The Digital Extraction Machine: Why #DataBack is the New Frontier of Sovereignty
AI-generated image · Bay Street Wire
For too long, the tech industry has treated Indigenous knowledge as a resource to be mined. Now, the push for data sovereignty is reclaiming the narrative.
In the current Canadian political climate, "sovereignty" has become a trending buzzword, often tied to fears of U.S. economic hostility or annexation. But for Indigenous nations, this isn't a new conversation; it is a lifelong struggle for autonomy. As I see it, the fight for Indigenous data sovereignty is not a niche technical requirement—it is a necessary correction to a tech industry that has historically viewed Indigenous knowledge as a raw material to be extracted for corporate profit.
As BetaKit first reported, Jeff Ward, the founder of the B.C.-based national Indigenous tech firm Animikii, is leading a movement called #DataBack. Ward, a software developer and product designer from Manitoba’s Sandy Bay Ojibway First Nation, argues that the industry's view of data as mere "zeroes-and-ones" misses the point. For the communities Animikii serves, this information represents living stories, memories, culture, and language connected to ancestors.
For decades, this vital knowledge has been forced into "colonial buckets"—data structures designed by outsiders that offer Indigenous people no control over how their information is managed. This is where the #DataBack movement steps in, seeking to return data to the possession and control of the communities it belongs to. This work is informed by the ownership, control, access, and possession (OCAP) principles created by the First Nation’s Information Governance Centre.
The danger of the status quo is most evident in the current AI gold rush. BetaKit reports that Large Language Models (LLMs) are scraping the internet for data to train their models, often extracting Indigenous information for the economic benefit of major corporations. This creates a predatory cycle: Indigenous languages and cultures are harvested, processed, and then sold back to those same communities as a product. Furthermore, these models often produce inaccuracies, such as inventing words when tasked with teaching languages like Ojibway, which Ward notes can be damaging to cultural revitalization efforts.
To combat this, Animikii has developed Niiwin, a platform that allows Indigenous organizations to build bespoke, complex data structures via a no-code interface. This ensures that the data is not shoehorned into biased, off-the-shelf software. Niiwin also provides granular data governance, allowing organizations to strictly control who has access to specific information. To further ensure sovereignty, Animikii offers a hosted solution in a non-U.S.-owned data center located in Quebec, though the platform can be deployed anywhere.
Ultimately, data sovereignty is about nationhood. It is about the right of a community to author its own story and reclaim what was extracted in the past. When we move away from the "digital colonialism" of big tech, we move toward a model of stewardship and pride. The goal is simple: Indigenous data should serve the community, not the corporate bottom line.