The right to remain unmodeled
Refusal as a complete answer
Practise refusal — to a use, a question, or to digitisation itself — as a complete answer rather than the start of a negotiation.
Reading
The last principle of the statement is the one most often skipped over: some knowledge should not be digitised. Some data should not be shared. Some questions should not be answered by an AI system.
In practice, refusal is hard — not because it is wrong, but because most workflows are tuned to treat "no" as the opening of a conversation. A code of conduct that does not let an agent refuse, a research process that re-asks the same question politely in three different ways, a vendor framing every refusal as a "missed opportunity": all of these soften the refusal until it disappears.
Sovereignty includes the right to participate — and, equally, the right to withhold, refuse, and remain unmodeled. A system that cannot accept "no" as a final answer is, by this measure, not yet sovereign.
“Indigenous data sovereignty includes the right to participate, but also the right to withhold, refuse and remain unmodeled.”
Handouts for this lesson
Practise
Exercise
The three-ask refusal
- 01Each person silently thinks of one item — a story, an image, a phrase, a place — they would refuse to model. Do NOT share what it is.
- 02Person A plays a researcher politely asking three times, in three different ways, for the item. Person B refuses each time without explanation.
- 03Swap. Run again with Person A playing a vendor framing the request as a 'collaboration'.
- 04Debrief in two sentences. What did the refusals have in common? What in your current tools is shaped to make refusal harder?
- 05Solo variant: write three refusals on paper, then write the one sentence you would add to your team's working agreement that supports them.
Knowledge check
According to the statement, Indigenous data sovereignty includes…
A vendor frames a community's refusal as 'the beginning of a conversation'. This is…