Platforms Are Still Flying Blind When It Comes to Societal Impact — Better Metrics Could Help

Metrics are key to how product teams at tech companies function

Aviv Ovadya
OneZero

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Photo: Chesnot/Getty Images

After the 2020 election, a Twitter dashboard that I first prototyped four years before started going wild. It estimates misinformation prevalence by monitoring “the percent of retweets and likes pointing toward domains that had made a habit of sharing misinformation.” This metric had been going up throughout the election cycle from a low around 10% up to almost 20% on November 3rd. And then it jumped wildly to 30% over the next week and stayed there for almost a month. Something was likely very wrong.

Tracking this sort of change is a valuable step toward understanding the platform’s impact. It was almost the simplest possible “health metric” — it likely should have triggered alarm bells and executive meetings — it “should” have been equivalent in importance to a significant drop in a revenue dashboard. But it was also clearly insufficiently visible.

In practice, product teams at companies like Twitter, Facebook, and YouTube are primarily rewarded for two things: moving metrics and shipping productswhich then move metrics. If you want to change a system, you must understand its incentives. Since metrics are core to changing…

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Aviv Ovadya
OneZero

See aviv.substack.com. BKC & GovAI Affiliations. Prev Tow fellow & Chief Technologist @ Center for Social Media Responsibility. av@aviv.me