Shared risk worksheet

Stochastic Parrots and Beyond · blank copy

The twelve shared fields for one research use of generative AI. Use it in the research-use clinic and for the follow-up task.
Modified

15 October 2026

Use this worksheet for one actual or planned use of generative AI in your research. Fill in each field. Name a source where you can. Write “unknown” where you do not know: an unknown is a finding.

Do not write confidential or personal research data on this sheet. A fictional worked example shows how to fill it in.

The twelve shared worksheet fields
Field Notes
Research use
System or vendor
Evidence source
Lifecycle stage
People affected
Risk or benefit
Severity and uncertainty
Existing mitigation
Possible alternative
Disclosure requirement
Institutional owner
Next action

Decide. Answer three questions before you choose a use or a non-use.

The decision step
Question Notes
Constraints
Comparison
Accountability
Decision

PDF · Word ·Original handout, CC BY 4.0 · Stochastic Parrots and Beyond, Laura Wagner and Moritz Mähr.

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