🤖 AI Summary
This study investigates the discursive construction of wellbeing on Instagram through the #wellbeing hashtag, revealing its gendered characteristics and dominant narrative tendencies. Employing a multimodal analytical framework that integrates text mining, hierarchical clustering, non-parametric statistical tests, computer vision–based image classification, and object detection, the research examines 9,844 posts. For the first time, it combines textual semantics, visual themes, and gender representation to demonstrate that the #wellbeing discourse is highly feminized, predominantly centered on mental health and spiritual growth. Content related to healing and positive psychology generates the most user engagement, whereas fitness and nutrition remain comparatively marginalized. The analysis further identifies two core narrative frameworks structuring this online wellbeing discourse.
📝 Abstract
The aim of this paper is to (1) identify textual and visual themes and sub-themes associated with the #wellbeing hashtag on Instagram, (2) assess their varying levels of engagement and (3) investigate gender bias present in the analysed visual narratives. This study employs a range of big data analysis techniques to investigate various dimensions of wellbeing on Instagram. Initially, a sample of 9,844 posts was processed using data mining and text analysis methods to identify and categorise significant hashtags, which facilitated the classification of posts into thematic clusters through hierarchical clustering. Engagement was then assessed using non-parametric statistical tests. Additionally, computer vision models were used to analyse and classify visual narratives, grouping images into communities based on visual similarities. Finally, gender representation in the images was examined using object detection models. The study reveals that the discourse around #wellbeing on Instagram is predominantly feminised and focuses primarily on mental, psychological and spiritual aspects. Therapeutic and positive psychology narratives are the most prevalent and engaging, while physical activity and nutrition play a relatively secondary role. Two major macro-narratives emerge: firstly, mental health and emotional wellbeing, often featuring hashtags related to therapy, self-discovery, spirituality and motivational quotes; secondly, though less prominently, themes and visual narratives concerning physical activity and healthy habits, emphasising exercise and nutrition.