Systems · Rising
Distributed systems
Why does Distributed systems matter in quant?
Distributed systems skills carry the research platform: large-scale simulation, data pipelines, scheduling and the storage layer that every researcher depends on. It is the most transferable technology background into quant development.
This is the clearest bridge from large technology companies into trading. The interview difference is the emphasis on correctness under real-time constraints rather than on scale alone.
Demand right now, measured
Medium confidencen=113Live vacancies asking for it
113
Share of quant roles
12.1%
Core quant vacancies mentioning it
Quant signal
4.69×
Versus other roles at the same firms
Firms asking
12
Across 11 cities
Based on 113 vacancy mentions across 12 employers. Counts come from employer-operated job boards we read directly; classification is rule-based and inspectable.
Which roles ask for it
Percentage of that role's live vacancies mentioning Distributed systems.
- Software engineer19% (80)
- Machine learning researcher15% (9)
- Quant Developer24% (7)
- HFT / Low-Latency Engineer7% (2)
- Quant Researcher1% (1)
- Quant Analyst10% (1)
Roles requiring it
Where demand concentrates
Strategies it serves
- Statistical arbitrage · Intraday to weeks
- Systematic macro · Weeks to months
- Machine-learning alpha · Intraday to weeks
Backgrounds this comes from
- Large-scale technology platforms
- Data engineering
- Cloud infrastructure
Other skills
Last updated September 2026 · KnowQaunt 2026.1
Methodology
Figures are expressed as annual total compensation (base salary plus expected performance bonus) in the reference market's local currency, converted from a US dollar base. They describe typical market ranges rather than any individual offer, and exclude sign-on payments, deferred equity and carried interest. Portfolio-manager figures reflect formulaic profit-share arrangements and are therefore far more dispersed than any other role.
KnowQaunt 2026.1 · Updated September 2026
These are indicative ranges pending first-party verification. They will be replaced by verified submissions as the Quant Salary Index dataset builds.