The Relationship between Community Data, Non-Probability Samples, and Population-level Datasets: CEO Presentation at the University of Michigan

On October 5, CEO Arundati Dandapani will present at the University of Michigan on the challenges of representing diverse populations in research. She will discuss community-based approaches and the limitations of different research methods, emphasizing the importance of recognizing data limits while still informing programs and decision-making. Our CEO’s work spans data, analytics, insights and storytelling, with a particular focus on immigrant experiences, workforce inclusion and turning research into programs and decisions.

State of the Americas: Why Stronger Census Data Builds Better AI Models

Our Founder and CEO’s presentation “State of the Americas: Boosting Census Strength for Model Quality and Predictive Performance” at IIEX.AI 2026 will emphasize the importance of robust census data in creating reliable synthetic models. Strengthening census foundations enhances predictive accuracy, supports responsible data use, and aids in informed decision-making across diverse research contexts.

Robot Architectures as Archetypes of Insight.

The IAPP Canada Symposium addressed evolving AI governance and Indigenous data sovereignty, highlighting the intersection of privacy, collective rights, and community narratives. Discussions emphasized the need for responsible AI frameworks and the importance of integrating diverse insights into technological governance. The event underscored the balance required between innovation and accountability in the digital age.

Shape the Future of Skills: Participate in the 2026 Global Industry Skills Study

The 2026 Global Industry Skills Study by Generation1.ca aims to identify essential skills for future workforce success amidst rapid technological changes. It examines employer needs, workplace supports, and barriers faced by diverse talent. The findings will guide workforce development initiatives and strengthen pathways for newcomers and emerging professionals across North America.

CEO Featured in Critical Conversations on AI in Higher Education

Arundati Dandapani’s role in FLAS Connect’s Critical Conversations on AI highlights her dedication to enhancing AI and data literacy in education and professional spheres. As CEO of Generation1.ca, she emphasizes a human-centric approach, advocating for ethical awareness and adaptability in a digitally driven world through educational initiatives like the Future Ready Innovators Credential.