Current Volume 9
Dynamic Pricing Strategies in Digital Markets: Real-Time Algorithm Effectiveness and Consumer Response
Abstract
Dynamic pricing has emerged as a critical revenue optimization strategy in digital markets, enabling businesses to adjust prices in real-time based on various market factors. This study examines the effectiveness of dynamic pricing algorithms and analyzes consumer responses in digital marketplaces. Using a comprehensive dataset from e-commerce platforms spanning 2020-2023, we evaluate the performance of machine learning algorithms including Gradient Boosting Machines (GBM), Random Forest, and Neural Networks. Results indicate that GBM achieves the highest accuracy with an R-squared score of 0.92 and Mean Squared Error of 0.012. Consumer response analysis reveals significant variations based on price individualization levels and privacy concerns. Businesses implementing sophisticated dynamic pricing systems report 6-9% revenue increases, though consumer fairness perceptions remain a critical challenge. This research provides empirical evidence for algorithm selection and consumer strategy considerations in dynamic pricing implementations.
Keywords
Dynamic Pricing, Machine Learning, Consumer Behavior, E-Commerce, Algorithmic Pricing, Revenue Optimization
Citations
IRE Journals:
Dr. Pooja Piyush Nikhar, Shruti Ashok Das, Dr. Deepti Prashant Lele "Dynamic Pricing Strategies in Digital Markets: Real-Time Algorithm Effectiveness and Consumer Response" Iconic Research And Engineering Journals Volume 8 Issue 10 2025 Page 1855-1860 https://doi.org/10.64388/IREV8I10-1716695
IEEE:
Dr. Pooja Piyush Nikhar, Shruti Ashok Das, Dr. Deepti Prashant Lele
"Dynamic Pricing Strategies in Digital Markets: Real-Time Algorithm Effectiveness and Consumer Response" Iconic Research And Engineering Journals, 8(10) https://doi.org/10.64388/IREV8I10-1716695
About IRE Journals
IRE Journals is an open access online journals established with an aim to publish high quality of research work in various diciplines. We have more than 6 years in publications. Over 2500+ papers already published.
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