An Open Letter to Social Platforms on Mass Violence
The Voluntary Transparency Standard gives platform engineers and executives a market-rational mechanism to collapse Notoriety Yield without censorship, legislation, or revenue loss.
This is addressed to the engineers, the product managers, and the executives who built the feed that delivers the script.
You did not build a violence machine. You built an engagement optimizer. The violent script found your system because your system rewards high-engagement content and the violent script generates high engagement. Structural indifference and directed harm produce identical outcomes at the population level. The mechanism is yours. The intent was not. The repair is also yours.
The Voluntary Transparency Standard is the mechanism. Three commitments: withhold perpetrator identity from content surfaced and amplified by your platform, suppress manifesto distribution in your recommendation systems, and disclose your amplification metrics for violent events to independent auditors. In exchange, your platform qualifies for Anchor Safety Certification, a rating that ESG investment portfolios weight positively. The investors who hold your equity already apply ESG criteria to environmental and labor metrics. Notoriety Yield is the next column in that spreadsheet. Platforms that adopt VTS gain a measurable ESG advantage. Platforms that decline face a measurable ESG cost. No legislation. No censorship. No revenue model disruption.
You can reduce Notoriety Yield through retrieval suppression without removing content from the archive. The engineering path is a recommendation system parameter, not a court order. It does not require congressional action. It requires a product decision.
The product manager who ran the 2012 autoplay test did not see the Notoriety Yield column in his success metrics. The Voluntary Transparency Standard puts it there, and the ESG routing mechanism makes the number matter.
Adopt the Voluntary Transparency Standard. The market mechanism is ready. The engineering path is open. The cost of continued inaction is legible in the dataset.
Read the full economic framework: Notoriety Arbitrage (DiBella, 2026).
Glossary
Voluntary Transparency Standard (VTS): A market-based platform protocol that withholds perpetrator identity from amplification, suppresses manifesto distribution, and discloses amplification metrics.
Anchor Safety Certification: The ESG-compatible rating earned by platforms that adopt and maintain VTS compliance, providing measurable investor incentive.
Reference Citations
DiBella, C. J. (2026). Notoriety Arbitrage: Informational Incentives in Violent Acts. SSRN.
Christakis, N. A., & Fowler, J. H. (2009). Connected: The Surprising Power of Our Social Networks. Little, Brown.
Notoriety Arbitrage Series | Post 14 of 15 | Start here: Why Does Mass Violence Keep Happening?