The Multiple Regression Analysis Approach (MRAA) to Designing and Implementing Advanced Machine Learning Management and Its Impact on Healthcare Services

Abstract

Nowadays, businesses are concentrating on streamlining processes to better serve patients, doctors, communities, and other stakeholders in the information age by cutting down on waiting times, improving response times, and making better use of available resources. In order to achieve high performance and gain a competitive advantage, numerous organizations are utilizing developing technology. Machine learning, deep learning, business analytics, etc. have uncovered data patterns that the healthcare industry may utilize to gain an advantage, boost sales and profits in a sustainable way, and carve out a special place for itself. In order to help experts and management make educated judgments, machine learning models can collect data, analyze it, and then provide a report. Businesses may improve their image processing, speech recognition, data processing, pattern recognition, and decision-making capabilities with the help of advanced machine learning. The primary objective of this study is to examine how health care organizations are utilizing advanced machine learning techniques to improve patient engagement, service quality, and the quality of life for those patients. To do this, researchers will survey staff at various medical centers using closed-ended questionnaires that will help them understand the following: the method by which the company plans to use machine learning; and how well these methods work to boost the company's long-term growth and development.