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    MARKETING SPECIALIST

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    Marketing Analytics & Attribution

    Prove ROI and make data-driven decisions

    Build attribution models and dashboards that prove marketing impact and guide budget allocation.

    "The CFOs I work with don't want perfect attribution—they want marketing leaders who can honestly explain what's working and what isn't."
    — Marketing Specialist

    Marketing attribution is the bridge between activity and accountability. This topic covers building practical multi-touch attribution models, designing dashboards that executives actually use, proving marketing ROI to CFOs, and using benchmarks to contextualize performance. The goal is actionable intelligence, not academic perfection.

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    1

    Multi-Touch Over Last-Touch: Last-touch attribution dramatically undervalues marketing. Build multi-touch models that reflect the real buyer journey.

    2

    Actionable Dashboards: A dashboard that doesn't drive decisions is decoration. Every metric should have a clear action tied to it.

    3

    Honest ROI Reporting: Report what marketing actually influenced, not what it touched. Credibility with finance comes from conservative, defensible numbers.

    4

    Benchmarks Provide Context: Your metrics mean nothing in isolation. Cross-portfolio benchmarks show whether your performance is strong, average, or lagging.

    5

    Testing Rigor Matters: Statistical significance isn't optional. Don't make budget decisions on tests that haven't reached confidence thresholds.

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