Parallel/distributed computing. Scale pandas/NumPy beyond memory, parallel DataFrames/Arrays, multi-file processing, task graphs, for…
Use when building and running the empirical analysis for a Journal of Corporate Finance (JCF) paper — assembling WRDS-era firm panels…
Use when analyzing and reporting results for a Journal of Educational Psychology manuscript.
Use when analyzing and reporting results for an Organization Science manuscript across its eclectic methods — establishing trustworthiness…
Data analysis across SQL, visualization, statistics, and reporting.
Audit datasets for structure, missingness, labeling, suspicious values, duplicate identifiers, and documentation readiness.
Generate or improve a company-specific data analysis skill by extracting tribal knowledge from analysts.
Convert between CSV, TSV, Excel, JSONL, Parquet, and other tabular formats
Evaluates post-launch feature performance against baseline metrics and hypotheses to deliver actionable decision recommendations.
Data Engineering and Analytics, in 27 concepts.
Bulk data enrichment. Adds web-sourced fields (CEO names, funding, contact info) to lists of companies, people, or products. Use for…
Export Claude Code session and analytics data in JSON, CSV, or Markdown formats.
Enforces user-facing data portability in an offline-first app — backup/restore (exact, machine round-trippable) kept strictly separate…
Find and assess datasets for a research question.
Generates a Mermaid sequence diagram showing how data moves between components.
Review data integrity for Rails changes.
Establishes a lean product metrics framework, event tracking plan, and analytics dashboard to capture critical user data from day one.
Database migration patterns: zero-downtime schema changes, data backfills, Alembic, Prisma Migrate, Rails migrations
Use this agent when reviewing PRs that touch database migrations, data backfills, or any code that transforms production data.
Plan and execute database migrations, data transformations, and system migrations safely with rollback strategies and data integrity…
Large-scale data migrations with validation, rollback, and zero-downtime strategies.