1/ Which jobs are most vulnerable to AI automation?
The Labor Automation Forecasting Hub now has individual pages for 15 US occupations, including:
- Community forecasts at 2027, 2030, and 2035
- Pro Forecaster commentary
- 3 distinct AI exposure metrics (Felten, M&A
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Labor Automation Forecasting Hub: metaculus.com/labor-hub
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- Replying to @metaculus6/ More context about each AI exposure metric: - Felten et alās AI Occupational Exposure (AIOE) measures the overlap between AI capabilities and the abilities an occupation requires, aggregated from O*NET ability data. Higher exposure does not by itself mean a job will be7/ See all 15 occupations on the Labor Hub Jobs page:
- š New @MITAIRisk x @MITFutureTech report: āPrioritization of Risks from Artificial Intelligence: A Delphi Study of 272 International Experts.ā A Metaculus question makes an appearance on p. 17 (link to report in replies)
- 1/ What disease prevention technologies are most likely to deliver impact over the next two decades, and what are the factors that will determine timelines and implementation? š§µReplying to @metaculus6/ Microneedle patch vaccines are closest to delivering real-world impact, with Pros forecasting first approval in June 2032. Manufacturing scale-up is the main hurdle, but unlike the other technologies here, forecasters don't foresee a multi-year commercial delay.7/ Find the full report here: metaculus.com/files/Frontier⦠@coeff_giving works to direct funding to the most impactful global health opportunities. This forecasting project was designed to support their portfolio decisions. Want independent forecasts like this for your org? Check
- metaculus.com/tournament/330⦠Launched the first funded multi-area #animalwelfare #forecasting tournament on @metaculus
- 1/ Every year, hundreds of millions of dollars flow into animal advocacy. Which interventions actually work? Which don't? We just launched a forecasting tournament to help find out. š The Animal Futures Tournament, with a prize pool via @manifund. Questions crowdsourced fromReplying to @metaculus3/ The goal: forecasts that feed directly into real decisions. Funders, advocacy orgs, and researchers make big strategic calls with limited data. Calibrated probability estimates from a global forecasting community beat going on vibes.4/ You don't have to work in animal welfare to participate. If you do, your expertise makes the forecasts credible. If you're a forecaster looking for sharp, decision-relevant questions, jump in. Open now:










