding of deterministic vs probabilistic systems.
• Ability to translate ambiguous domains into structured approaches.
• Strong communication skills across technical and non-technical teams.

Responsibilities

• Contribute to the design and build intelligence systems that help understand workflow context, track change over time, and support outputs.
• Translate creative and production workflows into structured representations such as entities, relationships, rules, and graphs.
• Help develop systems for tracking state, version history, provenance, and dependencies across workflows.
• Build rule-based and heuristic systems that identify conflicts, evaluate consistency, and surface issues before they create downstream problems.
• Support change impact analysis by helping the system reason about dependencies, cascades, and workflow consequences.
• Develop evaluation frameworks that measure system usefulness, output quality, and reduction of manual rework.
• Partner with engineering on event pipelines, data models, and system architecture that support intelligent system behavior.
• Contribute to explainable recommendation and decision-support systems grounded in workflow context.
• Help define telemetry, measurement, and governance approaches for intelligence features across the platform.

Skills

Data science / applied ML

Python

SQL

Complex data systems

Graph-based reasoning

Deterministic vs probabilistic

Structured problem solving

Communication

Job description

secret-level seeks a seasoned data scientist to design and build intelligence systems that understand workflow context, track changes, and support consistent outputs.

You will translate workflows into structured representations, track provenance, and develop graph-based reasoning. You’ll collaborate with engineers to shape data models and governance, aiming for explainable recommendations across the platform.