Research
Operating Room Ergonomics, Sports Science, Performance Analytics
Orthopedic and Ergonomic Hazards to Nurses, Technicians, and Cardiac Catheterization Staff
Collaborated with Dr. Christopher Hughes, Greta Campbell, Dr. Ajar Kochar, and Dr. Raghav Gattani to look at sex and operator based differences with ergonomic risks in the catheterization laboratory in this Harvard Medical School Research Study. I showcased the stratifications from the various data that was collected in the Brigham and Women's Hospital in Boston, Massachusetts. Data was collected using IMUs and EMGs through the Noraxon software. I compiled my analysis from the Noraxon excel reports. We presented this data at the SCAI Conference 2025 in Washington, DC. Also, we were published by the Journal of the American College of Cardiology.
- IMU/EMG Data
- Medical Research Reporting
- Data Management
- Noraxon
- Data Analysis and Modeling
Heart Rate and Positional Differences in DII Men's Soccer
This study examines the relationship between playing position and heart rate responses in Division II men's soccer players, with practical training recommendations based on positional demands.
- Project Management
- Multiple Regression
- Research Methods
- Time Series Forecasting
- Clustering Methods
ACWR for Injury Risk in DII Women’s Lacrosse Athletes
Collaborated with Dr. Christopher Hughes and DPT students at Seton Hill University to analyze existing literature and athlete data to explore the potential correlation between Acute: Chronic Workload Ratio (ACWR) and injury incidence in Division II women’s lacrosse athletes. Is ACWR useful? In our case, maybe not.
- T-tests
- Linear Regression
- Tukey HSD post-hoc
- Multiple Regression
- Exploratory Data Analysis