Write a 350- to 700-word paper in which you ex
Write a 350- to 700-word paper in which you explain advanced techniques in data analytics. You will reference your Wk 4 – Using Data to Address Quality Measures assignment to complete this presentation.
Include the following in your paper:
- Explain the importance of data quality to the health care facility referenced in your Week 4 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 4 assignment.
- Identify 2 possible errors in data that could cause issues for the health care facility in your Week 4 assignment
- Describe how the health care facility can ensure their data is clean.
1
Quality Measures
Institution
Student’s Name
Course
Instructor
Date
Data Table
|
Category From Scenario |
List the Measure Used to Represent the Category |
Statistic for Hospital Measure |
Statistic for State Measure |
Statistic for National Measure |
|
Use of Medical Imaging |
· MRI |
Skilled radiology team |
The use of the latest technology and latest equipment |
Seven convenient locations |
|
Timely and Effective Care |
Quick, accurate results |
A simple hospital system and procedures |
Provision with adequate equipment and resources |
Care for citizens at the national level |
|
Patient Satisfaction: Communication from Nurses |
Timely communication and appointment notifications |
Proper communication channel |
Accommodates the needs of the state’s occupants |
National accreditation |
The facility offers various imaging services for better diagnosis of patients' conditions. CT imaging, MRI, mammography, and ultrasound allow examining different body organs at other body locations. In addition to using the latest equipment and technology, the facility has a skilled radiology team with excellent interpretation skills of radiology images, allowing physicians to make informed decisions on treatment and prognosis. The diverse location of different radiology centers brings convenience in accessing radiology services by members of the state living at distant sites from the facility. This facility promotes the effectiveness of care by ensuring timeliness in communicating appointments to patients. The use of advanced radiology instrument and machines enable the facility to enhance its efficacy of care. A simple hospital system and procedures promote quick service delivery and timely care. The nurses at the facility use proper and convenient communication channels to pass messages to their clients. As a result, there is patient satisfaction in how the facility conducts its operations.
In addition to Hospital Compare, there are other sources to find public information on facilities. One of the sources is a survey. A survey provides public reviews and opinions regarding their experiences in obtaining healthcare services at a facility. The public's feedback is quick to get, and it depicts the operations and the efficiency of a medical system and its relation to the public. The other source is the National Healthcare Quality and Disparities Reports. AHRQ identifies the qualities and weaknesses of a healthcare facility regarding its services to the public; the AHRQ is a reliable source of public information under the federal government's sponsorship.
A timely communication and appointment notification are measures that can affect the facility in the scenario. The facility in this scenario lacks a proper communication channel and does not honor appointments set by them. The facility should improve its communication by ensuring the proper channels and engaging the patient early enough to enable appropriate preparations for their meetings. The quality of timely communication will allow patients to get timely treatment and promote their satisfaction. In addition, the patient will be unlikely to develop further complications due to delayed treatments. As a result of the effectiveness of the early intervention, the facility improves its efficiency.
References
Bethea, A., Samanta, D., Willis, J. A., Lucente, F. C., & Chumbe, J. T. (2016). Substance exposure and helmet use in all-terrain vehicle accidents: Nine years of experience at a level 1 trauma center. Journal of safety research, 59, 61-67. https://www.sciencedirect.com/science/article/abs/pii/S0022437516303139
Mitropoulos, P., Kounetas, K., & Mitropoulos, I. (2016). Factors affecting primary health care centers’ economic and production efficiency. Annals of Operations Research, 247(2), 807-822. https://link.springer.com/article/10.1007/s10479-015-2056-5
Chaves, K., Wilson, N., Gray, D., Barton, B., Bonnett, D., & Azam, I. (2020). National Healthcare Quality and Disparities Report. Data Query: Table 5_4_1_4_1. 2a, 222.
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