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Bad Data, Dark Data, & Why Your North Star Keeps Moving
Episode 101

Bad Data, Dark Data, & Why Your North Star Keeps Moving

Making Sense of Martech · Juan Mendoza + Jacqueline Freedman

April 8, 202639m 19s

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Show Notes

"We built an entire industry on the promise of precise measurement, and most of us don't actually trust the numbers." — Juan


Marketing technology promised precision, but the reality is far messier. In practice, only 3% of CMOs can reliably demonstrate ROI on more than half their total marketing spend. In this Office Hours episode, Jacqueline and Juan unpack the measurement and attribution crisis plaguing enterprise marketing teams. From data fragmentation and siloed dashboards to leadership instability and organizational misalignment, the conversation covers why the ROI gap persists, and what to actually do about it.


They go deeper than dashboards, introducing the concept of an "epistemological crisis" in analytics: when teams can't agree on what's true, the entire measurement stack collapses.


But it’s not all doom and gloom. Jacqueline and Juan break down practical ways forward from fixing taxonomy and defining a measurement tree to embracing uncertainty and speaking the CFO’s language. Better decisions, not perfect data, should be the goal.


Timestamps


00:20 — Martech World Forum recap, data releases, and renewal horror stories

04:34 — The uncomfortable truth about ROI and attribution gaps

07:08 — The “epistemological crisis” and why marketers don’t trust data

13:32 — Leadership churn, siloed teams, and broken measurement

24:27 — Fixing the foundation: taxonomy, definitions, and data hygiene

28:11 — Measurement trees, North Star metrics, and the case for measuring less

33:57 — Speaking the CFO’s language: customer margin and commercial impact

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Topics

MarTechMarketing TechnologyMarketing ROIMarketing AttributionROI Proof GapsMeasurement StrategyCustomer MarginMarketing AnalyticsData FragmentationCMO TenureData TaxonomyData DictionaryBusiness AlignmentLead vs Lag MetricsIncremental GrowthMarketing PersonalizationAI AgentsComposable CDPHigh TouchMarTech World ForumMaking Sense of MarTechOffice HoursJacqueline FriedmanJuan MendozaEpistemology in MarketingMarketing Measurement TreeCross-Channel AttributionMarketing DashboardsDigital Marketing StrategyCustomer Lifecycle Marketing