qualitative-analysis

What problem does it solve?

Researchers and policy teams often spend excessive time coding open-ended texts without a reproducible, equity-focused framework that guarantees traceable quotes and prevents demographic inferences.

Core Features & Use Cases

• End-to-end qualitative analysis of surveys, interviews, and free-form notes that distinguishes manifest vs latent themes with auditable quotes.
• Association of exact quotes with themes using IDs to ensure traceability.
• Optional sentiment analysis and stratification by available demographics to reveal representational gaps.
• Human-in-the-loop workflow with explicit checkpoints and frontmatter-driven configuration for repeatable results.

Quick Start

Provide a corpus and metadata; the system will extract themes, apply equity checks, and output auditable results.