Segmentation Model - Marketing Science Limited

Welcome to Our Segmentation Tool

The Segmentation Model by Marketing Science Limited is a user-friendly web application designed to analyze behavioral data and create AI-powered personas. Ideal for marketing, research, or business analytics, this tool turns complex data into clear, actionable insights. For guidance on getting the most out of the platform, you can also visit our Instructions Page, where we provide a step-by-step overview of how to use the app effectively. Below is an overview of its stages and calculations.

How It Works: Step-by-Step

1. Data Input

Upload a CSV file with your behavioral data, ensuring it includes an "ID" column and numeric values (e.g., purchase frequency, engagement metrics) or use and customize our provided template. The system validates the file format for accurate processing.

2. Standardization

Your data is automatically standardized using Z-scores, scaling values to a common range (mean = 0, standard deviation = 1). This ensures fair comparisons across different metrics, like sales or interaction rates.

3. Factor Analysis

The tool identifies hidden patterns (factors) in your data using statistical methods like Principal Component Analysis (PCA). If AI is enabled, it generates descriptive names for these factors based on the most influential variables.

4. Clustering

Data points are grouped into 2–9 clusters using K-means clustering, based on factor scores. The app calculates the optimal number of clusters with elbow and silhouette scores and provides visualizations like PCA plots to show group distinctions.

5. Persona Profiles

For each cluster, the tool creates AI-generated personas (if AI is enabled), including detailed profiles like behavioral traits and preferences. Powered by GPT-5 mini, these personas offer clear, actionable insights.

6. Export Results

Export all analysis results to an Excel file, including Z-scores, factor loadings, cluster assignments, and personas. Each data type is saved in separate sheets for easy review and reporting.

Key Features

• AI-Powered Insights: Generate meaningful factor names and detailed personas with GPT-5 mini (toggle on/off).
• Visualizations: Explore PCA plots, scree plots, and silhouette analyses to understand data patterns.
• Data Privacy: Use the "Terminate Session" feature to securely delete all uploaded data and results.
• Flexible Clustering: Customize the number of clusters (2–9) to fit your analysis needs.

Get Started Today

Ready to unlock insights from your data? Access the Segmentation Model now and turn raw data into strategic decisions.

Launch the Segmentation Tool