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Synapse
September 16, 20250 citationsOpen Access

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

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HAHira Ajmal

Key Points

  • Implementing a machine learning approach boosts sales forecasting accuracy and enhances marketing strategies.
  • Experimental results show that the system effectively predicts customer actions, improving sales growth.
  • Clustering techniques are utilized for detailed customer segmentation based on purchasing patterns.
  • The proposed framework supports targeted marketing campaigns, leading to higher customer retention rates.

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.

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Cite This Study

Hira Ajmal (2025) studied this question.

synapsesocial.com/papers/68d453a431b076d99fa59ac2https://doi.org/10.31224/5371
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Forecasting Customer Actions: Exploring Machine Learning Techniques for Behavior Analysis and Prediction2024 · 1 citations
  2. 2Improving Customer Engagement via Segmentation Empowered by Machine Learning2024 · 1 citations
  3. 3Enabling Autonomous Digital Marketing: A Machine Learning Approach for Consumer Demand Forecasting2024 · 3 citations
  4. 4A Machine Learning Approach for Targeting Lucrative Customer Segments2026
  5. 5The Role of Artificial Intelligence in Customer Segmentation and Target Marketing2026