Data Analysis

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Capella University *

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NHS-FP6004

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Health Science

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Dec 6, 2023

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Presenting Statistical Results For Decision Making JOSHUA STOYCOFF CAPELLA UNIVERSITY DATA ANALYSIS HEALTHCARE DECISIONS NOVEMBER, 2023

Presentation Objectives (CMS.Gov, 2021)  Analysis of Data Points of Hospital Data Regarding Healthcare Acquired Conditions (HACs)  Analyze Significance od HAC Rates, Staffing Hours, Nursing Skill Mix, and Length of Stay.

Hospital Acquired Conditions (HAC)  Ailments Acquired at The Hospital  Prolongs Length of Stay  Centers For Medicare and Medicaid Services Creates Hospital Acquired Conditions Reduction Program  Enhance Best Practices to Reduce and Prevent HACs 

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Descriptive Statistics (Hayes, 2022)

Regression Table 1

Regression Table 2

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Histogram of HAC Rate  Lowest Bin is 106  Target Baseline is 79  The average HAC range is 117-123 

Correlation Analysis Positive Correlation  Increase in Variations  Correlation Coefficient: o Denoted as r, a real number between –1 and 1. Negative Correlation  One Variable Decreases, the other Increases ● HAC_Rate ● Nursing_HPPD ● Skill_Mix ● ALOS ● HAC_Rate ● 1 ● Nursing_HPPD ● -0.7994001015 ● 1 ● Skill_Mix ● -0.304808429 ● 0.4617178002 ● 1 ● ALOS ● 0.4171629872 ● -0.3124349713 ● -0.1333761694 ● 1 (Taylor, 2018)

Conclusion  Hire Better Staff, and Increase Nursing Hours  Decrease HACs  Improve Patient Outcomes  Decrease Length of Stay and Overall Cost  Improve Staff Levels  Increase Staff Education  Prevent Revenue Loss

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References CMS.gov. (2021, December 1). Hospital Acquired Conditions .CMS.gov. Retrieved March 14, 2022, from https://www.cms.gov/Medicare/Quality-Initiatives-Patient-Assessment-Instruments/Value-Based-Programs/HAC/Hospital-Acquired-Conditions Hayes, A. (2022, March 5). Descriptive Statistics Definition. Investopedia. Retrieved March 16, 2022, from http://www.investopedia.com/terms/d/descriptive_statistics.asp Taylor, C. (2018, February 20). What role does correlation play in Statistics? ThoughtCo. Retrieved March 16, 2022, from https://www.thoughtco.com/what-is-correlation-3126364 •

Data Analysis

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