
(AsiaGameHub) – Citrini Research released a report in February outlining a possible doomsday scenario where job losses driven by AI spark a stock market collapse and a recession in 2028. Now known as the Citrini Scenario, this concept is generating millions of dollars in trades on prediction market platforms. So, what exactly is this scenario, and how probable is it that it will play out?
“What you’re about to read is a scenario, not a forecast. This isn’t pessimistic hype or AI doomsayer fiction. The only purpose of this report is to model a scenario that has received relatively little attention,” noted the document titled “The Global Intelligence Crisis.”
Prediction market participants are now treating it as a forecast. Kalshi’s platform alone has recorded nearly $15 million in trading activity.
Currently, it’s registering daily trading volumes exceeding $1 million and was the top non-sports, non-crypto market on March 30. Due to this surge in trading, the scenario’s probability has risen from 12% when the market launched last month to 34% as of today.
The Scenario
The scenario depicts a swift AI-induced economic crisis that renders human labor—particularly white-collar work—largely irrelevant.
This in turn leads to a private credit and mortgage meltdown. Elevated unemployment also impacts key companies dependent on consumer spending, including Uber, American Express, Mastercard, and DoorDash.
Companies try to address the crisis by ramping up AI investments, creating a self-reinforcing cycle.
“As weaknesses started to emerge in the consumer economy, economic experts coined the term “Ghost GDP:’ output that appears in national economic records but never flows through the actual economy,” the report—written as a 2028 post-mortem—explained.
Protesters take over corporate offices in Silicon Valley to campaign against overreliance on AI. As the report points out, the “Occupy Silicon Valley” movement is “a symbol of broader public discontent.”
Kalshi specified that for its “Citrini scenario” market to settle as “yes,” three of the following outcomes need to happen:
- Monthly BLS unemployment rate surpasses 10%
- S&P 500 drops by over 30% from its closing value at the time the market was launched
- Zillow Home Value Index falls by more than 10% year-over-year in any of NYC, LA, San Francisco, Chicago, Houston, or Phoenix
- Labor share of gross domestic income (GDI) first-release figure for any quarter drops below 50%
- Year-over-year CPI-U drops below 0% in any monthly report
What’s Driving the Surge in Trading Volume?
The market has gained increased attention since the onset of the Iran war. Polymarket’s markets related to the conflict have also experienced high trading volumes, with some activity coming from insiders.
Surging oil prices in an already vulnerable economy might lead many to think events are aligning with the path outlined by Citrini Research. Last month’s job losses were worse than expected, pushing unemployment up to 4.4%.
The S&P 500 has declined roughly 8% since the report was released in February.
“The S&P is close to all-time peaks. The negative feedback cycles haven’t started yet. We are confident that some of these scenarios won’t come to pass,” the authors stated at the conclusion of their thought experiment.
Nevertheless, events are beginning to align with the doomsday forecasts. There’s also a growing belief that AI is advancing quickly.
Kalshi’s market for OpenAI achieving Artificial General Intelligence by 2028 now assigns it a 34% probability. If this happens, it could further fuel the “human intelligence displacement spiral” that Citrini predicted.
Some others, though, might just be observing the trend and jumping on the bandwagon. A Kalshi user remarked, “Just find the right moment to sell and take profits.”
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