How the benchmark was built
The sample selected completed rows where queue_id modulo 101 equaled zero from the production verification queue. That produced 26,988 unique email-status pairs. We joined them to the current contact index by normalized work email; 21,641, or 80.2 percent, matched a current record with usable industry evidence.
Industries were grouped by documented keyword rules into broad reporting categories. A record can contain more than one source industry; the first matching reporting rule assigns the row to one category so denominators remain additive.
