Appraisers hit a federal form deadline Nov 2 — I built the analysis layer. Here's what an MLS export actually needs to look like.

A product builder provides technical specifications for MLS data exports required to meet the upcoming UAD 3.6 standard deadline. The post transparently discloses the commercial nature while addressing a documented gap: appraisers need regression-supported adjustments and field-specific comments to comply with new URAR requirements. The content focuses on the unglamorous but critical detail of data structure that enables downstream compliance.