We are building expert-authored forecasting and research data used to evaluate and improve AI models on real financial analysis. Each task asks a practitioner to reason from a fixed evidence cutoff, no hindsight, and document the judgment a strong analyst would have made at that moment.
This role covers company event propagation: identifying the companies related to an upcoming event and estimating how the catalyst should transmit to each of them.
Backgrounds we look at first: top multi-manager and event-driven funds, leading sector teams at major asset managers and banks, and elite specialist research firms, for example Citadel, Millennium, Point72, Balyasny, D. E. Shaw, and top sell-side sector franchises. Brand-name experience is a strong first-pass signal but is not a hard requirement, direct experience and performance on the work sample determine who qualifies.
Every task is graded on reasoning from the stated cutoff without hindsight, data leakage, confidential information, or material non-public information.
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