Proprietary Trading & Research · New York
ARIS CAPITAL
Aris Capital/Our Philosophy

Our Philosophy

Markets are noisy. Our work is to distinguish what persists from what does not, and to commit capital only where the evidence is strong.

Research. Models. Execution.

Research, modeling, and execution are integrated within a single team.

FIG. 2 — FROM INPUTS TO SIGNALFILINGS · TRANSCRIPTS · MACRO · SENTIMENT · PRICE
01

Machine learning

Language models read earnings calls, filings, and macro data, and flag changes before they show up in price.

—Natural-language processing of filings and transcripts
—Regime and event detection
—Alternative data evaluation
02

Quantitative research

Thousands of backtests across strategy types. A strategy is retained only if it performs on unseen data and holds up through adverse markets.

—Out-of-sample validation
—Stress testing across historical crises
—Ensemble portfolio construction
03

Execution

Rules-based trading with risk limits set before any position is opened.

—Predefined position and loss limits
—Systematic order execution
—Continuous performance monitoring

How we’re built

01 Own capital only
Every position is funded by the firm.
02 Independent
No outside mandates or quarterly reports to write.
03 Performance first
We grow by results, not by raising assets.
04 Research-led
If the data does not support it, we do not trade it.