TITLE:
Transforming Healthcare Financial Sustainability—The Role of AI-Driven Real-Time Financial Dashboards to Improve Decision Support
AUTHORS:
Jenny Patel
KEYWORDS:
Decision Support, Innovative Methods, AI-Driven Real-Time Dashboard, Patient Management, Healthcare Business Management, Benchmarking and Ratio Analysis, Financial Metrics, Strategic Initiatives, Visual Analytics, KPI and Performance Monitoring
JOURNAL NAME:
Journal of Financial Risk Management,
Vol.15 No.3,
September
7,
2026
ABSTRACT: The current healthcare sector in the world has been going through a period where it experiences unprecedented financial strain and complexity in its operations. The conventional approaches to financial reporting that use past-based data and closed-month endings are no longer able to meet the dynamic needs of the contemporary clinical setting. In the current research paper, AI-driven, real-time financial dashboards are explored as a transformative tool to enhance the accuracy of decision-support and speed of operations. The healthcare industry can be shifted to a more proactive management model by combining advanced visual analytics solutions, such as Tableau and Power BI, with the hospital enterprise resource planning (ERP) systems. This paper discusses the technical design of such dashboards, such as how neural networks and machine learning can be used to predictively forecast patient recovery and revenue cycle. Besides, the paper is an analysis of key financial ratios, including Return on Investment (ROI), Liquidity Ratios, and Days Cash on Hand, in a real-time scenario. The study shows the impact of innovative approaches, such as driver-based P & L modeling, financial KPI, service line contribution margin, benchmarking and variance decomposition, on the efficiency, cost reduction, and patient outcomes through the prism of the U.S. healthcare system. The finding highlights AI-driven dashboard’s ability to enhance the revenue, increase the reporting speed, optimize cost-saving opportunities for service line, thereby creating more advanced financial environment to support decision-making. The results indicate that in the 21st century, the key to a sustainable healthcare business model lies in real-time visibility.