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@seanbourke
Data-driven machine learning analyst with a focus on operational efficiency.
As a Machine Learning Analyst at Outlier, I leverage Reinforcement Learning from Human Feedback (RLHF) to enhance model training processes. My commitment to ensuring that model outputs meet legal, ethical, and safety standards reflects my dedication to responsible AI development. I thrive in remote work environments, where I can apply my analytical skills to drive impactful results.
Previously, I served as an Administrative Operations Assistant and Order Coordinator at Beak & Skiff Apple Farms, where I ensured data accuracy for significant monthly invoices and inventory transfers. My role involved pushing for the continued implementation of SAP through custom SQL queries and Crystal Reports, which improved operational efficiency and decision-making for leadership. My experience in various roles, including culinary intern and operations management, has equipped me with a unique blend of skills in data analysis, strategic planning, and relationship building.
With a strong educational background, including a Master's in Sustainable Food Systems and an MBA in Business Administration, I am passionate about using my skills to contribute to innovative projects that prioritize sustainability and efficiency. I am eager to continue growing in my career while making a positive impact in the industry.
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Work history, roles, and key accomplishments
Outlier
May 2024 - Present (1 year 6 months)
As a Machine Learning Analyst, I applied Reinforcement Learning from Human Feedback (RLHF) to optimize model training while ensuring compliance with legal, ethical, and safety standards.
Beak & Skiff Apple Farms: 1911 Established / Ayrloom
Sep 2022 - May 2024 (1 year 8 months)
Managed data accuracy for production and inventory transfers, processed significant monthly invoices in SAP Business One, and improved operations through custom SQL queries and Crystal Reports.
Food Corps
Aug 2020 - Aug 2021 (1 year)
Conducted nutrition and gardening education in a public school, rehabilitating a school garden and producing vegetable boxes for graduating students.
Pond Hill Farm
Nov 2015 - Apr 2019 (3 years 5 months)
Led production of value-added products and assisted in beer production, implementing digitized record keeping and strategies to enhance efficiency and profitability.
Eastern Market Brewing Co.
Nov 2016 - Jan 2018 (1 year 2 months)
Assisted in all aspects of brewery buildout and operations as the first employee, contributing to marketing and business strategy based on personal beer recipes.
Degrees, certifications, and relevant coursework
Master of Science, Sustainable Food Systems
2025 - 2027
Master of Business Administration, Business Administration
2020 - 2022
Bachelor of Arts, English; Packaging Engineering; Anthropology
2009 - 2013
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