Sandra Matz

I think about something like, can we create these data co-ops that, again, create a system that supports you where you can come together and it's not just you. And there's also technologies that I think will drive some of the systemic change. Because right now,

you oftentimes have this trade-off between, well, I do want personalization and I do want a value that comes with data, especially in the context, right?

you oftentimes have this trade-off between, well, I do want personalization and I do want a value that comes with data, especially in the context, right?

you oftentimes have this trade-off between, well, I do want personalization and I do want a value that comes with data, especially in the context, right?

Some of it might just be, well, I need to find a movie on Netflix and I don't have like my entire life to find the one that I want or I have to buy headphones on Amazon and I can't now spend the next 10 weeks trying to find the ones that are most relevant. But it can also be something in the context like healthcare.

Some of it might just be, well, I need to find a movie on Netflix and I don't have like my entire life to find the one that I want or I have to buy headphones on Amazon and I can't now spend the next 10 weeks trying to find the ones that are most relevant. But it can also be something in the context like healthcare.

Some of it might just be, well, I need to find a movie on Netflix and I don't have like my entire life to find the one that I want or I have to buy headphones on Amazon and I can't now spend the next 10 weeks trying to find the ones that are most relevant. But it can also be something in the context like healthcare.

It's like, yeah, I do want the insights into disease and I do want some personalized recommendations for how to be healthier and happier. But I don't necessarily want my data to be out there with the big pharma companies all in one place where it's at risk for security breaches and abuse when it comes to manipulating us in the future or exploiting us for profits. So there is now technology

It's like, yeah, I do want the insights into disease and I do want some personalized recommendations for how to be healthier and happier. But I don't necessarily want my data to be out there with the big pharma companies all in one place where it's at risk for security breaches and abuse when it comes to manipulating us in the future or exploiting us for profits. So there is now technology

It's like, yeah, I do want the insights into disease and I do want some personalized recommendations for how to be healthier and happier. But I don't necessarily want my data to be out there with the big pharma companies all in one place where it's at risk for security breaches and abuse when it comes to manipulating us in the future or exploiting us for profits. So there is now technology

that essentially is trying to overcome this trade-off by saying well how do we protect your data but still give you the insights the value the convenience and the service it's called federated learning and the idea is essentially instead of you having to send your data to netflix for example to train their models to send your data your medical history genetic data to a pharma company

that essentially is trying to overcome this trade-off by saying well how do we protect your data but still give you the insights the value the convenience and the service it's called federated learning and the idea is essentially instead of you having to send your data to netflix for example to train their models to send your data your medical history genetic data to a pharma company

that essentially is trying to overcome this trade-off by saying well how do we protect your data but still give you the insights the value the convenience and the service it's called federated learning and the idea is essentially instead of you having to send your data to netflix for example to train their models to send your data your medical history genetic data to a pharma company

and then just trust them that they're going to use it for a good purpose, you can ask Netflix to say, send their models to your phone locally. And instead of you sending all of your viewing data to Netflix, they just send their model to you based on the movies that you've watched, they update locally, and then you just send the intelligence back. So instead of

and then just trust them that they're going to use it for a good purpose, you can ask Netflix to say, send their models to your phone locally. And instead of you sending all of your viewing data to Netflix, they just send their model to you based on the movies that you've watched, they update locally, and then you just send the intelligence back. So instead of

and then just trust them that they're going to use it for a good purpose, you can ask Netflix to say, send their models to your phone locally. And instead of you sending all of your viewing data to Netflix, they just send their model to you based on the movies that you've watched, they update locally, and then you just send the intelligence back. So instead of

The original model that said, well, we're just going to send our data to a central server. You never send your data. So the data never leaves its safe harbor. What you exchange with the companies is essentially intelligence. So you have Netflix ask questions from the data, and then you can send back the intelligence.

The original model that said, well, we're just going to send our data to a central server. You never send your data. So the data never leaves its safe harbor. What you exchange with the companies is essentially intelligence. So you have Netflix ask questions from the data, and then you can send back the intelligence.

The original model that said, well, we're just going to send our data to a central server. You never send your data. So the data never leaves its safe harbor. What you exchange with the companies is essentially intelligence. So you have Netflix ask questions from the data, and then you can send back the intelligence.

Or you can have a pharma company ask questions from your medical data, and then you get personalized advice based on the models that they create. And so for me, this technology is really... one that kind of creates systemic change because it eliminates this trade-off that we had to grapple with all this time.