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TeenBack is built for a modern reality: teen and digital addiction. To stay accurate, responsible, and grounded, TeenBack relies on established public health data, large-scale national surveys, and trusted global youth research. This page lists the primary sources we reference when describing the scale of teen risk across gambling, vaping, alcohol use, and digital screen overuse. We review and update this list as new releases and datasets become available.

Last reviewed and updated: December 7, 2025

We refresh this page as new national surveys, public health releases, and global adolescent reports are published.

PRIMARY PUBLIC HEALTH AND GOVERNMENT SOURCES (UNITED STATES):

  • Centers for Disease Control and Prevention (CDC) 
  • CDC Youth Risk Behavior Survey (YRBS/YRBSS 
  • National Center for Health Statistics (NCHS) 
  • Food and Drug Administration (FDA) 
  • FDA National Youth Tobacco Survey (NYTS) 
  • Substance Abuse and Mental Health Services Administration (SAMHSA) 
  • SAMHSA National Survey on Drug Use and Health (NSDUH) 
  • National Institute on Alcohol Abuse and Alcoholism (NIAAA) 
  • National Institutes of Health (NIH) 
  • National Institute on Drug Abuse (NIDA) 
  • 988 Suicide and Crisis Lifeline (SAMHSA and 988 Lifeline resources) 
  • Federal Trade Commission (FTC) guidance on youth privacy and digital practices 
  • U.S. Department of Education resources related to student wellbeing and safety
     

U.S. DEMOGRAPHICS AND YOUTH POPULATION:

  • U.S. Census Bureau 
  • HHS Office of Population Affairs (OPA) 
  • Child and adolescent population summaries from major U.S. public health and demographic data hubs
     

GLOBAL ADOLESCENT AND PUBLIC HEALTH SOURCES:

  • World Health Organization (WHO) Adolescent Health 
  • UNICEF Adolescent Data and Reports 
  • UNESCO resources on youth, education, and wellbeing 
  • OECD youth wellbeing and education indicators 
  • National public health agencies in partner countries where TeenBack is deployed
     

TEEN TECHNOLOGY, SOCIAL MEDIA, AND DIGITAL BEHAVIOR:

  • Pew Research Center teen technology research 
  • Common Sense Media research on youth media use 
  • Academic research on adolescent digital behavior and screen-related risk
     

YOUTH GAMBLING RESEARCH AND PREVENTION:

  • Peer-reviewed adolescent gambling prevalence studies 
  • Systematic reviews of youth problem gambling 
  • National Council on Problem Gambling (youth resources and prevention guidance) 
  • State-level problem gambling councils and prevention programs 
  • Public health research on mobile betting, microtransaction behaviors, and algorithm-driven exposure
     

VAPING AND NICOTINE RESEARCH:

  • CDC tobacco prevention and youth nicotine resources 
  • FDA youth tobacco surveillance 
  • Peer-reviewed adolescent nicotine, vaping, and behavioral risk research
     

ALCOHOL USE RESEARCH:

  • SAMHSA adolescent alcohol prevalence data 
  • NIAAA youth alcohol research and summaries 
  • WHO adolescent substance use context
  • Peer-reviewed adolescent alcohol risk and prevention research
     

MENTAL HEALTH, PREVENTION, AND YOUTH SAFETY CONTEXT:

  • Evidence-based youth prevention frameworks used by schools and community programs
  • School-aligned wellbeing and prevention resources 
  • Adolescent-focused behavioral risk and protective factor research 
  • Crisis intervention and referral standards from recognized national and global health bodies
     

SEL AND SCHOOL-ALIGNED FRAMEWORK CONTEXT:

  • CASEL framework and SEL competency resources 
  • District and state-level SEL guidance where applicable
  • Research on adolescent self-regulation, decision-making, and protective skill development
     

PRIVACY AND YOUTH DATA PROTECTION CONTEXT:

  • COPPA-related guidance and youth privacy best practices 
  • FERPA-aligned education privacy principles 
  • GDPR youth and child-data standards where applicable 
  • State-level youth privacy laws and emerging digital safety guidance
     

CREDIBLE REPORTING WE MONITOR FOR TREND AND POLICY CONTEXT:

  • Bloomberg 
  • CNN 
  • U.S. News and World Report 
  • The New York Times 
  • The Wall Street Journal 
  • The Washington Post 
  • The Associated Press 
  • Reuters 
  • Major regional and local outlets covering school policy, teen wellbeing, and digital risk trends
     

ACADEMIC AND RESEARCH PUBLISHING CONTEXT:

  • Peer-reviewed journals in adolescent health, public health, behavioral science, and digital risk 
  • University-based youth wellbeing and addiction research centers 
  • Conference proceedings and consensus summaries where relevant

DATA SOURCE AND TRANSPARENCYTeenBack’s global and U.S. statistics are compiled from verified health and behavioral studies published between 2018–2024 by organizations including the World Health Organization (WHO), Centers for Disease Control and Prevention (CDC), OECD, UNICEF, ESPAD (European School Survey Project on Alcohol and Other Drugs), and national health ministries.Percentages and time-based comparisons reflect directional trends confirmed across multiple public datasets and research journals. While country-specific metrics are rounded for clarity, all represent the most current, evidence-aligned youth behavior data available.


TeenBack is a preventive support platform and does not provide medical, psychiatric, or emergency services. Messages are for guidance only and are not a substitute for therapy, counseling, or professional treatment. If you or someone you know is in immediate danger, call 988 or your local emergency number. Use of TeenBack requires agreement to our Terms of Service and Privacy Policy. Minors under 16 require verified parental consent. Copyright © 2025 TeenBack - All Rights Reserved.

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