MSBA, MSW, Data Scientist
BD
Biography
Data Scientist with over 5 years of work experience in healthcare and life sciences industries. Advanced machine learning modeling, statistical and visualization skills with expertise in life sciences.
Interests
- Applied Machine Learning
- API Integration
- Natural Language Processing (NLP)
- Data visualization
- Electronic Health Records (EHRs)
- Real World Evidence (RWE)
- Recommendation Systems
- Bioinformatics
Education
Master of Business Analytics (MSBA), 2020
UCSD Rady School of Management, San Diego
Master of Social Welfare (MSW), 2018
UCLA Luskin School of Public Affairs, Los Angeles
Bachelor of Science (BSc) in Biology, 2013
Cal Poly San Luis Obispo
Skills
Experience
Data Scientist
Becton Dickinson
Automated Analytics Solutions:
- Create interpretable, dynamic, and scalable models/analyses that are incorporated into the Data Science team’s analytics product portfolio for HEOR, Global Medical Affairs, Operations support, as well as Business Units stakeholders across BD.
- Develop network models to rank and recommend Key Opinion Leaders using a variety of datasets.
- Developed machine learning algorithm in to stratify patients into a daily infection risk ranking tool.
- Develop innovative tools to identify the broader competitor space and to optimize the execution of clinical studies.
EHRs/Real World Data:
- Leverage RWD insights using admissions, microbiology, laboratory, prescription, procedures, clinical notes, financial data from multiple EHRs sources for MDR submissions, to support clinical and HEOR scientific outputs, and improve operations execution.
- Develop analytical processes to handle EHRs (big data) using cloud computing storage and query tools.
- Create a data analysis pipeline to extract and distill EHRs information.
- Use Generative Adversarial Networks to generate synthetic patient data.
Leadership:
- Supervised 5 teams of master’s students that built a series of modeling tools that analyses various datasets.
- Provide technical mentorship to junior data analysts at BD.
- Collaborate with data architects, data engineers, clinical specialists and product owners on analytical projects.
- Help establish BD Data Science Community of Practice by giving presentations and connect colleagues together.
Awards:
- Recipient of two Exceptional Impact awards (12/2023 & 12/2022).
- Recipient of MedA award in Innovation (2022). The annual MedA Awards recognize individuals and teams that have made substantial contribution to the growth and stature of BD over the past year.
Business Intelligence Developer/Data Analyst 3
Becton Dickinson
- Lead development of interactive and automated analytical solutions using Infusion data in R and SQL for usage by R&D and marketing stakeholders.
- Spearhead development of an anomaly detection model to be used in identifying data sets of high integrity and quality.
- Pioneered an R&D model in Python and R to predict when a medical device will malfunction.
- Collaborated with data architects, clinical specialists and reliability engineers on analytical projects.
- Provided code reviews using version control tools (e.g., git repositories, azure devops).
- Utilized CRISP-DM to document and communicate project development with technical, leadership, and business stakeholders.
Accomplishments
Extreme Gradient Boosting with XGBoost
Building Dashboards with shinydashboard
Animal Research (ARC General Certification Test)
See certificateGood Clinical Practice
See certificateFDA Regulated Research
See certificateProjects
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E-commerce shop
User-Defined Real Time Text Mining Automation Tool
Pilot project of a relational database and build an informative interface that incorporates historical prescription of Medicare transaction, psychotropic drug, corresponding diagnoses and patient’s reviews of psychotropic drugs.
Healthcare Investments and Length of Hospital Stay Executive Summary Purpose
The purpose of this report is to visualize Healthcare Investment and Length of Hospital Stay per Country using interactive data tables and plotly.