Scientific Streaming Analytics

Streaming analytics

Streaming analytics skill. Real-time data processing, stream windowing, online learning, event-driven analysis, and streaming aggregation pipelines.

Use This Skill When

• Real-time data processing.
• Stream windowing.
• Online learning.
• Event-driven analysis.
• Streaming aggregation pipelines.

Required Inputs

• Research objective, decision target, or hypothesis.
• Available data, source constraints, and domain assumptions.
• Required outputs, success metrics, and deadline or reproducibility constraints.

Workflow

1. Confirm scope, assumptions, and the exact artifact set to save.
2. Apply the narrowest domain method that answers the request with defensible evidence.
3. Save code, tables, figures, and intermediate outputs to files instead of chat-only output.