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Exploring the Abilities and Limitations of the SARIMA Model For Retail Demand Forecasting on Dillard’s Data From 2021-2025

Victoria Q Do
May 14, 2026
Published Date

Research Abstract & Technology Focus

Retail demand forecasting is important for businesses such as Dillard’s, a leading American department store chain, because it allows for data-driven decisions that enhances profitability, efficiency, and customer satisfaction. These forecasts serve as a strategic foundation for various business aspects from inventory management and supply chain planning to marketing campaigns and more. Forecasting methods vary widely from traditional to advanced machine learning models, each offering their pros and cons. This thesis will explore the ability and limitations of the seasonal autoregressive integrated (SARIMA) model to forecast demand on nearly four years of product group data provided by Dillard’s.

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What is the core focus of the research titled 'Exploring the Abilities and Limitations of the SARIMA Model For Retail Demand Forecasting on Dillard’s Data From 2021-2025'?

This literature focuses on: Retail demand forecasting is important for businesses such as Dillard’s, a leading American department store chain, because it allows for data-driven decisions that enhances profitability, efficiency, and customer satisfaction. These forecasts ser...

What other academic literature is closely related to 'Exploring the Abilities and Limitations of the SARIMA Model For Retail Demand Forecasting on Dillard’s Data From 2021-2025'?

Yes, highly correlated activity was mapped. An entry titled 'Artificial Intelligence in Financial and Supply Chain Optimization: Predictive Analytics for Business Growth and Market Stability in The USA' discusses this: This study investigates the application of Artificial Intelligence (AI) and Machine Learning (ML) in optimizing supply chain operations and financi...

How is the concept of 'Exploring the Abilities and Limitations of the SARIMA Model For Retail Demand Forecasting on Dillard’s Data From 2021-2025' being discussed by engineers on Hacker News?

Yes, highly correlated activity was mapped. An entry titled 'Show HN: A living Vancouver. Connor is walking dogs at the SPCA this morning' discusses this: This project represents a shift from static demographic modeling to dynamic, agent-based simulation. By integrating real-time external data (transi...

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