The Blueprint for De-Colonizing Tech: Why #DataBack Matters

In current Canadian political discourse, "sovereignty" has become a buzzword fueled by anxieties over U.S. economic hostility. But for Indigenous nations, this isn't a new trend—it is a lifelong struggle. As Jeff Ward, founder of the B.C.-based firm Animikii and member of the Sandy Bay Ojibway First Nation, told BetaKit, the work being done within Indigenous communities is now critical to the broader global conversation about how we handle information. As BetaKit first reported, this effort is part of a larger push toward data sovereignty.

For too long, the tech industry has operated on an extractive model. Ward describes this as "colonial buckets," where Indigenous data is forced into software structures not designed for them and over which they have no control. This is the core of the #DataBack movement. While the tech industry often views data as inanimate "zeroes-and-ones," Ward explains to BetaKit that for many communities, this data represents living stories, memories, culture, traditions, and language connected to ancestors.

#DataBack is not merely about storage; it is about dismantling the digital colonialism that allows major corporations to scrape and extract Indigenous data for corporate profit. This is particularly urgent with the rise of Large Language Models (LLMs). Ward warns that these models often scrape protected or privileged information, leading to accuracy issues—such as LLMs inventing words when tasked with languages like Ojibway—which can damage cultural revitalization efforts. The ultimate fear is a predatory cycle where language models are trained on Indigenous culture only to be sold back to those same communities as a product.

To combat this, Animikii has developed Niiwin, a platform that allows Indigenous organizations to collect, analyze, and protect their own data. Niiwin moves away from off-the-shelf software by offering a no-code interface for creating bespoke, complex relational data structures. Crucially, it provides fine-grained data governance, allowing organizations to decide exactly who has access to specific information. To ensure true sovereignty, Animikii offers a hosted solution in a non-U.S.-owned data center located in Quebec, though the platform can be deployed anywhere.

This framework follows the OCAP principles—standing for ownership, control, access, and possession—which were established by the First Nation’s Information Governance Centre. These principles shift the definition of data from an individual asset to one of collective ownership. As Ward notes, the goal is to allow communities to author their own stories and reclaim what was extracted in the past.

By prioritizing stewardship over extraction, the #DataBack movement provides a necessary blueprint for the rest of the industry. It proves that tech can exist without the "digital colonialism" of Big Tech, replacing extractive logic with a model of nationhood and community control.