It is a failure of imagination and methodology to claim that it is necessary to experiment on millions of people without their consent in order to produce good data science.
Interpretation
This quote asserts that conducting experiments on individuals without their consent is both unethical and unnecessary for good data science.
Kate Crawford highlights the moral implications of data science practices, emphasizing that a lack of creativity and proper methodology should not justify the infringement of individual rights. The quote advocates for ethical standards in research, suggesting that valuable data can be obtained without resorting to unethical practices that exploit peopleβs autonomy and consent.
In practice
During a panel discussion on ethical research practices, this quote can emphasize the importance of consent.
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.
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.
As we move into an era in which personal devices are seen as proxies for public needs, we run the risk that already-existing inequities will be further entrenched. Thus, with every big data set, we need to ask which people are excluded. Which places are less visible? What happens if you live in the shadow of big data sets?
Only by developing a deeper understanding of AI systems as they act in the world can we ensure that this new infrastructure never turns toxic.
The fear isn't that big data discriminates. We already know that it does. It's that you don't know if you've been discriminated against.
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.
You shall not steal, nor deal falsely, nor lie to one another.
They are nonhuman persons. They are not food. If animals matter morally at all, there is one and only one rational response: go vegan. Everything else is just participation in animal exploitation.
I have but one system of ethics for men and for nations - to be grateful, to be faithful to all engagements under all circumstances, to be open and generous, promoting in the long run even the interests of both
To be sure I must; and therefore I may assume that your silence gives consent.
Any person or organization depends ultimately on public approval, and is therefore faced with the problem of engineering the public's consent to a program or goal.
Men being born with a title to perfect freedom and uncontrolled enjoyment of all the rights and privileges of the law of nature. No one can be put out of his estate and subjected to the political view of another, without his consent.
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