Phrase by 'Kate Crawford'
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If you're not thinking about the way systemic bias can be propagated through the criminal justice system or predictive policing, then it's very likely that, if you're designing a system based on historical data, you're going to be perpetuating those biases.
Author: Kate Crawford - Australian WriterYou , Thinking , Way , Justice
Biases and blind spots exist in big data as much as they do in individual perceptions and experiences. Yet there is a problematic belief that bigger data is always better data and that correlation is as good as causation.
Author: Kate Crawford - Australian WriterAlways , Better , Good , Blind
With big data comes big responsibilities.
Author: Kate Crawford - Australian WriterBig , Data , Responsibilities
Data and data sets are not objective; they are creations of human design. We give numbers their voice, draw inferences from them, and define their meaning through our interpretations.
Author: Kate Crawford - Australian WriterMeaning , Voice , Numbers , Design
Like all technologies before it, artificial intelligence will reflect the values of its creators. So inclusivity matters - from who designs it to who sits on the company boards and which ethical perspectives are included.
Author: Kate Crawford - Australian WriterIntelligence , Artificial Intelligence
The promoters of big data would like us to believe that behind the lines of code and vast databases lie objective and universal insights into patterns of human behavior, be it consumer spending, criminal or terrorist acts, healthy habits, or employee productivity. But many big-data evangelists avoid taking a hard look at the weaknesses.
Author: Kate Crawford - Australian WriterLook , Lie , Behavior , Believe
If you have rooms that are very homogeneous, that have all had the same life experiences and educational backgrounds, and they're all relatively wealthy, their perspective on the world is going to mirror what they already know. That can be dangerous when we're making systems that will affect so many diverse populations.
Author: Kate Crawford - Australian WriterLife , You , Perspective , Mirror
We urgently need more due process with the algorithmic systems influencing our lives. If you are given a score that jeopardizes your ability to get a job, housing, or education, you should have the right to see that data, know how it was generated, and be able to correct errors and contest the decision.
Author: Kate Crawford - Australian WriterYou , Education , Job , Decision
We need to be vigilant about how we design and train these machine-learning systems, or we will see ingrained forms of bias built into the artificial intelligence of the future.
Author: Kate Crawford - Australian WriterSee , Future , Intelligence , Design
As AI becomes the new infrastructure, flowing invisibly through our daily lives like the water in our faucets, we must understand its short- and long-term effects and know that it is safe for all to use.
Author: Kate Crawford - Australian WriterUnderstand , Water , Daily , AI
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