List of works
Poster
Date presented 08/2025
Summer Undergraduate Research Program (SURP) Symposium, 08/2025, University of West Florida, Pensacola, Florida
Poster
Feature Engineering for Systematically Assessing Clinical Trial Feasibility
Date presented 08/2025
Summer Undergraduate Research Program (SURP) Symposium, 08/2025, University of West Florida, Pensacola, Florida
Many clinical trials are not completed due to a failure to assess their feasibility properly. Current methods are subjective and have no evidence of their accuracy. Developing an evidence-based method to assess feasibility could improve funding decisions and trial completion rates.
Poster
Date presented 08/2025
Summer Undergraduate Research Program (SURP) Symposium, 08/2025, University of West Florida, Pensacola, Florida
Poster
Predicting High School Graduation using ELS: 2002 data
Date presented 08/2024
Summer Undergraduate Research Program, 08/2024, University of West Florida, Pensacola, Florida
The Education Longitudinal Study of 2002 (ELS:2002) is a comprehensive study conducted by the U.S. Department of Education aimed at tracking the educational progress of high school students over time. Given the importance of timely graduation for students' future opportunities and success, this project focuses on leveraging the rich dataset from ELS:2002 to develop a machine learning model capable of predicting on-time graduation.
Poster
A Comparative Approach to Predicting Student Dropouts using ELS: 2002 Study
Date presented 08/2024
Summer Undergraduate Research Program, 08/2024, University of West Florida, Pensacola, Florida
Various circumstances factor into occurrences of student dropout. This project aims to provide insight on the use of statistical models for the purpose of helping educational institutions predict and assist “at-risk” students effectively and preventively, based on a diverse set of quantitatively-represented student attributes.
Poster
Date presented 04/18/2024
Student Scholars Symposium and Faculty Research Showcase, 04/18/2024, University of West Florida, Pensacola, Florida
Poster
Harmonizing Healthcare: The Art and Statistics of Consensus Building
Date presented 04/18/2024
Student Scholars Symposium and Faculty Research Showcase, 04/18/2024, University of West Florida, Pensacola, Florida
Poster
Social and Scientific Interests in Data Science: An Exploratory Analysis
Date presented 04/20/2023
Student Scholar Symposium & Faculty Research Showcase, 04/20/2023, University of West Florida, Pensacola, Florida
This project analyzes the evolution of Emerging Technologies around the globe, using the predictions made in the Horizon Report, MIT Technology review, and Institute of Electrical and Electronics Engineers (IEEE). This research uses data primarily based on Google Trends, and Bibliometric analysis, and data of scientific publications from JSTOR, Springer, Hindawi, IEEE, MIT, Questia online Library, and Web of Science.
The purpose to determine which technology had been a hit and truly impacted mainstream training, and which one failed to have the anticipated impact. This mission gives guidelines that can be beneficial to those who are looking forward to investing in new research areas.
Poster
Short-Term Euro-Dollar Exchange Rate Forecasting Using Regression Models
Date presented 2022
Student Scholar Symposium & Faculty Research Showcase, 2022, University of West Florida, Pensacola, Florida
Poster
Short-term Euro-Dollar exchange rate forecasting using regression models
Date presented 2021
Summer Undergraduate Research Program, 2021, University of West Florida, Pensacola, Florida
In this project, our goal is to investigate mathematical and statistical models to forecast the short-term exchange rate. Notably, we are considering the 15-minutes time frame Euro-Dollar (EUR/USD) currency pair as the object of the project.
There are several different major currency pair such as EUR/USD USD/JPY, GBP/USD, USD/CHF, AUD/USD, and USD/CAD.
We chose EUR/USD since it is the most traded currency pair in the market; however, most of our work can be applied to other currency pair with some modifications.
In addition, we will also focus on polynomial regression models, which we hypothesized to be a better fit given the non-linear nature of the data.