• Provided expert insights on vector databases, knowledge graphs, data modeling, taxonomies/ontologies, and chatbots for various client projects.
• Provided strategic insights on domain specific information such as digital nutrition, smart kitchens, wellness, fitness and weight management.

• Developed a comprehensive knowledge graph for food and nutrition, coordinating efforts across 13 countries to standardize and verify nutrition data.
• Defined and implemented features for an internal tool used by nutritionists to verify nutrition label data, calculate personalized points, perform recipe averaging.
• Automated manual verification processes using machine learning and data science, increasing the verification rate of crowdsourced data by 80%.
• Managed the integration process for data imports from licensed data sources like Nutritionix and exports to Amazon Halo.
• Led cross-functional design thinking sessions involving nutritionists, engineers, data scientists, and executives to foster innovation and alignment on project goals.

• Developed use cases for vector databases in medicine and health, contributing to master's thesis topic.
• Conducted comprehensive research on the application of AI-driven data models in healthcare, identifying potential areas for innovation.
• Interviewed experts in tech and the medical industry to understand current challenges and translate these into requirements.
• Explored the application of vector databases in spaces such as genomics (gene2vec), clinical studies, and evaluating qualitative and unstructured data (eg, doctor's notes or patient diaries).
• Proposed solutions to challenges in the medical field using vector databases.

• Specified organizational KPIs and success metrics for Yummly, delivering weekly executive dashboards to Whirlpool.
• Evaluated user engagement by defining high-value events and end goals, enhancing feature tracking across web, iOS, and Android platforms.
• Managed a team of annotators and conducted crowdsourcing campaigns to label hundreds of thousands of images for ingredient recognition algorithm, improving annotation workflow through data science.
• Curated and expanded an ingredient graph, integrating new ingredients and relationships from a pipeline of over 2 million recipes.
• Developed new diet categories using filters and inclusion/exclusion logic, improving user personalization and experience.

• Executed a large-scale data migration, transforming hundreds of questions and answers from a traditional CMS to thousands of questions and answers through a dynamic and interactive chatbot.
• Configured chatbot responses using conditional logic and natural language processing (NLP), creating thousands of intelligent conversation pathways.
• Developed a proprietary ontology of services in six industry sectors, integrating global standards into the Services Graph, resulting in millions of data points.
• Reconciled data from web scraping pipelines to enhance the accuracy and completeness of the Services Graph.
• Established vetting criteria for matching service providers to projects, improving the quality and efficiency of service recommendations.

• Supported the development of custom applications for enterprise clients, focusing on financial and tax products for Deloitte.
• Coordinated project timelines, deliverables, and client requirements, ensuring successful project completion and client satisfaction.

• Led a team of researchers to build a comprehensive database of over 40,000 financial incentives for energy efficiency projects, spanning global markets.
• Organized and supervised efforts to automate data structuring using classifiers such as IBM's Watson, text mining, and crowdsourcing platforms such as Odesk and Mechanical Turk.
• Designed a user-friendly interface for the Incentives Library and planned integration with other C3.ai products, providing tailored incentive recommendations.
• Identified and licensed additional data sources, expanding the scope and utility of the Incentives Library.

• Wrote articles and news briefs on business, politics, technology, and sustainability topics, conducting thorough research and interviews.
• Produced insightful and impactful stories, contributing to the publications' reputation for high-quality journalism.