The Use Of Feature Engineering

Goal#1 AONE 2i Knowledge of Healthcare Environment: Work on assessing areas for Quality Improvement in the organization by attending various meetings related to quality

HSM 541 Week 6 You Decide Activity HSM 541 Week 6 DQ 1 Errors, Safety HSM 541 Week 6 DQ 2 Improving Quality HSM 541 Week 7 Course Project Due HSM 541 Week 7 DQ 1 Fraud and Abuse HSM 541 Week 7 DQ 2 Healthcare Management HSM 541 Week 8 Final

Searching of data (Data Mining) when particular data is needed due to an urgent matter can be very hard for both employees and owner of the business firm;

Health care managers need to improve quality services in health organizations. To improve these quality services they have to use methods that are proven helpful in the QI process. For example, Six Sigma is used to display and measure quality improvement data. It is also used to measure

Continue quality improvement by using the system and then evaluating how it affects the practice’s goals and then implement changes as needed. (Office of the National Coordinator for Health Information Technology, 2013)

The theme of this book is how businesses in today’s world use ever-improving technology to collect data, convert it into information and business intelligence, and combine this information and intelligence with the knowledge of the workers to help make the best decisions they possibly can for the benefit of the company and the customers. Throughout the book, there are discussions on the different ways that technology can help a business with this process. When going into detail about the various information systems, this book also brings into

A quality improvement (QI) project involves data-guided activities with short timelines to improve health care delivery systems (Arndt & Netsch, 2012). The setting of QI projects take place in a single setting and are monitored in the institution where the QI project is conducted. The purpose of a QI project is to change practice outcomes and apply known solutions to a known problem in that institution (Arndt & Netsch, 2012). Data obtained from the activities is disseminated through newsletters, flyers, through staff meetings, or submitted for publication and presented in

Data collected provides the health care organization, providers, administrators and the patients with valuable information. Tools assist the organization by measuring the performance data that provide the information to improve the patient experience and improve their care. These tools engage the organization in self-evaluation on an ongoing basis. These tools also provide and effective method of containing costs and provides the means to meet the regulatory requirements to improve quality care. Tools allow organizations to provide a

Various methodologies exist for the integration of quality improvement strategies into performance improvement measures. With concepts of total quality management (TQM) and quality improvement (QI) being introduced to health care organizations; administrators have had to decide which methodology is right for the organization. There are numerous methodologies: Six Sigma, Lean, and Customer Inspired Quality. Each has its own pros and cons. A key component of quality improvement is the technology that gathers and compares the data that the quality improvement measure

In today’s health care organizations, Continuous Quality Improvement is a structured organizational process created to improve the quality of health care. The CQI system uses data collected to make positive changes and to recognize trends even before a problem exist. I had the opportunity to administer a “one on one” interview with one of University Medical Center‘s Epic Application Coordinators. Debra Lewis is Senior Analyst whose job entails building systems or designs in the Electronic Medical Record (EMR) department for end users. The Health Information and Compliance Departments are her clients within the hospital. Debra usually deals with the Health Information Modular (HIM) to create applications request which consist of release of information and identity, deficiency tracking, and hospital coding. If the client recognized that the current application needs improvement to be more efficient, they can send a request to see if a system can be built to a specific model for a particular provision. Her educational training has enabled her to perform at an advanced level throughout her professional career. Debra received her A.A.S degree in Health Information Technology, a Bachelors and M.B.A. in Business Administration, and also received credentialing as a Registered Health Information Administrator (RHIA). With over 25 years of healthcare experience, she is no stranger to Continuous Quality

There are always pros and cons to any quality improvement methodology. For instance, the pros of Six Sigma tend to place extreme importance on leadership and its support for the success of the project. Another pro is the integration of different human elements, which include cultural change, and focus on the customer and their needs. “By using the concept of statistical thinking, Six Sigma encourages applications of statistical tools and techniques that reduce variability” (Harry, 2000). The cons of Six Sigma include, not having the quality data available, especially when a new process has been implemented without having the data available. Often the solutions that Six Sigma proposes can be costly and only a small

In any continuous quality improvement effort, measurement is the key element (Sollecito, & Johnson, 2013). “Measurement and statistical analysis are used to assess the impact of an improvement effort” (Sollecito & Johnson, 2013). To Measure the impact of the program, the hospital utilized a departmental quality improvement assessment with a scoring matrix for self-assessment (McLaughlin, et. al., 2012). The scoring matrix consisted of five category ratings which each department head had to complete. Univer4sal Charting and Resource Utilization were also used for measurement (McLaughlin, et. al., 2012).

Provide an example of an improvement project, tools used, and the outcomes that can be shared and spread to other health care providers.

How data mining can assist bankers in enhancing their businesses is illustrated in this example. Records include information such as age, sex, marital status, occupation, number of children, and etc. of the bank?s customers over the years are used in the mining process. First, an algorithm is used to identify characteristics that distinguish customers who took out a particular kind of loan from those who did not. Eventually, it develops ?rules? by which it can identify customers who are likely to be good candidates for such a loan. These rules are then used to identify such customers on the remainder of the database. Next, another algorithm is used to sort the database into cluster or groups of people with many similar attributes, with the hope that these might reveal interesting and unusual patterns. Finally, the patterns revealed by these clusters are then interpreted by the data miners, in collaboration with bank personnel.4

Since higher education has blurred the lines with traditional businesses, it is important to have the tools to assist them with valuable data and information, in making decisions. Using of data and having the right data mining tools can insure the institute’s success, in many forms, such as, identifying market trends, precision marketing, new products, performance management, grants and funding management, student life cycle management and procurement to mention a few. To get a better grasp on these benefits it’s important to understand data warehouse, data mining and the associated benefits.