ds-subagent-driven-analysis

What problem does it solve?

This Skill reduces the risk of incorrect, non-reproducible analytics by executing each step of an analysis plan with the right review depth and escalation on validation “risk signals.”

Core Features & Use Cases

• Per-task subagent dispatch: Runs independent task scopes using a fresh subagent for each analysis task, preserving plan context rather than reusing a potentially stale workflow.
• Validation-budgeted methodology review: Escalates to a methodology compliance reviewer for standard/strict tasks and for tasks that impact final conclusions or trigger risk signals.
• Reproducibility and interpretation checking: Escalates to a dedicated reproducibility/interpretation reviewer after methodology passes to confirm reruns, parameter clarity, notebook self-containment, and that conclusions match outputs.
• Notebook execution hygiene: Maintains runtime observability without polluting saved notebook outputs with progress-spam.

Quick Start

Use ds-subagent-driven-analysis to execute the tasks from your existing ds-analysis-plan in the current session, assigning a fresh worker per task and triggering methodology plus reproducibility reviews for standard/strict and risk-sensitive steps.