Preferred — uses AI heavily across SPM build and migration: mapping legacy field structures, generating transform logic, producing reconciliation test scenarios from source extracts, and drafting as-built documentation. Demonstrated data migration into SPM — field mapping, transform maps, import sets and reconciliation — ideally from Smartsheet or a comparable PPM toolset.