AI-Driven Customer Segmentation and Sales Forecasting for Enhanced Marketing Strategies

In today’s competitive market, understanding customer behavior is essential for boosting sales and optimizing marketing strategies. This research introduces a machine learningbased approach that leverages customer data to create detailed profiles and predict sales performance. By utilizing clustering techniques and predictive models, the system identifies customer segments based on purchasing patterns and engagement levels. The proposed framework enhances decision-making by providing actionable insights for targeted marketing campaigns, ultimately improving customer retention and sales growth. Experimental results demonstrate the effectiveness of this approach in accurately forecasting customer actions and maximizing business revenue.

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Publication Details

Published
2025-09-15
DOI
https://doi.org/10.31224/5371
Primary Topic
Big Data and Business Intelligence
Type
article
Field-Weighted Citation Impact
0.00
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article

AI-Driven Customer Segmentation and Sales Forecasting for Enhanced Marketing Strategies

Hira Ajmal
Big Data and Business Intelligence
article

AI-Driven Customer Segmentation and Sales Forecasting for Enhanced Marketing Strategies

Hira Ajmal
article en

Abstract

In today’s competitive market, understanding customer behavior is essential for boosting sales and optimizing marketing strategies. This research introduces a machine learningbased approach that leverages customer data to create detailed profiles and predict sales performance. By utilizing clustering techniques and predictive models, the system identifies customer segments based on purchasing patterns and engagement levels. The proposed framework enhances decision-making by providing actionable insights for targeted marketing campaigns, ultimately improving customer retention and sales growth. Experimental results demonstrate the effectiveness of this approach in accurately forecasting customer actions and maximizing business revenue.

Lahore School of Economics (PK)
Openalex Percentile: Top 59%
Big Data and Business Intelligence
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