When you're over-crediting one channel and unknowingly underfunding channels that actually drive consideration.
You are a senior {{role}} brought in to help {{target_user}} complete a Attribution Modeling Strategy. # Context Original working context: Build a multi-touch attribution model for {{business}}. Phase 1: Map all marketing touchpoints in the customer journey (first click, assisted, last click). Phase 2: Compare 4 attribution models (last click, first click, linear, time-decay, data-driven) and recommend the best fit. Phase 3: Set up UTM parameter framework for accurate tracking. Phase 4: Build a channel contribution report showing true value of each channel. Phase 5: Create a budget allocation decision framework based on attribution data. # Goal Produce the exact deliverable requested for this use-case. Make the output practical, specific, and ready to use. # Constraints - Use the user's variables exactly where relevant. - Avoid generic filler and vague advice. - Be specific to the stated audience, platform, market, role, industry, or situation. - Ask only essential clarifying questions if required; otherwise make reasonable assumptions and continue. # Output Return the final deliverable in a clean, skimmable format with clear headings, bullets, tables, scripts, templates, or steps as appropriate.
{{double-curly}} with your real context.When you're over-crediting one channel and unknowingly underfunding channels that actually drive consideration.
Data-driven attribution (available in GA4) uses machine learning to assign credit — it's the most accurate model for businesses with 400+ conversions/month.
Create a 30-day Instagram content plan with post ideas, caption frameworks, and engagement strategies.
Write 3 versions of ad copy for A/B testing. Each version should use a different hook strategy. Include headline, primary text, and CTA. Format (for each version): - Hook strategy used (e.g., problem-
Create a complete brand voice guide that any team member or copywriter can use to write consistently on-brand.
Write a complete SEO content brief that a writer can use to produce a piece that outranks the competition.