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JD Miller PhD quoted in Money Magazine regarding career leverage and salary negotiation.

What Two Viral Kissing Scandals Reveal About Algorithmic Distribution and Human Trust

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What Two Viral Kissing Scandals Show Us About How Algorithms Actually Work

originally published in

ILLUMINATION

Executive Summary

When two separate viral clips of canoodling couples captured the internet's obsession a year apart, the public focused on the drama. I saw a demonstration of how modern distribution mechanisms operate.

In both instances, the underlying platforms did not reward the truth of the situation; they rewarded the micro-pause.

Modern social systems track dwell time down to the millisecond. A moment of hesitation, confusion, or suspicion holds far more value to an algorithm than factual accuracy. When platforms optimize for how long a user stares at content, sensationalism systematically wins over credibility.

Having spent two decades working alongside sales and marketing professionals, following dissertation research on network structures, I view these dynamics through the lens of information dissemination.

The takeaway: Human networks rely on reputational accountability. When a person shares information, they stake their own credibility on its validity. Algorithmic distribution severs this bridge entirely. The system scales content based on engagement metrics without paying any reputational tax when narratives prove false or harmful.

To reclaim our humanity in an automated digital environment, we must become far more deliberate information consumers. We have to recognize when a system is manipulating our attention, evaluate who built the bridge delivering the claim, and stop feeding the distribution chain.

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