📈Marketing Analytics Mastery
25 prompts to turn marketing data into decisions
Campaign performance analysis, attribution modeling, cohort breakdowns, CAC/LTV calculators, A/B test interpreters, and CMO-ready reporting — for marketers who speak data.
What this guide covers
25 prompts bridging the gap between marketing and analytics. Campaign Analysis (7 prompts — paid media performance narrative (Google/Meta/TikTok), email campaign performance breakdown, SEO traffic trend analysis, content ROI calculator narrative, influencer campaign ROI assessment, event/webinar attendance funnel analysis, affiliate channel performance review), Customer Metrics (5 prompts — CAC calculation and benchmarking, LTV model explanation (simple cohort), payback period analysis, retention curve interpretation, NPS score segmentation analysis), Attribution & Funnel (5 prompts — multi-touch attribution model comparison, funnel drop-off root cause analysis, UTM tracking strategy brief, dark social traffic explanation for stakeholders, cross-channel customer journey map), A/B Testing (4 prompts — A/B test statistical significance explainer, winning variant write-up for stakeholders, multivariate test design brief, test result inconclusive — what next), Reporting & Presentations (4 prompts — weekly marketing dashboard commentary, monthly CMO report narrative, board-level marketing metrics summary, marketing QBR presentation outline). All prompts are channel-agnostic and work across B2B and B2C.
How to use these prompts
Every prompt in this collection is written to be pasted into a chat with a large language model and adapted to your situation. You do not need any special tools — just an AI assistant and the placeholders filled in with your own details. Work through them one at a time:
- 1.Replace every [BRACKETED] placeholder with your own specifics — the more concrete the input, the sharper the output.
- 2.Give the model a role and an audience first ("You are a senior copywriter writing for busy founders"), then the task.
- 3.Ask for 3 variations, pick the strongest, then request one refinement pass. Two rounds beats one long prompt.
- 4.Paste real context — your product, tone samples, or data — so the answer is grounded, not generic.
- 5.Keep a short "house style" note you prepend to every prompt for a consistent voice across outputs.
Example prompt from this guide
Here is one of the 25 prompts, shown exactly as you would use it:
Prompt #1 — Paid Media Performance Narrative: You are a performance marketing analyst. Write a clear, executive-friendly performance narrative for this campaign. Cover: 1. Performance summary (2 sentences: what happened, vs goal) 2. Top-performing ad sets/creatives and WHY they worked 3. Underperformers and root cause hypothesis 4. Efficiency metrics: CPM, CTR, CPC, CPA vs benchmark 5. Audience insights (who converted, who didn't) 6. Budget allocation recommendation for next period 7. One bold test to run next Campaign data: - Platform: [GOOGLE / META / TIKTOK] - Spend: [$AMOUNT] over [PERIOD] - Impressions: [N] | Clicks: [N] | Conversions: [N] - Goal: [AWARENESS / LEADS / PURCHASES] - Target CPA: [$X] | Actual CPA: [$Y]
Works with your favourite AI
These prompts are model-agnostic — they produce great results across the major assistants. Tested with:
Topics: #marketing #analytics #data #cac #ltv #reporting #attribution
Want to use prompts like these without sending your data to anyone? AXTO Studio and Orchestra are free for a full year — self-hosted, bring-your-own-keys, full access, no licence.
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