seven-look-eight-question

Fundamental stock analysis is performed by orchestrating seven quantitative looks and optional eight qualitative questions, aggregating DuckDB and annual report data into a unified assessment report with quality scores and actionable recommendations.

The seven-look eight-question framework is a multi-phase workflow (Phase 0–4) for financial quality assessment that coordinates quantitative looks with qualitative questions, emphasizing evidence, error handling, and traceability across stock analysis.

Run the stock analysis orchestrator by passing the stock code and analysis date, optionally including look bundles, to coordinate DuckDB data and annual report evidence for end-to-end financial quality assessment.

Financial analysis workflow supports human-in-the-loop interventions when data is missing or unreliable, enforcing a multi-phase process (Phase 0–4) to maintain evidence harness integrity and traceability throughout the stock assessment.

Annual report full text and notes evidence can be integrated into quantitative stock analysis via look-04 and look-05 bundles, using the evidence harness to support the eight qualitative questions and enhance traceability.

DuckDB is required to run the seven-look eight-question financial quality assessment, serving as the local data source for coordinating quantitative looks and generating the unified stock analysis report.