“The Strategic Use and Abuse of SaaS Metrics” with Dave Kellogg

7 Sept 2023 · 50 min
50:03

In this talk, Dave Kellogg (EIR at Balderton Capital) examines how SaaS metrics can be wielded as tools of insight, oppression, or obfuscation. He first outlines fifteen recurring "symptoms" of a SaaS‑metrics problem – ranging from "bludgeoning" (using numbers to punish) and "misleading" (cherry‑picking or sleight‑of‑hand storytelling) to "déjà vu", "rat‑holing", "semantic confusion", "recalculation", "inexplicability", "dissonance", "numeracy gaps", "misbenchmarking", "correlation vs. causation" errors, and "data torture". After diagnosing these pitfalls, Kellogg introduces a five‑layer SaaS Metrics Maturity Model: (1) Foundation – clear definitions, calculations, and semantics; (2) Trust – standardized templates, cadence, and data‑at‑source integrity; (3) Strategy Alignment – linking metrics to strategic objectives and using leading‑indicator “telltales”; (4) Culture – building a numerate, data‑driven organization; (5) Trajectory – long‑term, driver‑based planning for exit or growth. He illustrates each layer with practical advice (e.g., the power of templates to prevent cherry‑picking, the need for footnotes to explain metric choices, and the importance of a metrics committee). The session concludes with audience Q&A covering handling of exceptional deals, the role of finance vs. sales in forecasting, the existence of multiple metric sets for internal vs. external audiences, and the traits to look for when hiring strategic FP&A/RevOps talent. Throughout, Kellogg stresses that metrics should illuminate business reality, not become weapons or smoke screens.

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