Part 1 — The Tax Part 2 — The Evidence Part 3 — Suppression Files Part 4 — What We Built
A Visual Essay Trilogy

The Algorithmic Tax

How social media platforms extract wealth from
the communities that built them.

Dr. Yamicia Connor, MD, PhD, MPH CEO, Diosa Ara · Founder, The Labora Collective
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"This is not a complaint. The amount Black women absorb daily without complaint would fill ten Truth Social accounts. That silence is strategic triage, not contentment." — Dr. Yamicia Connor

This is documentation. An economic analysis of how the platforms that promised to democratize access instead built a toll road with racial pricing.

0
percent decline

Facebook's organic reach dropped from 16% in 2012 to 2.6% by 2024. Not because your content got worse. Because the platform started charging you for access to people who already chose to follow you.

0
percent less pay

Black creators earn 34% less than white creators for equivalent work. Southeast Asian creators earn 57% less. The gradient follows skin tone and hair texture with mathematical precision.

$1.7
trillion in lost GDP

If Black women achieved revenue parity with men, it would add $1.7 trillion to the U.S. economy. That is not a diversity statistic. That is a GDP number.

Three Levels of Harm

01

Business

A great product no one can find is not a business. It's a group project. When the algorithm decides that your content doesn't get distributed — not because it isn't good but because of who you are — your business doesn't fail on its merits. It fails because the infrastructure was designed to make it fail.

02

Economic

Black women own 3.5 million businesses in this country, generating over $60 billion in annual revenue. When our businesses fail, it cascades. The employees lose jobs. The communities lose services. The local economies lose circulation.

03

Community

Black women provide social infrastructure that the United States traded away for free-market capitalism. We run the nonprofits. We staff the clinics. We organize the mutual aid. We hold the communities together. And we don't even get the benefits of the free-market capitalism that was supposed to be the trade-off.

"The platforms built their empires on Black culture. Black language, Black humor, Black trends, Black creativity — these are the raw materials of social media. And yet the people who generate the cultural value are systematically paid less and shown to fewer people. That is not an accident. That is a business model." — The Algorithmic Tax, Part 1
The Suppression Files

I Paid to Do Worse

vs
Organic · $0

"My fictional alter ego is verified by Meta. I am not."

100 impressions / hour

2 days · 4,797 total impressions

The organic post outperformed the paid post by 37%.
I can do bad all by myself. I don't need to pay for it.

I Paid for Audience Degradation

  • Top titles: Research Assistants, Software Engineers
  • Top companies: AWS, Microsoft, Amazon, Google, Meta
  • Seniority: 34% entry-level
  • Healthcare: 9.2% of audience

I targeted executives. I got interns at Big Tech.

Organic Audience (Free)
  • Top titles: Founders, Co-Founders, CEOs
  • Top companies: Hertility, UCL, NHS, King's College London
  • Seniority: 35% senior
  • Healthcare: 13.1% of audience

The algorithm I didn't pay for found my actual audience.

"I am a physician-scientist with a PhD from MIT and Harvard. I know what a controlled comparison looks like." — The Suppression Files, Vol. 2
The Answer

What We Built Instead

If the platforms will not distribute your work fairly, build your own distribution. We are not waiting for permission. We are building the infrastructure that makes the algorithm optional.

📰

Labora Collective

A credentialed publishing platform for women's health. Not a blog. Not a newsletter. A peer-reviewed, clinician-authored publication that owns its own distribution.

🤝

Yemaya — Clinical Partners Network

The $80 I could spend pushing a post into LinkedIn's suppression machine could instead pay a content creator with an aligned audience to put it in front of real people. The creator gets paid. The content gets distributed. The money stays in the community.

⚙️

The Codex

The operational intelligence system underneath it all. Production pipelines, editorial workflows, and distribution architecture — built to scale without depending on platforms that are burying us.

"Social media promised democratization of access. What it built was a toll road with racial pricing. We've paid the toll long enough. Now we're building our own road." — Dr. Yamicia Connor

Read the Full Essays

Four parts. The argument, the evidence, the experiment, and the answer.

01

The Algorithmic Tax

How Social Media Platforms Extract Wealth From the Communities That Built Them

02

The Evidence

10 sections of data. Reach decay, pay gaps, ad fraud, healthcare AI bias, and the economic case.

03

The Suppression Files

I paid $80 to boost a post on LinkedIn. The organic post outperformed it by 37%. Here is the data.

04

What We Built Instead

Labora Collective. Yemaya. The Codex. The infrastructure that makes the algorithm optional.