From Question-First to Analyst-First: Domain-Expert Skills and Verified Knowledge Compilation for Proactive Enterprise Analytics
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Abstract
The paper presents a production analytics system that shifts the interaction model from question-first to analyst-first, enhancing usability for non-experts in enterprise analytics.
Reality Card
The architecture enables a proactive analytics approach by integrating domain-expert skills and an offline knowledge-compilation loop, allowing users to generate insights without needing to formulate questions first.
The system produces durable schema knowledge that drives expert reports, with every published metric re-verified by re-executing its evidence SQL.
The paper does not include user studies or benchmark claims, which may limit the reproducibility of results.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.