Influenza Season Staffing Optimization

Ragadeepthi Kommana

Influenza Season Staffing

The U.S. experiences a seasonal surge in influenza cases, leading to an increased number of people, especially those in vulnerable groups, requiring hospitalization dueto severe complications. To address this, medical staffing agencies supply additional temporary staff to assist hospitals and clinics in managing the influx of patients.

Overview

PROBLEM:
• Staff agency must determine where and how many staff to send to each state in order to prepare hospitals for the upcoming flu season.
OBJECTIVE:
• Perform statistical analysis to look at influenza trends so we can proactively plan for staffing requirements across the country.
Skills
Translating business requirements
Statistical hypothesis testing
Data cleaning, transformation & integration
Visual analysis
Forecasting
Storytelling in Tableau
Tools
Excel
Tableau
Data
CDC Influenza Deaths
US Census

Key Observations

Order Distribution by day of week
Influenza Deaths Between 2009-2017
Who are affected severely?
Population Above and below 65 is Analyzed on Statewise basis to plan the staff accordingly.
Spatial Analysis is Analysed based on Population and Geographical location USing Latitudes and Longitudes.

Recommendations

Prioritize deploying the majority of medical staff to the 15 states with high and medium needs, chosen based on the average annual death toll and significant vulnerable populations;
Maintain full staffing capacity, especially in high-need states, during the influenza season (November to March), aligning with historical patterns and optimizing support for the most susceptible age group, individuals aged 65 or older;
Focus on states with the largest vulnerable populations and the highest recorded influenza deaths between 2009 and 2017, ensuring strategic allocation of medical staff resources to meet specific needs during the peak season;
Tailor staffing decisions to states exhibiting both a substantial vulnerable population and the highest incidence of influenza-related mortality, emphasizing a proactive and targeted approach for effective healthcare provision;
Like this project
0

Posted Apr 14, 2025

Analyzed influenza trends to optimize medical staffing during flu season.

Descriptive Analysis for Gamo Co's Game Development
Descriptive Analysis for Gamo Co's Game Development
Instacart Grocery Basket | My Site 4
Instacart Grocery Basket | My Site 4