Data is widely used by the health care industry, its stakeholders, and the community at large to understand and anticipate trends in diseases and other health issues, treatments, and preventions. Therefore, it is imperative that the data provided to all stakeholders is timely, accurate, and useful.

Write a 350- to 700-word paper that explains data advanced techniques in data analytics. You will reference your Week Four Benchmark Assignment—Using Data to Address Quality Measures to complete this presentation.

Include the following in your paper:

• Explain the importance of data quality to the health care facility reference in your Week Four assignment.
• Explain how sampling and probability affect quality data on public reported sites, such as Hospital Compare.
• Explain the importance of data mapping and scrubbing to the health care facility reference in your Week Four assignment.
• Identify two possible errors in data that could cause issues for the health care facility in your Week Four assignment
• Describe how the health care facility can ensure their data is clean.