Technical fluency across entity resolution, graph-based data models, and semantic layer architecture, sufficient to guide solution and demo design and engage credibly with a client''s data and engineering teams on how identity, confidence, and lineage actually work under the platform, not just what the platform outputs. Real assets domain expertise spanning the full stack: up into the capital stack (fund structures, debt and equity vehicles, investment vehicles) and down into the physical, operational asset (property operations, leasing, maintenance, tenant and resident experience).