1. Define the Analysis Goals
- Align the study with business objectives: increase conversion, boost engagement, or improve product fit.
- Specify metrics: click‑through rate, average session length, churn reduction.
2. Gather Raw Signals
| Source | AI Support | Example Task |
|---|---|---|
| Website analytics | Google Analytics API + OpenAI | “Extract the top 50 landing pages and summarize their bounce rates.” |
| Social media | Brandwatch AI | Auto‑categorize mentions by sentiment and topic. |
| Email engagement | HubSpot AI | Clean and score opens, clicks, and forwards. |
3. Clean & Structure the Data
- Prompt GPT‑4: “Normalize demographics from these survey responses and output a CSV.”
- Output: A reproducible CSV ready for clustering.
4. Demographic Profiling with AI
| Tool | Technique | Prompt |
|---|---|---|
| Python (pandas) | One‑hot encoding | “Create a dataset of age, gender, income, and location from the cleaned data.” |
| GPT‑4 | Summary | “Generate a 3‑sentence demographic snapshot for our core audience.” |
5. Psychographic Segmentation via Clustering
- Use scikit‑learn’s K‑Means on interests, hobbies, values scores.
- Prompt GPT‑4: “Identify 4 psychographic personas and describe each in a paragraph.”
- Export personas in JSON for downstream use.
6. Engagement Prediction
| Model | Data | Example Prompt |
|---|---|---|
| Prophet | Time series of page views | “Forecast next‑quarter traffic for Persona C.” |
| GPT‑4 | Feature‑behavior mapping | “Predict click‑through for a new landing page targeting Persona B.” |
7. Content Personalization Engine
- Fine‑tune a Transformer on audience‑specific replies.
- Prompt: “Generate headline variations that resonate best with Persona D’s values.”
- Output: Set of headline candidates ranked by predicted engagement.
8. Visual Dashboard Creation
- Connect Power BI to the CSVs and JSONs produced by GPT‑4.
- Use AI‑generated quick‑create visuals:
- A stacked bar chart of age distribution by persona.
- A heatmap of engagement across time and channels.
9. Ethical Considerations & Bias Checking
- GPT‑4 audits the analysis for demographic bias: “Do any segments receive negative language?”
- Ensure compliance with GDPR by providing opt‑out options in the report.
10. Present Findings & Action Plan
- GPT‑4 composes a concise executive summary: primary insights, high‑priority actions, and metrics for success.
- Generate an interactive slide deck with the AI‑crafted visuals.
Motto
AI: Turning data streams into clear audience destinies.
Author: Igor Brtko as hobiest copywriter