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.
Interpretation
Diversity in perspectives is crucial for creating systems that serve everyone fairly.
In this quote, Kate Crawford highlights the risks of homogeneity in decision-making spaces. When groups are composed of individuals with similar backgrounds, experiences, and wealth, their collective viewpoint becomes narrow, potentially leading to systemic outcomes that overlook or harm diverse populations. This emphasizes the importance of including varied perspectives in processes that impact a wide range of communities.
In practice
In a conference about social justice, this quote could frame a discussion on the importance of diverse voices.
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.
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.
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.
I believe that Gandhi’s views were the most enlightened of all the political men of our time.
What are kings, when regiment is gone, but perfect shadows in a sunshine day?
As for me, I am deeply a democrat; this is why I am in no way a socialist. Democracy and socialism cannot go together. You can't have it both ways. Socialism is a new form of slavery.
Sure, that's what I mean,' Doc Daneeka said. 'A little grease is what makes this world go round. One hand washes the other. Know what I mean? You scratch my back, I'll scratch yours.' Yossarian knew what he meant. That's not what I meant,' Doc Daneeka said, as Yossarian began scratching his back.
If the genius of invention were to reveal to-morrow the secret of immortality, of eternal beauty and youth, for which all humanity is aching, the same inexorable agents which prevent a mass from changing suddenly its velocity would likewise resist the force of the new knowledge until time gradually modifies human thought.
This civilization is rapidly passing away, however. Let us rejoice or else lament the fact as much as everyone of us likes; but do not let us shut our eyes to it.
Subscribe for the occasional hand-picked quote. No noise.