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The a16z Show · Sunday, August 2, 2026

The Challenge of Identifying Real Online Trends vs. Algorithmic Bias

Ruby Turlough discusses the difficulty of distinguishing genuine social phenomena from micro-trends amplified by algorithms, citing her firm's quantitative analysis of social media data. She uses the example of 'heteropessimism' on TikTok, where her research indicated a decrease in prevalence despite media reports suggesting otherwise.

personRuby TurloughcompanyTikTok

The tape

3 quotes
So this is one of the hardest things to do on the internet. I like to say, is this a real thing? Is this three Tik Toks in a trench coat, right?
Ruby Turlough
Oftentimes when what feels like a trend, what feels like a novel social behavior can just be super micro, super small.
Ruby Turlough
And we found that dating content is mostly positive. But our beloved journalist, I think because of their algorithm, I think are getting hit with a lot of that content. And then they think it's a trend.
Ruby Turlough
Heard on The a16z Show — “Ruby Thelot on Internet Culture, AI, and the Future of Taste, published Sunday, August 2, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.05
The Challenge of Identifying Real Online Trends vs. Algorithmic Bias — Heardvine