Trading, Research & ML
Signals, experiments, pricing, models, strategies, execution, and risk.
01 / Thesis
Internships expose the teaching system. Entry routes expose the foundation. Experienced roles expose the production modules, interfaces, and ownership expectations.
02 / Role architecture
A PJS inference from repeated language across official role descriptions. It is not an internal reporting chart.
Signals, experiments, pricing, models, strategies, execution, and risk.
Software, ML platforms, Linux, networks, market connectivity, and compute.
Cross-functional analysis, process design, priorities, and delivery.
Client needs, products, execution, regional coverage, and feedback.
Financing, reporting, tax, controls, constraints, and automation.
03 / Hong Kong role atlas
Availability changes. Each card links to the official source captured for this snapshot.
04 / What seniority reveals
Mentorship, classes, real projects, simulation, broad exposure.
Signal: learning velocityStrong foundations, guided responsibility, precise reasoning, collaboration.
Signal: potential with rigorDomain depth, production ownership, platform improvement, cross-team delivery.
Signal: demonstrated leverage05 / Pengyi North Star benchmark
The objective is not to imitate a title. It is to close measurable gaps in the shared operating standard.
06 / Repeated hiring signals
07 / Evidence boundary
PJS uses official Jane Street public pages as primary evidence. Organization maps are labeled as inference. Private strategies, internal reporting lines, exact headcount, compensation, and unpublished systems remain unknown.
Open official Hong Kong roles Open official Hong Kong office page