Pregnancy app What to Expect says it invested significantly in content moderation, as vaccine misinformation rises in the community sections of pregnancy apps
Washington Post : Tweets: @afettersmaloy Tweets: Ashley Fetters Maloy / @afettersmaloy : Pregnancy apps have become a battleground of vaccine misinformation. One leading app is figuring out how to fix that. From me and @WillOremus: https://www.washingtonpost.com/ ...
Context & Ripple Effects
What to Expect's move lands at the end of a multi-year arc: back in early 2019, Facebook began exploring ways to address anti-vaccine misinformation and then demoted anti-vaccine Pages and groups, pushing that content out of mainstream feeds rather than deleting it.
The displaced activity found new homes — by August 2021 the Post was profiling Vaccine Talk, a tightly moderated ~70K-member Facebook group for skeptics, and Apple had pulled Unjected from its App Store over COVID-19 misinformation. Pregnancy apps' community boards are the next venue where that pressure shows up, and What to Expect is responding with moderation spend rather than removal.
First-order effects
- What to Expect's moderation investment raises its operating costs immediately, and its community members now encounter more active enforcement — removals or downranking — in forums built for peer support during pregnancy.
Second-order effects
- Rival pregnancy apps with similar community sections face the same exposure without yet having made a comparable commitment, forcing them to either match the moderation spend or accept the reputational risk; app-store operators like Apple, which already removed Unjected over COVID-19 misinformation, provide a compliance backdrop that makes under-moderation costlier.
Third-order effects
- If the pattern holds, health-adjacent community products will treat moderation headcount and tooling as core infrastructure rather than overhead — a structural echo of the ranking-and-demotion playbook Facebook pioneered in 2019, but executed closer to the conversation by smaller platforms.
The trend: As large platforms demote or remove vaccine misinformation, moderation responsibility migrates to smaller vertical community apps, which must build their own enforcement capacity.