• Responsible for developing and testing the models that were used for predicting surgical duration resulting in a mean absolute error of 10 minutes.• Conducted statistical tests to determine distributional similarities among per surgeon procedure times enabling pooled fitting as a form of regularization to improve out-of-sample performance.• Played an active role in engaging with company stakeholders by organizing daily progress calls with management and attending all relevant client meetings.• Collaborated closely with the software engineering team, contributing to the strategic direction while serving as a bridge between client-facing and technical aspects of the business. • Represented Sifio Health at our booth during all accelerator events, effectively pitching to potential investors and other interested parties.

• Led all database management activities for the startup, including setting up Tableau for enhanced data visualization and analysis.• Performed backend database updates, conducted data cleaning using R/Excel, and calculated KPI values.

• Worked alongside 9 executives to plan events, manage student clubs, and address Ivey MSc student concerns through clear and effective communication.• Led a 75-member student body as the sole representative, effectively communicating student concerns to professors and program coordinators to enhance the overall student experience.

• Analyzed over 10,000 company records in Excel, using statistical analysis such as ANOVA and t-tests which established a strong framework for data analysis.• Collaborated with cardiologists, cardiac technicians, and device nurses in patient care, expertly administering ultrasounds and conducting ECGs that led to an exceptional 95% patient satisfaction rate.