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Applications of Analytics

Community Standards

Category: Deontic Analytics

Automated systems have an impact on what content is acceptable (and what is not) in a society. We see this in effect on online video services. “On both YouTube and YouTube Kids, machine learning algorithms are used to both recommend and mediate the appropriateness of content” (UC Berkeley Human Rights Center Research, 2019). Though such algorithms are influenced by input parameters, their decisions are always more nuanced than designed, leading people to adapt to the algorithm, thereby redefining what is acceptable.

Examples and Articles

Facebook introduces a new system to estimate the uncertainty in human-generated decisions to improve its community standards
"When a human reviewer decides to take down something, CLARA will work as a real-time prediction service and will crosscheck and re-asses this decision against what a machine model would have predicted along with the reference from both of their past accuracy reports." Arooj Ahmed, August 25, 2020, Digital Information World Direct Link


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