Can I process large document sets in batches?

Yes, the skill outlines specific strategies for small, medium, and large corpuses, including strategic sampling and multi-pass processing techniques.

Which Claude model is best for interpretive coding?

Claude Opus 4.5 is recommended for deep, nuanced interpretive tasks, while Sonnet 4 offers a balance of quality and cost for systematic categorization.

What is the recommended document limit per session?

For deep interpretive coding, it is recommended to process 5-10 documents per session to allow for human reflection and maintain theoretical sensitivity.

How does this skill help with research cost management?

It provides estimation scripts to calculate API costs based on document length, model choice, and the number of coding passes before you begin processing.

Analysis Orchestrator

Name: Analysis Orchestrator
Author: linxule

bylinxule

•

데이터 과학 및 ML

Configures AI model selection, cost estimates, and batch processing strategies for qualitative research workflows.

Analysis Orchestration provides a strategic framework for managing AI-assisted qualitative research by helping users select the optimal Claude model based on task complexity, budget constraints, and document volume. It streamlines the transition from manual coding to AI-augmented analysis by offering cost estimation tools, batch processing patterns, and decision trees tailored for interpretive research methodologies. This skill ensures that researchers can scale their analysis efficiently while maintaining the theoretical sensitivity required for high-quality qualitative output.

주요 기능

01Model selection guidance tailored to interpretive vs. systematic coding

022 GitHub stars

03Optimized batch processing strategies for varying research scales

04Automated API cost estimation for large document corpuses

05Stage-specific recommendations for qualitative research phases

06Interactive configuration via specialized research agents

사용 사례

01Determining the optimal Claude model (Opus vs Sonnet) for nuanced thematic analysis

02Estimating API expenses for coding hundreds of interview transcripts before processing

03Planning a multi-pass batch strategy for large-scale qualitative datasets

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add linxule/interpretive-orchestration analysis-orchestration

For use in Claude.ai and ChatGPT

Download Skill