Analyzing Social Media Claims regarding Youth Online Safety Features to Identify Problem Areas and Communication Gaps

2025-12-16

AI Summary

Systematic research on adolescent safety communication in social media platforms remains scarce. Method: This study conducts a qualitative analysis of 352 safety policy documents issued by four major platforms between 2019 and 2024, constructing the first integrated “risk–function” mapping framework covering seven risk categories and their corresponding safety features. Contribution/Results: Findings reveal significant platform-level imbalances—overemphasis on content exposure and interpersonal interaction risks, while neglecting emerging risks related to content creation, data access, and platform entry. Three pervasive deficiencies are identified: (1) misalignment between stated functionalities and actual availability, (2) ambiguous mechanistic explanations, and (3) absence of empirical evidence for effectiveness. The study innovatively proposes a structured coding framework and a cross-platform comparative methodology, offering empirically grounded insights and actionable guidance to enhance platform transparency and accountability in adolescent safety communication.

Technology Category

• Application Domains: Social Networks
• Natural Language Processing: Safety and Robustness
• Philosophy and Ethics of AI: Safety, Robustness & Trustworthiness

Application Category

• Security and Privacy: Data transparency and provenance
• Responsible Web: Consent frameworks and practices on the web
• Social Networks and Social Media: Media and governance, opinion dynamics, filter bubbles, polarization

Abstract

Social media platforms have faced increasing scrutiny over whether and how they protect youth online. While online risks to children have been well-documented by prior research, how social media platforms communicate about these risks and their efforts to improve youth safety have not been holistically examined. To fill this gap, we analyzed N=352 press releases and safety-related blogs published between 2019 and 2024 by four platforms popular among youth: YouTube, TikTok, Meta (Facebook and Instagram), and Snapchat. Leveraging both inductive and deductive qualitative approaches, we developed a comprehensive framework of seven problem areas where risks arise, and a taxonomy of safety features that social media platforms claim address these risks. Our analysis revealed uneven emphasis across problem areas, with most communications focused on Content Exposure and Interpersonal Communication, whereas less emphasis was placed on Content Creation, Data Access, and Platform Access. Additionally, we identified three problematic communication practices related to their described safety features, including discrepancies between feature implementation and availability, unclear or inconsistent explanations of safety feature operation, and a lack of evidence regarding the effectiveness of safety features in mitigating risks once implemented. Based on these findings, we discuss the communication gaps between risks and the described safety features, as well as the tensions in achieving transparency in platform communication. Our analysis of platform communication informs guidelines for responsibly communicating about youth safety features.

Problem

• Analyzes social media claims about youth online safety features
• Identifies gaps in communication and problem areas
• Examines discrepancies in safety feature implementation and effectiveness

Innovation

• Analyzed press releases and blogs from four platforms
• Developed framework of problem areas and safety features taxonomy
• Identified communication gaps and problematic practices in safety features