Head of Revenue Operations, based in Atlanta, Georgia. I work on revenue analytics, executive reporting, and the data infrastructure behind them, and I write about it at malekdamiri.com. https://speakerdeck.com/malekdamiri 2026-10-05 16:10:21 -0400 Finance, sales, and analytics each report a different revenue number, and usually none of them is wrong. This deck lays out an operating model for reconciling them: what each system is authoritative for, who owns each number, a monthly cadence tied to the close, tolerance thresholds, and default answers for timing, scope, and identity disputes. Condensed from the essay by Malek Damiri at https://malekdamiri.com/writing/revenue-reconciliation-operating-model/ Finance, sales, and analytics each report a different revenue number, and usually none of them is wrong. This deck lays out an operating model for reconciling them: what each system is authoritative for, who owns each number, a monthly cadence tied to the close, tolerance thresholds, and default answers for timing, scope, and identity disputes. Condensed from the essay by Malek Damiri at https://malekdamiri.com/writing/revenue-reconciliation-operating-model/ Mon, 05 Oct 2026 00:00:00 -0400 https://speakerdeck.com/malekdamiri/revenue-reconciliation-a-practical-operating-model-for-finance-and-sales-by-malek-damiri https://speakerdeck.com/malekdamiri/revenue-reconciliation-a-practical-operating-model-for-finance-and-sales-by-malek-damiri Every company has a metric dictionary, and in most of them it lives in people's heads, in the SQL behind the dashboards, and in the slide where a number was last explained. This deck covers how to write it down: the eight fields each entry needs, example entries for bookings, recognized revenue, and active customer, source-of-truth rules, and three habits that keep it current. Condensed from the essay by Malek Damiri at https://malekdamiri.com/writing/revops-metric-dictionary/ Every company has a metric dictionary, and in most of them it lives in people's heads, in the SQL behind the dashboards, and in the slide where a number was last explained. This deck covers how to write it down: the eight fields each entry needs, example entries for bookings, recognized revenue, and active customer, source-of-truth rules, and three habits that keep it current. Condensed from the essay by Malek Damiri at https://malekdamiri.com/writing/revops-metric-dictionary/ Mon, 05 Oct 2026 00:00:00 -0400 https://speakerdeck.com/malekdamiri/the-revops-metric-dictionary-by-malek-damiri https://speakerdeck.com/malekdamiri/the-revops-metric-dictionary-by-malek-damiri