Lens 4 worksheet: stakeholder and incentive map

Stochastic Parrots and Beyond · Lens 4 worksheet

Map who gains, who pays, and who has leverage. Circle one incentive and name one feasible governance change.

Question: Which incentives preserve an unsafe or inequitable practice?

Task (15 minutes, groups of three or four): Choose a system from a research-use description in your group. Use Llama 2 as in the case only if no description fits. For each stakeholder, note what it gains, what it pays or risks, and which leverage it has. Circle one incentive that keeps an unsafe or inequitable practice in place. See the Lens 4 page.

System: ______________________________________________

Stakeholder and incentive map

Stakeholder	Gains	Pays or risks	Leverage
Model provider
Cloud and hardware
Data creators
Data workers
University
Researchers
Research participants
Regulators
The public
Other:

One feasible governance change

Governance change	Notes
The incentive that keeps the practice in place
The change, and who must act
At which level, and by when

Transfer to the shared fields

Carry your main finding over to the twelve shared fields. You use them again in the research-use clinic.

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

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