Sandra Matz

It's certainly not a diagnostic tool, but it means that maybe we could be raising a red flag and say, hey, might be nothing, but why don't you check in with some support?

It's certainly not a diagnostic tool, but it means that maybe we could be raising a red flag and say, hey, might be nothing, but why don't you check in with some support?

It's certainly not a diagnostic tool, but it means that maybe we could be raising a red flag and say, hey, might be nothing, but why don't you check in with some support?

yeah so i don't think it's a deterministic diagnostic tool but it could be incredibly helpful for people for example who know already that they're suffering from depression right so it's like one of these mental health challenges that just pop up time and again and it's really difficult to find your way out of the valley so once you enter the full-fledged depression it's really hard to come back and so if we can get these early indicators of well

yeah so i don't think it's a deterministic diagnostic tool but it could be incredibly helpful for people for example who know already that they're suffering from depression right so it's like one of these mental health challenges that just pop up time and again and it's really difficult to find your way out of the valley so once you enter the full-fledged depression it's really hard to come back and so if we can get these early indicators of well

yeah so i don't think it's a deterministic diagnostic tool but it could be incredibly helpful for people for example who know already that they're suffering from depression right so it's like one of these mental health challenges that just pop up time and again and it's really difficult to find your way out of the valley so once you enter the full-fledged depression it's really hard to come back and so if we can get these early indicators of well

maybe it's nothing but here's like a warning system that might alert you to well again there's like these changes in your behavior you're deviating from your typical routine why don't you reach out to someone and see if there's something to it

maybe it's nothing but here's like a warning system that might alert you to well again there's like these changes in your behavior you're deviating from your typical routine why don't you reach out to someone and see if there's something to it

maybe it's nothing but here's like a warning system that might alert you to well again there's like these changes in your behavior you're deviating from your typical routine why don't you reach out to someone and see if there's something to it

Yeah. And you can do this in real time. And technically what you could also do if you're really thinking about this as a support system for the person is not just alert the user, but maybe I can give you the opportunity to name two people, loved ones, someone that you want to know that you're having a hard time, even if you're not in a position to tell them.

Yeah. And you can do this in real time. And technically what you could also do if you're really thinking about this as a support system for the person is not just alert the user, but maybe I can give you the opportunity to name two people, loved ones, someone that you want to know that you're having a hard time, even if you're not in a position to tell them.

Yeah. And you can do this in real time. And technically what you could also do if you're really thinking about this as a support system for the person is not just alert the user, but maybe I can give you the opportunity to name two people, loved ones, someone that you want to know that you're having a hard time, even if you're not in a position to tell them.

Yeah, so this is actually one of the projects that I personally care a lot about because there's still so many students dropping out with enormous debt that they never recover. So what we were trying to do is to see if we could predict early on, once people joined university in the first semester, whether we could see if they might be struggling integrating into the system, right?

Yeah, so this is actually one of the projects that I personally care a lot about because there's still so many students dropping out with enormous debt that they never recover. So what we were trying to do is to see if we could predict early on, once people joined university in the first semester, whether we could see if they might be struggling integrating into the system, right?

Yeah, so this is actually one of the projects that I personally care a lot about because there's still so many students dropping out with enormous debt that they never recover. So what we were trying to do is to see if we could predict early on, once people joined university in the first semester, whether we could see if they might be struggling integrating into the system, right?

Maybe they're not finding the information that they should be finding. Maybe they're not embedded in the cohort as much as other people, and they're somewhat on the fringes, not really connecting to the community as much. So we kind of, again, teamed up with a company called Ready Education. They had like a sense of what are the activities that students attending?

Maybe they're not finding the information that they should be finding. Maybe they're not embedded in the cohort as much as other people, and they're somewhat on the fringes, not really connecting to the community as much. So we kind of, again, teamed up with a company called Ready Education. They had like a sense of what are the activities that students attending?

Maybe they're not finding the information that they should be finding. Maybe they're not embedded in the cohort as much as other people, and they're somewhat on the fringes, not really connecting to the community as much. So we kind of, again, teamed up with a company called Ready Education. They had like a sense of what are the activities that students attending?

Are they talking to other students? Are they part of groups? Are they sending messages? Are they receiving messages? So we looked at all of these data traces. And again, once you combine all of them, you actually have a relatively decent sense of whether someone might be struggling and whether they might drop out at the end of the semester.

Are they talking to other students? Are they part of groups? Are they sending messages? Are they receiving messages? So we looked at all of these data traces. And again, once you combine all of them, you actually have a relatively decent sense of whether someone might be struggling and whether they might drop out at the end of the semester.