15 Signs You Have A SaaS Metrics Problem (and How to Fix it) with Dave Kellogg

13 Dec 2023 · 32 min
32:23

In this presentation Dave Kellogg outlines fifteen common symptoms that indicate a SaaS company’s metrics practice is broken, ranging from "bludgeoning" (using numbers as a weapon) and "misleading" (cherry‑picking or hiding data) to more subtle issues such as "semantics" (undefined terms), "recalculation" (lack of trust in the source data), "inexplicability" (metrics that don’t explain performance), "dissidence" (metric‑story mismatch), "numeracy gaps" (lack of basic number sense), "disconnect" (metrics not tied to strategy), "piecemealing" (evaluating metrics in isolation), "misbenchmarking" (using inappropriate peer groups), "correlation vs causation" errors, and "torture/confirmation bias" (forcing data to support a hypothesis). Kellogg then introduces a five‑layer SaaS metrics maturity model—Foundation, Trust, Strategy‑Link, Culture, and Trajectory—and provides concrete actions for each layer, such as building shared definitions, creating immutable templates, fixing data at the source, linking metrics to strategic OKRs with leading indicators, fostering a data‑first culture, and using glideslope planning to map long‑term trajectory. The talk emphasizes that metrics should be tools of enlightenment, not oppression or obfuscation, and that improving maturity is a multi‑quarter journey requiring change‑management, cross‑functional committees, and disciplined execution.

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