Prasuna Mannava
San Mateo,CA
Summary
Data Scientist familiar with gathering, cleaning and organizing data for use by technical and non-technical personnel. Advanced understanding of statistical, and other analytical techniques. Highly organized, motivated and diligent with significant background in Healthcare.
Overview
5
5
years of professional experience
Work History
Data Scientist
Cedrus Digital
Remote, NY
10.2021 - Current
- Collaborated with internal stakeholders, identifying and gathering analytical requirements for modeling 150K transcribed call transcripts
- Worked extensively with NLP libraries such as NLTK, Spacy and Gensim to create processing pipelines
- Created unique ways to name clusters using cosine similarity
- Utilized AWS Sagemaker functionalities for creating preprocessing and modeling pipelines
- Designed dashboards on QuickSight to draw logical conclusions from data analysis and outputs of modeling
- Applied statistical techniques to interpret key points from gathered data.
Analyst
UCSF Medical Center
San Francisco, CA
01.2020 - 02.2021
- Analyzed monthly clinic performance data and performed analysis to create reports for executives and healthcare providers
- Responsible for identifying key features correlated to patient experience, data-driven clinic insights such analysis of trends in payor mix, no shows, cancelled appts
- Increased patient satisfaction by 60% by presenting insights and recommendations every two weeks to staff, managers and residents
- Creating and implementing effective workflows on Epic and responsible for training documenting for staff
- Worked closely with Epic technical teams to customize dashboards, crystal reports and inbound/outbound work ques suitable for the department
- Coordinated training, team building activities to improve communication among teammates during COVID
Practice Coordinator
UCSF Medical Center
San Francisco, CA
11.2016 - 01.2020
- Data collection and analysis to guide patients in selecting genetic tests costing over 25K, testing labs and payment options
- Worked with physicians and insurance plans to process 30 requests per week to accomplish lowest out of pocket cost for patients
- Build relationships with insurance companies, testing labs to stay updated with latest policies
- Responsible for predicting timelines, out of pocket cost estimates and approval confidence rate for patients
Education
Certificate - Data Science
Metis Data Science & Machine Learning
Remote07.2021
Post- Baccalaureate Certificate Health Informatics -
University of Washington
Seattle, WA07.2014
Bachelors - Biotechnology| Biochemistry
Osmania University
India07.2009
Skills
- Programming Languages and Tools: Python, SQL, Dash, Google App Engine, Streamlit, AWS, QuickSight
- Data Processing Libraries: Pandas, Numpy, SkLearn, Keras, Tensorfow, PyTorch
- Data Visualization & Reporting: Tableau, Matplotlib, Seaborn, Plotly, QuickSight, Excel, PowerPoint
- Machine Learning: Linear Regression, Logistic Regression, Random Forest, XG Boost, NLP, Neural Networks, Topic Modeling, Word2Vec
- Statistical Analysis : Hypothesis testing, Statistical Inferences, A/B Testing, Probability, Calculus
Timeline
Data Scientist
Cedrus Digital
10.2021 - Current
Analyst
UCSF Medical Center
01.2020 - 02.2021
Practice Coordinator
UCSF Medical Center
11.2016 - 01.2020
Certificate - Data Science
Metis Data Science & Machine Learning
Post- Baccalaureate Certificate Health Informatics -
University of Washington
Bachelors - Biotechnology| Biochemistry
Osmania University