From the course: DJ Patil: Ask Me Anything
Is there a data science code of ethics?
From the course: DJ Patil: Ask Me Anything
Is there a data science code of ethics?
(light upbeat music) - [Interviewer] So what are some lessons learned when you're trying to set this global guideline or best practices for data collection and disbursement? - Well the first one is, while doctors take a Hippocratic Oath, the administrators and the business people around the hospital may not take the Hippocratic Oath. So they may be perfectly willing to say, hey look, we could sell your data, but may not always have your best interests at stake. Also when a doctor doesn't adhere to the Hippocratic Oath how fast does action take place? Oftentimes it takes too long before action is taken. So we have improvements even in those systems. Now we shouldn't in data science or in technology say, well, see you guys aren't that great, we should actually say, well let's learn from those systems, so how we can even be more effective for society. How can we do more? And part of that starts with the basis of just having an educational framework that starts with a question of how do we have dialogue on this? And that requires classes in ethics, the ability to have case studies for us to have dialogue. One of the ones that's been an idea that's come out of the data science community is just as we have an interview question about cultural fit why isn't there an ethics question asked about data? So you're the data scientist working on our data. We're not supposed to use race as a variable in this model. But we find a proxy for race. Talk to me about what you do next. Now in some cases proxy may be okay. Other cases absolutely not. But what's more important is not how do you make it a definitive line, but how do you approach the problem and how do you suss out the nuances of how to approach it? But what would it look like if every company asked their data scientists or technologists they're interviewing an ethics question? What would it look like if every person who is a data scientist or technologist, when they're interviewing and they had a question, and they said do you have any questions, say hey, how do you approach ethical issues? And judge the company on their response. Maybe what we need is equivalent of some type of descent channel that if you're in this company and working on something and your manager says just do it, and you're like I have a problem, you can escalate it straight up to the CEO or to the board. What if that doesn't work? Maybe there should be a whistleblower protection that you can have where you go to some third-party agency where it says hey, I have a problem with the way we're approaching this. I want to raise my hand and say I'm not sure and you have protection. The time for those kind of conversations is now. And we have to ask those. Those are all embodied in this broader question around ethics that goes beyond an oath, including a checklist when you build a product. A checklist should include these questions of like, well, is there harm? Have we asked how somebody could abuse it? Is there bias in this? What happens when the model drifts? Who updates it? Who's going to manage this? Who's going to keep touching it and make sure that it's not going to go off the rails? What does it happen if we need to shut it down? How do we make sure? What if we have to take away that data? The impacts that we're seeing from data being misused and abused is partly because we have not had those questions asked. People have not done the hard work to make sure that we have done the diligence to have frameworks of that put in. I used to go at conferences and I'd say we should have a session on ethics and there would be a few people that do it. Now there's conferences dedicated to it. And that is a beauty. So we are getting smarter, we're getting better. We need to put it into practice. We need to have it in practice and so that we are actually practicing these measures and getting better about putting it in. (light upbeat music)
Contents
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What were you like as a kid?3m 17s
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How did your parents influence you?1m 55s
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How did you navigate college?4m 7s
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What are some fond memories from grad school?2m 45s
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How can we foster learning for everyone?5m 9s
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What's the importance of learning liberal arts?2m 30s
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What advice do you have for job seekers?3m 23s
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How did data science come about?4m 8s
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What does it take to be a data scientist?4m 1s
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Why is apprenticeship important?3m 41s
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How can a data scientist influence policy?2m 20s
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How can I prepare for data science in college?4m 56s
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How can hackathons benefit me?1m 30s
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How did you use data in grad school?2m 15s
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How is data used in the US?3m 55s
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How is data used worldwide?1m 38s
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How do you expose holes in cybersecurity?3m 32s
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How can we educate people about hacking?2m 30s
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What are the real threats to personal data?4m 6s
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Should we focus on media headlines?1m 39s
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How can we educate people about data use?3m 34s
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How can people fight for data privacy?2m 46s
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What's the role of the data scientist in 15 years?4m 30s
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What are you working on currently?3m 31s
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How can we make data secure?3m 26s
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How to serve the people with data science?1m 47s
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What's the difference between wisdom and experience?1m 54s
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How do you advocate for science?2m 3s
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What is the role of AI in today's world?2m 54s
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What's an example of ethical hacking?2m 9s
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How do you bring data science into the workplace?2m 29s
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What is the role of AI in human resources and recruiting?3m 3s
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What are tools every data scientist should own?2m 44s
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Is there a data science code of ethics?4m 6s
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What are AI threats in the cybersecurity world?4m 38s
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How can data scientists better inform the general public?1m 30s
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How can people participate in data science?2m 31s
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Why do people fear a machine revolution?2m 18s
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How can data inform healthcare?1m 31s
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Why should we democratize data?2m 14s
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How are you advocating for science?3m 9s
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Why is the march for science important?3m 42s
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What is AI?1m 37s
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What is an example of robust machine learning?4m 31s
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What is AI's place in healthcare?3m 29s
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How can AI impact clinical trials?3m 22s
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How can a data scientist be best leveraged for business?1m 28s
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What does a data science team need to thrive?2m 56s
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What are the pros and cons with AI in HR roles?3m 27s
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What should be in a data scientist's toolbox?3m 23s
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What makes up a good data science team?2m 3s
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What new projects are you working on?2m 51s
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What data science projects are you working on?1m 40s
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How can AI and machine learning (ML) help cybersecurity?3m 54s
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How can governments fight back against AI attacks?3m 5s
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What can the public do to protect against AI attacks?1m 14s
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What are neural networks (NN)?2m 8s
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What's the difference between ML and NN?1m 42s
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Do you have a favorite machine learning technique?1m 7s
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How does the Internet of Things work?1m 38s
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What is a connected city?3m 3s
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What is the fear associated with data?2m 30s
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How can we address the fear of machines taking jobs?3m 20s
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What about job loss due to AI?1m 43s
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What's the reality of bringing back jobs?1m 50s
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What is a scientific process for data science?2m 46s
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What is your tip for not getting overwhelmed by big data?1m 40s
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How do you accept that you're not going to know stuff?2m 38s
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What is a dynamic range?2m 1s
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When does data leave holes?3m 8s
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How important is diversity on a data science team?2m 13s
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How does data influence people's emotions?4m 15s
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How do you train yourself to be intellectually curious?2m 20s
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How do we empower people to foster dialogue?3m 33s
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What is your philosophy on leadership?2m 56s
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How can a company retain employees?3m 42s
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How do you cultivate employee development?3m 18s
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How do you identify algorithmic biases?2m 46s
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Can you describe the process of ethical testing?2m 46s
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How do you feel about machine learning for business decisions?1m 52s
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Can you talk about your book?4m 10s
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What are possible solutions for displacement?2m 23s
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What impact does technology have on the US economy?3m 2s
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Can you discuss the future of intelligent things?3m 26s
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What are the current issues with data collection?2m 10s
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How is technology changing human expectations?1m 7s
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Wrapping up1m 5s
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