The Structure and Dynamics of the Online MAHA-sphere

TL;DR

This study analyzes the online MAHA movement's ideological ecosystem on Reddit, revealing how beliefs interact, evolve, and form network structures over six years using large-scale data and advanced classification methods.

Contribution

It introduces a comprehensive analysis of MAHA-related online communities, employing a novel tree-based few-shot LLM pipeline to classify stances across multiple themes.

Findings

MAHA users show strong cross-theme bundling and network coherence.

Anti-MAHA users do not exhibit significant bundling beyond chance.

Vaccine skepticism acts as an entry point into broader anti-science narratives.

Abstract

The "Make America Healthy Again" (MAHA) movement has created a complex ideological ecosystem within online communities, where advocacy for healthier lifestyles and whole-food diets coexists with vaccine skepticism and anti-science attitudes. Understanding how these interconnected beliefs interact, overlap, and evolve is critical for public health communication and intervention. We uncover the functional overlaps, network structures, engagement patterns, opinion dynamics, and linguistic differences across the full spectrum of MAHA ideologies. Using large-scale Reddit data spanning six years, we identified 12 MAHA-adjacent themes, including mainstream topics such as exercise, whole food, and screen use, as well as contentious topics such as vaccines, masks, GMOs, fluoride, and others. We developed a tree-based few-shot LLM pipeline to classify stances (pro, anti, neutral) across all themes, then computed user-level opinion scores to examine cross-theme interactions and opinion shifts over time. We find that MAHA-aligned users exhibit strong cross-theme bundling and coherent network structure, whereas anti-MAHA users do not bundle beyond chance. MAHA users cluster in a few mainstream subreddits, but post in a wide ecosystem of MAHA-related communities. During the pandemic, anti-fluoride and anti-mask posters transitioned into anti-vaccination posts, and later moved to broader anti-science narratives, suggesting that vaccine skepticism may serve as an entry point into wider anti-science engagement. Pro- and anti-MAHA communities also exhibit distinct psycholinguistic profiles, reflecting deeper ideological and rhetorical divides.