• Skip to main content
  • Skip to secondary menu
  • Skip to primary sidebar
  • Skip to footer
  • Our Services
  • Contact Us
  • Newsletter
  • Top Nav Social Icons

ID Tech Wire small glowing logo

ID Tech

(formerly FindBiometrics)

Facetec
  • LEARN
  • News
    • Featured Articles
    • Interviews
    • Thought Leadership
    • Podcasts
    • Webinars
    • Year in Review
  • Deepfakes & AI
  • Applications
    • Biometric Security
    • Border Control and Airport Biometrics
    • Consumer and Residential Biometrics
    • Financial Biometrics
    • Fingerprint & Biometric Locks
    • Healthcare Biometrics
    • Justice and Law Enforcement Biometrics
    • Logical Access Control Biometrics
    • Mobile Biometrics
    • Other Biometric Applications
    • Physical Access Control Biometrics
    • Biometric Time and Attendance
  • Solutions
    • Behavioral Biometrics
    • Biometric Sensors and Detectors
    • Facial Recognition
    • Biometric Fingerprint Readers
    • Hand Readers & Finger Scanners
    • Iris Recognition
    • Biometric Middleware and Software
    • Multimodal Biometrics
    • Physiological Biometrics
    • Smart Cards
    • Vein Recognition
    • Voice and Speech Recognition
  • Companies
  • Podcasts
  • Events

Singapore Researchers Use Fitbits to Predict Depression

January 26, 2022

Researchers at Singapore’s Nanyang Technological University (NTU Singapore) have been trying to use wearable devices to predict whether or not someone is likely to experience depression. To that end, the researchers have published a study in the JMIR mHealth and uHealth journal that suggests that there are indeed key physiological indicators that correlate with depression.

Singapore Researchers Use Fitbits to Predict Depression

In the study, the researchers asked 290 adult participants to wear Fitbit Charge 2 devices for 14 straight days, taking them off only to shower and to recharge the battery. The Fitbits tracked physical activity, heart rate, energy levels, and sleep patterns, and then analyzed that data with a Ycogni machine learning model that was built to predict depression.

The results indicate that Ycogni was able to identify people with a high risk of depression and people with no risk of depression with 80 percent accuracy. Ycogni’s predictions were compared to two health surveys that participants filled out at the beginning and end of the 14-day period.

In terms of physiological predictors, the NTU Singapore researchers found that poor sleep was the most telling risk factor for depression. People whose heart rates fluctuated in the middle of the night were more likely to have symptoms of depression, as were those who went to bed at different times and generally had less regular sleeping patterns.

The researchers believe that their system could help serve as an early warning system for high-risk people moving forward. They noted that nearly one billion people now wear activity trackers on a regular basis, and they are planning to study factors like skin temperature and smartphone usage to further refine the Ycogni algorithm.

The US Army has tried to use Fitbits to identify symptoms of COVID-19, while Fitbit itself has released a Fitbit Sense watch that can analyze sweat to gauge the wearer’s stress levels. Scientists are also trying to use wearables to monitor and treat conditions like diabetes and Parkinson’s disease.

–

January 26, 2022 – by Eric Weiss

Related News

  • Gucci-branded Oura Ring Brings Luxury to Wearable BiometricsGucci-branded Oura Ring Brings Luxury to Wearable Biometrics
  • Abbott Expands From Glucose Monitors to Consumer WearablesAbbott Expands From Glucose Monitors to Consumer Wearables
  • New Study Shows Firm Evidence of Wearable’s Ability to Predict InfectionNew Study Shows Firm Evidence of Wearable’s Ability to Predict Infection
  • Virgin Galactic Researchers to Wear Biometric Suits in Study of Microgravity EffectsVirgin Galactic Researchers to Wear Biometric Suits in Study of Microgravity Effects
  • Researchers Print Biometric Sensors Directly Onto Human BodyResearchers Print Biometric Sensors Directly Onto Human Body
  • SA Water Trials Biometric Wearables to Improve Worker SafetySA Water Trials Biometric Wearables to Improve Worker Safety

Filed Under: News Tagged With: academic research, Biometric, biometric fitness tracking, biometric wearables, biometrics, biometrics research, depression, Fitbit, physiological biometrics, wearable biometrics, wearables

Primary Sidebar

ID Talk Podcast jet black promotional banner with fingerprint microphone icon and Listen Now button

Partners

facetec logo

FaceTec’s patented, industry-leading 3D Face Verification and Reverification software anchors digital identity, creating a chain of trust from user onboarding to ongoing authentication on all modern smart devices and webcams. FaceTec’s 3D FaceMaps™ finally make trusted, remote identity verification possible. As the only technology backed by a persistent spoof bounty program and NIST/iBeta Certified Liveness Detection, FaceTec is the global standard for 3D Liveness and Face Matching with millions of users on six continents in financial services, border security, transportation, blockchain, e-voting, social networks, online dating and more. www.facetec.com

Unico is a global identity network that forges trust between people & companies. We identify people globally so they can have safe, efficient and private digital access to services around the world. Unico is present in over 20 countries, and serves 165 million users with over 1.5 billion identity verifications every year. We are the leading global identity network.www.unico.io

Innovatrics company logo with tagline

Innovatrics is an EU-based provider of trusted biometric solutions for governments and enterprises. Our algorithms consistently rank among the fastest and most accurate in fingerprint, face, and iris recognition. Since 2004, we have partnered with all types of organisations to build trusted and flexible biometric identification solutions. Our solutions are used in more than 80 countries, benefiting over a billion people worldwide. https://www.innovatrics.com/

Identity Week logo

Identity Week aims to be a significant identity industry catalyst. It’s our mission is to help accelerate the move towards a world where trusted identity solutions enable governments and commercial organisations to provide citizens, employees, customers and consumers with a multitude of opportunities to transact in a seamless, yet secure manner. All the while preventing the efforts of those intent on doing harm. https://identityweek.net/

The Prism Project logo

The Biometric Digital Identity Prism is a market landscape framework designed to help influencers and decision makers understand, innovate, and implement digital identity technologies and solutions. This innovative framework for understanding and evaluating the rapidly evolving biometric digital identity marketplace is the only market model that is truly biometric-centric based on the foundational conviction that in the age of digital transformation the only true, reliable link between humans and their digital data is biometrics. https://www.the-prism-project.com

Recent Posts

  • ID Tech Digest – October 9, 2026
  • AI Update: AI Tools Linked to South Korean Financial Intrusions
  • NEXT Biometrics Plans Bankruptcy Filing After Funding Efforts Fail
  • SASSA Defends Intensified Proof-of-Life and Biometric Grant Controls
  • TECH5 Names Co-Founder Rahul Parthe as New CEO

Biometric Associations

IBIA and fido

Footer

  • About Us
  • Company Directory
  • Advertise With Us
  • Contact Us
  • Privacy Policy
  • Terms of Use
  • Archives
  • CCPA: Do not sell my personal info.

Follow Us

Copyright © 2026 Verse Media