Things to Read about data-hazards HOT 14 OPEN

Other ethics toolkits, checklists, question lists, etc:

• Association For Computational Linguistics conference ethics review questions
• UK Statistics Authority Public Good Checklist
• UK Statistics Authority Ethics Self-Assessment tool

Other people-centric ways of identifying ethics issues

• A PEOPLE’S GUIDE TO FINDING ALGORITHMIC BIAS
• Ethics Society Review

from data-hazards.

"Research Ethics By Design" (2017) https://journals.sagepub.com/doi/pdf/10.1177/1747016116673135
Really helpful framing of the meaning of ethics by design. Our work builds this as a framework for applying it in real life.

from data-hazards.

Mitigating dataset harms requires stewardship: Lessons from 1000 papers https://arxiv.org/pdf/2108.02922.pdf

Makes recommendations about how to make dataset use more ethical -->

(8.1 Dataset creators): Make ethically-salient information clear and accessible

(8.4 Dataset users and other researchers): Our findings show how a dataset’s impact is not fully understood at the time of its creation. We recommend that the community systematize the retrospective study of datasets to understand their ethical implications, potential shortcomings, and misuse. Researchers should not wait until the problems become serious and there is an outcry.

from data-hazards.

More Than “If Time Allows”: The Role of Ethics in AI Education

from data-hazards.

Reviews/overviews of ethics AI frameworks:

• The ethics of algorithms: Mapping the debate
• From What to How: An Initial Review of Publicly Available AI Ethics Tools, Methods and Research to Translate Principles into Practices

from data-hazards.

https://dl.acm.org/doi/pdf/10.1145/3479582
Boyd KL. Datasheets for Datasets help ML Engineers Notice and Understand Ethical Issues in Training Data. Proceedings of the ACM on Human-Computer Interaction. 2021 Oct 18;5(CSCW2):1-27.

And of course the original Datasheets for Datasets: https://www.microsoft.com/en-us/research/uploads/prod/2019/01/1803.09010.pdf

from data-hazards.

https://www.uu.nl/en/news/utrecht-data-school-develops-data-ethics-decision-aid Utrecht Data School's Data Ethics Decision Aid

from data-hazards.

https://www.adalovelaceinstitute.org/feature/prototyping-ai-ethics-futures/ May 2021 "A week-long series of dialogues and workshops highlighting the new possibilities of a humanities-led, broadly engaging approach to data and AI ethics"

from data-hazards.

https://weallcount.com/tools/ some very relevant tools and the blogs are brilliant

from data-hazards.

Hi all, A few more things that might be of interest.
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from data-hazards.

Sorry - not sure how to add links but here are the urls.
https://www.canada.ca/en/government/system/digital-government/digital-government-innovations/responsible-use-ai/algorithmic-impact-assessment.html
https://www.adalovelaceinstitute.org/report/algorithmic-impact-assessment-case-study-healthcare/
https://datanutrition.org/

from data-hazards.

Sorry again - should have introduced myself. I was attending your workshop this morning and saw this issue and wanted to contribute. Hope that is OK.

from data-hazards.

Amazing thank you @JennyBunn !!

from data-hazards.

Z-inspection: http://z-inspection.org/wp-content/uploads/2021/12/HowtoAssessTrustworthyAI.pdf

from data-hazards.