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Analysis Study Research Paper | Information Technology | United States of America | Volume 13 Issue 2, February 2024 | Rating: 5 / 10
Advancing Data Visualization: Integrating Privacy - Preserving Techniques in the Era of Big Data
Abstract: In the era of digital information overload, data visualization emerges as a critical tool for deciphering complex datasets, transforming them into comprehensible, actionable insights. However, as the utility of data visualization expands across sectors, it intersects intriguingly with the paramount concern of data privacy, sparking a multifaceted dialogue on balancing the benefits of data insights with the protection of individual privacy rights. This article delves into the landscape of data visualization, tracing its evolution from rudimentary charts to sophisticated, interactive tools that leverage big data, augmented and virtual reality, and artificial intelligence for enhanced decision - making processes. It highlights the burgeoning field of privacy - aware visualization practices, underscored by case studies in public health, environmental science, and finance, which exemplify the transformative power of effective visualizations in informed decision - making and policy formulation. Amidst this progress, the paper identifies critical challenges to data privacy posed by visualization tools, including the risks of unauthorized data exposure, re - identification, and the inadvertent revelation of sensitive information through visual reports. It advocates for a multi - faceted approach to address these concerns, emphasizing the role of data anonymization techniques, synthetic data, and robust data governance in fostering a privacy - aware visualization ecosystem. Furthermore, the article projects future directions, spotlighting emerging trends such as privacy - enhancing technologies, regulatory evolutions, and the increasing integration of AI in data anonymization, which collectively promise to redefine the boundaries of privacy - aware data visualization. Through this comprehensive exploration, the article contributes to the ongoing discourse on harmonizing the dual imperatives of maximizing data utility and safeguarding privacy, charting a course towards responsible and ethical data visualization practices.
Keywords: Data Visualization, Data Privacy, Privacy - Aware Visualization, Data Anonymization, Synthetic Data
Edition: Volume 13 Issue 2, February 2024,
Pages: 1228 - 1232