Business Strategy

Marketing Attribution & Channel Effectiveness

Build sophisticated marketing attribution model accounting for customer quality, retention, and LTV, identify under-invested and over-invested channels, and model budget reallocation scenarios to optimize growth and ROI.

Anselm Fowel / Public collection19 Feb 2026

Your prompt

The prompt

**Act as a marketing analytics expert analyzing our marketing attribution model. We spend $[BUDGET] monthly across channels: [CHANNELS_AND_SPEND]. Revenue generated: [REVENUE]. Typical attribution model: [CURRENT_ATTRIBUTION]. Your task:

(1) Audit our current attribution model—is it accurate?
(2) Build a more sophisticated attribution model that accounts for customer journey complexity
(3) Understand true ROI by channel, accounting for customer quality, retention, and lifetime value
(4) Identify which channels drive high-quality customers vs. quantity
(5) Discover under-invested and over-invested channels
(6) Build a channel mix optimization recommendation
(7) Identify budget reallocation opportunities for growth. Account for: brand building effects, cross-channel synergies, time decay, and customer segment differences. Model scenarios: if we reallocate budget based on true ROI, what happens to growth? Present as: Current State Attribution Analysis → Improved Attribution Model → Channel ROI Analysis (Including LTV Impact) → Quality Metrics by Channel → Reallocation Recommendations → Scenario Modeling → Expected Outcome if Executed. Make it precise enough to inform marketing budget decisions.**

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