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.

Download this Free Guide: Top 20 Questions about Using AI

Many businesses use AI for faster service but not necessarily smarter growth. Generation1.ca’s CEO addresses key questions about AI in business through masterclasses, workshops, and programs, including a virtual career fair and governance examinations. Their goal is to prepare organizations for future challenges with innovative talent and responsible governance.

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.

IAPP Canada Symposium 2026: Shaping AI Governance for Inclusion

Generation1.ca will participate in the IAPP Canada Symposium 2026, focusing on the intersection of AI governance, privacy, and inclusion. The event highlights the importance of responsible AI deployment and workforce development. Generation1.ca emphasizes that effective governance should promote opportunities and equitable access, shaping a future where all communities benefit from technological advancements.