- Developed deep learning models to support farming management practices.- Built MLOps processes for robust statistical and machine learning models in production.- Mentored interns working on experimental projects enhancing modeling capabilities.- Led coding and software engineering cultural principles within the modeling organization.

- Implemented AI production systems with actionable insights across medical, financial, and manufacturing industries.- Contributed to internal product development of C3's AI platform for automated model governance.- Lead research on state-of-the-art approaches for Explainable AI and Graphical Applications.

- Built explainable AI systems to combat money laundering.- Conducted research on Dynamic Clustering, Graph Embeddings, and Explainable AI insights.- Lead and expanded Data Science team.

My thesis centered on the study of the behaviors, interactions, influences, and changes that individuals of certain social roles go through in an online community. This encompasses four main areas of research.◊ Distinguishing member and leader rolesOne major distinction within communities is between leaders and members. My work is continuing on the already existing literature of online social roles through examining social roles within enterprise communities. Through a mixed method approach of analyzing content and behaviors of self defined roles, I have been able to develop models in order to distinguish such roles.◊ Ecology of Social RolesSocial roles typically are defined in relational terms, with this in mind it is needed to understand the social influence that roles have on each other. This work is expanding upon simple role differences by examining a community as an ecology through social network analysis and graphical modeling. Two approaches my work is taking is that of user-community interaction and smaller dyadic interactions between two users.◊ Success of Social Role BehaviorsSocial roles typically are defined in relational terms, with this in mind it is needed to understand the social influence that roles have on each other. This work is expanding upon simple role differences by examining a community as an ecology through social network analysis and graphical modeling. Two approaches my work is taking is that of user-community interaction and smaller dyadic interactions between two users.◊ Role dynamics over timeThere is has been much literature on the changes of roles and communities over time, however little quantitative evidence has been provided. My final goal of my thesis is to understand social role changes over time and how member-leader responsibilities are fluid through the life-cycle of a community.

Developed metric to measure repetitive communication within work teams to highlight productive communication behaviors. Utilized statistical and machine learning methods to identify the usability for customers.

Explored impact of sub-network types to team performance within enterprise email networks. Identified low performing group behavior through graphical, statistical, and time series methods.

Incorporated Progressive Web App features in the design prototype environment used within the Design, Research, and Strategy team. Designed and conducted 2-part study into the impact progressive web app features have on the user experience.

Built automated user tracking system for user studies within Design, Research and Strategy team. Conducted pilot study to showcase the value quantitative methods have to understanding user experience in web apps.

Contributing Member to a world wide group of researchers within the Stanford Crowd Research Collective led by Michael Bernstein.-Collaboratively designed, built, and tested Boomerang, a reputation system designed to more accurately represent true beliefs of workers and requesters within crowd marketplaces-Collaborated on designing a leadership organization within crowd marketplaces to represent workers and requesters and address concerns of the community

Researching Router Driver Software for Router Optimization

Building UI for use of citizen science model to gather ant path observations.

Testing differences within rat sexes' ability to optimize within an open field containing traveling salesman-like properties and various influences

Observing human subject behavior and coding position through Eshkol Wachman Movement Notation

Testing possible semantic suppression of visual objects under binocular rivalry