Amira Skeggs
amiraskeggs.bsky.social
Amira Skeggs
@amiraskeggs.bsky.social
PhD student @ orben.group | psychology, tech, design, writing | email: [email protected] |

https://amiraskeggs.com/
Big thanks to all the young people who co-created these stories with us and to my brilliant co-authors: @orbenamy.bsky.social, @adigitaltanay.bsky.social @valerieyapzy.bsky.social, Ashish Mehta, Anne-Marie Burn, Petr Slovak
June 24, 2025 at 10:58 AM
🔗 More on the method:

Micro-narratives = short, first-person stories co-created by participants + LLM-powered chatbots.

dl.acm.org/doi/10.1145/...
Micro-narratives: A Scalable Method for Eliciting Stories of People’s Lived Experience | Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems
dl.acm.org
June 24, 2025 at 10:58 AM
We also found differences in harm frequency, prevalence, and platform distributions:
📉 Behavioural harms (e.g., negative commenting) happened most often
📱 Instagram & TikTok stood out as key platforms of harm exposure
🌍 Harms were perceived as widespread amongst young people
June 24, 2025 at 10:58 AM
𝐔𝐬𝐢𝐧𝐠 𝐦𝐢𝐱𝐞𝐝-𝐦𝐞𝐭𝐡𝐨𝐝𝐬 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬, 𝐰𝐞 𝐟𝐨𝐮𝐧𝐝 𝐭𝐡𝐚𝐭 𝐡𝐚𝐫𝐦𝐬 𝐟𝐞𝐥𝐥 𝐢𝐧𝐭𝐨 𝐟𝐨𝐮𝐫 𝐦𝐚𝐢𝐧 𝐜𝐚𝐭𝐞𝐠𝐨𝐫𝐢𝐞𝐬:
1. Other people’s behaviour (e.g. cyberbullying, scams)
2. Own behaviour (e.g. compulsive scrolling, comparison)
3. Content (e.g. graphic or idealised posts)
4. Platform features (e.g. poor moderation)
June 24, 2025 at 10:58 AM
• Using 𝘀𝗲𝗹𝗳-𝗱𝗲𝘁𝗲𝗿𝗺𝗶𝗻𝗮𝘁𝗶𝗼𝗻 𝘁𝗵𝗲𝗼𝗿𝘆, we outline a behavioural change framework supporting 𝗮𝘂𝘁𝗼𝗻𝗼𝗺𝘆, 𝗰𝗼𝗺𝗽𝗲𝘁𝗲𝗻𝗰𝗲, and 𝗿𝗲𝗹𝗮𝘁𝗲𝗱𝗻𝗲𝘀𝘀—especially for adolescent users

We highlight the need for 𝘁𝗵𝗲𝗼𝗿𝗲𝘁𝗶𝗰𝗮𝗹𝗹𝘆 𝗶𝗻𝗳𝗼𝗿𝗺𝗲𝗱 𝗮𝗽𝗽𝗿𝗼𝗮𝗰𝗵𝗲𝘀 that centre users’ 𝗽𝘀𝘆𝗰𝗵𝗼𝗹𝗼𝗴𝗶𝗰𝗮𝗹 𝗻𝗲𝗲𝗱𝘀.
May 15, 2025 at 9:31 AM
• We distinguish between 𝘂𝘀𝗲-𝗿𝗲𝗱𝘂𝗰𝘁𝗶𝗼𝗻 𝗶𝗻𝘁𝗲𝗿𝘃𝗲𝗻𝘁𝗶𝗼𝗻𝘀 (e.g., limiting time) and 𝘂𝘀𝗲-𝗶𝗺𝗽𝗿𝗼𝘃𝗲𝗺𝗲𝗻𝘁 𝗶𝗻𝘁𝗲𝗿𝘃𝗲𝗻𝘁𝗶𝗼𝗻𝘀 (e.g., enhancing content and interactions)
• We introduce a 𝗰𝗼𝗻𝘁𝗲𝘅𝘁𝘂𝗮𝗹 𝗺𝗼𝗱𝗲𝗹 mapping interventions across five levels: 𝗽𝗹𝗮𝘁𝗳𝗼𝗿𝗺, 𝗱𝗲𝘃𝗶𝗰𝗲, 𝘂𝘀𝗲𝗿, 𝗳𝗮𝗺𝗶𝗹𝘆, and 𝘀𝗼𝗰𝗶𝗲𝘁𝘆
May 15, 2025 at 9:30 AM